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The dataset generation failed
Error code: DatasetGenerationError
Exception: AttributeError
Message: 'str' object has no attribute 'get'
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1585, in _prepare_split_single
example = self.info.features.encode_example(record) if self.info.features is not None else record
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/features/features.py", line 2045, in encode_example
return encode_nested_example(self, example)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/features/features.py", line 1340, in encode_nested_example
{k: encode_nested_example(schema[k], obj.get(k), level=level + 1) for k in schema}
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/features/features.py", line 1340, in encode_nested_example
{k: encode_nested_example(schema[k], obj.get(k), level=level + 1) for k in schema}
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/features/features.py", line 1340, in encode_nested_example
{k: encode_nested_example(schema[k], obj.get(k), level=level + 1) for k in schema}
^^^^^^^
AttributeError: 'str' object has no attribute 'get'
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1334, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 911, in stream_convert_to_parquet
builder._prepare_split(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1447, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1604, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
json
dict | __key__
string | __url__
string |
|---|---|---|
{
"actors": [
{
"actions": [
"Walks past fence",
"Turns back",
"Throws an object over the fence"
],
"appearance": [
"Hat",
"Red and black shirt"
],
"count": "1",
"role": "Perpetrator"
},
{
"actions": [
"Stands by fence",
"Barks"
],
"appearance": [
"Small black dog"
],
"count": "1",
"role": "Victim"
}
],
"description": "CCTV footage captures an abnormal event outdoors at a residential property during the day. A single perpetrator intentionally throws an unknown object, possibly poison, over a fence towards a small black dog that is acting as the victim. The incident, which appears to be an act of animal cruelty, is recorded by a fixed, color camera and includes a text overlay with a timestamp.",
"description_another_category": {
"description": [
"Night vision footage from a warehouse perimeter shows an individual approaching a chain-link fence. The person attaches a small, dark object to the fence near a junction box and then quickly retreats into the darkness, suggesting an attempt to tamper with the facility's electronics.",
"Infrared security footage from inside a closed art gallery is triggered by motion. A person in dark gear is seen descending on a rope from a high window. They land on the floor, pull out a can, and spray graffiti onto a large abstract statue before ascending the rope and exiting through the ceiling.",
"Captured from a camera mounted on a utility pole, nighttime footage shows a person in dark clothing using a spray paint can to deface a public bus shelter. After covering the glass panels with graffiti, the individual tosses the empty can into a nearby trash bin and jogs away from the scene before any authorities arrive.",
"Night-vision footage from an industrial yard shows an individual in dark clothing using a crowbar to force open a large metal shipping container. After successfully prying the door ajar, the person shines a flashlight inside for a moment and then abruptly flees the scene without removing any items, indicating an act of vandalism or a thwarted burglary."
],
"similarity_score": [
0.57,
0.634,
0.654,
0.619
]
},
"description_opposite_category": {
"description": [
"A homeowner is recorded by their own driveway camera during the day. As they approach their front gate, their dog runs up from inside the yard. The person smiles and tosses a chew toy over the fence for the dog to play with while they unlock the entrance.",
"A wide-shot from a pole-mounted camera shows a quiet residential street corner under a clear sky. A mail truck is parked at the curb, and a postal worker is seen methodically walking from one house to the next, placing mail into each curbside mailbox before proceeding down the block.",
"A top-down camera view shows an automated car wash in operation during the day. A vehicle slowly moves along the conveyor track as it is sprayed with soap, scrubbed by large rotating brushes, and finally rinsed with water, completing a standard cleaning cycle before exiting.",
"A wide-angle overhead camera in a brightly lit supermarket shows a shopper at a self-checkout kiosk. The individual methodically scans several grocery items, places them into a reusable bag, and completes the transaction by tapping a credit card on the payment terminal before walking away with their purchase."
],
"similarity_score": [
0.795,
0.609,
0.567,
0.566
]
},
"description_same_category": {
"description": [
"From a high-angle security camera, a person in a hooded jacket is seen loitering in an urban park after hours. They approach a fenced-off duck pond and scatter a handful of unknown pellets into the water before hastily departing the area.",
"Grainy, low-light footage from a security camera in a back alley captures a figure placing a bowl on the ground near a makeshift shelter for cats. A short while later, the same individual returns, quickly sprays an aerosol substance into the bowl, and then flees the area, suggesting a malicious attempt to harm the local strays.",
"A low-light security camera from inside a closed pet store records a person, obscured by shadows, walking down an aisle of enclosures. The individual stops by a glass tank containing puppies and is seen deliberately unplugging a heat lamp fixture from the wall socket before quickly leaving the room, an act of suspicious neglect.",
"From a grainy, monochrome camera mounted on a rural barn at dawn, a figure is seen approaching a known fox den. After a brief survey of the area, the person carefully places a small, baited cage trap near the entrance before quietly withdrawing from view, suggesting a deliberate and suspicious act targeting local wildlife."
],
"similarity_score": [
0.648,
0.658,
0.635,
0.644
]
},
"event": {
"intentionality": "Intentional",
"normality": "Abnormal",
"severity": "High",
"threat_to_humans": "None",
"type": [
"Animal cruelty",
"Suspicious behavior",
"Possible poisoning"
]
},
"location": {
"is_location_explicit": "No",
"place_text": "PORTAO",
"place_type": "Residential property"
},
"objects": {
"logo_present": "None",
"text_overlay_present": "Yes",
"tools_or_weapons": [
"Unknown thrown object",
"Possible poison"
],
"vehicles": []
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Color",
"environment": "Residential property",
"image_quality": "Low resolution",
"indoor_outdoor": "Outdoor",
"lighting": "Daylight",
"scene_type": "CCTV",
"time_of_day": "Day",
"weather": "Clear"
}
}
|
UCF-Crime-10sec/test/Abuse/Abuse028_x264_000000_000300
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [
{
"actions": [
"Approach a fence on a vehicle",
"Lift an animal",
"Drop the animal over the fence",
"Drive away"
],
"appearance": [
"Red shirt",
"Hat"
],
"count": "1",
"role": "Perpetrator"
},
{
"actions": [
"Being dropped over a fence",
"Lying on the ground"
],
"appearance": [
"Small black dog"
],
"count": "1",
"role": "Victim"
}
],
"description": "Fixed CCTV footage captures an intentional act of animal cruelty outdoors during the day. In what appears to be a residential area, a perpetrator on a possible motorcycle or scooter approaches a fence. The individual, wearing a red shirt, drops a small black dog over the fence into a yard before driving away.",
"description_another_category": {
"description": [
"Security footage from a parking garage entrance captures a car stopping just outside the barrier arm. A passenger gets out, places a traffic cone in front of the gate sensor to keep it open, and then the car drives through without paying before the person retrieves the cone and runs off.",
"A low-angle security camera records a service alley behind a row of shops at night. A hooded figure appears, pours a flammable liquid from a gas can onto a stack of cardboard boxes, and ignites them. As flames quickly grow, the person runs out of the alley.",
"Monochrome footage from a camera inside a closed office building shows a masked individual using a crowbar to pry open a vending machine. After pulling out several items and the coin tray, the person stuffs them into a backpack and exits through a fire escape.",
"Monochrome footage from a camera inside a closed library shows a hooded individual systematically pulling books off shelves and ripping out pages. The person creates a pile of damaged books in the center of an aisle before moving out of the camera's view. A digital timestamp is visible in the corner of the screen."
],
"similarity_score": [
0.646,
0.613,
0.581,
0.512
]
},
"description_opposite_category": {
"description": [
"A wide-angle camera shows a person on a leisurely scooter ride, who stops near a park fence where a small dog is playing. The person calls to the dog, which runs over wagging its tail, and they share a brief, friendly interaction through the fence before the rider continues on their way.",
"From a camera mounted on a house, a person is seen opening their back door to let a cat into an enclosed, sunny garden. The cat leisurely walks out onto the lawn and begins to play with a toy as the person watches for a moment before heading back inside.",
"Viewed from a high-angle camera inside a pet supply store, a customer pushes a shopping cart down an aisle. They stop, lift a large bag of dog food from a lower shelf into their cart, and then continue browsing other products.",
"From a high-angle camera in a well-lit warehouse, a forklift operator is seen methodically transporting pallets from a loading bay to their designated storage racks. In the background, other employees are engaged in routine tasks, moving about the organized space."
],
"similarity_score": [
0.659,
0.641,
0.562,
0.528
]
},
"description_same_category": {
"description": [
"In grainy footage from an alleyway camera, a figure is seen placing a sealed cardboard box next to a commercial dumpster. After looking around, the person quickly walks away, abandoning the box from which faint movements can be detected.",
"Filmed from a high-angle, black-and-white security camera, a vehicle pulls over on a deserted country road late at night. An individual exits the car, walks a medium-sized dog to a telephone pole, secures its leash, and then hastily drives off, leaving the animal tethered and alone in the dark.",
"A night-vision camera positioned over a desolate industrial lot shows an old sedan pulling up. A person gets out, opens the trunk, and shoves two cats out onto the pavement before speeding away. The cats scramble in opposite directions into the darkness.",
"A blurry security camera, positioned on a utility pole, captures a desolate stretch of highway at dusk. A pickup truck pulls onto the shoulder, a person gets out, opens a crate in the truck bed, and releases a small animal onto the verge. The truck then merges back into traffic and drives away, leaving the animal stranded as rain begins to streak the camera lens."
],
"similarity_score": [
0.665,
0.651,
0.653,
0.6
]
},
"event": {
"intentionality": "Intentional",
"normality": "Abnormal",
"severity": "Moderate",
"threat_to_humans": "None",
"type": [
"Animal cruelty",
"Animal abandonment"
]
},
"location": {
"is_location_explicit": "No",
"place_text": "PORTAO",
"place_type": "Residential property"
},
"objects": {
"logo_present": "None",
"text_overlay_present": "Yes",
"tools_or_weapons": [],
"vehicles": [
"Possible motorcycle or scooter"
]
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Color",
"environment": "Residential yard/driveway",
"image_quality": "Grainy",
"indoor_outdoor": "Outdoor",
"lighting": "Daylight",
"scene_type": "CCTV",
"time_of_day": "Day",
"weather": "Clear"
}
}
|
UCF-Crime-10sec/test/Abuse/Abuse028_x264_000300_000600
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [
{
"actions": [
"Approaches gate",
"Crouches",
"Squeezes under gate"
],
"appearance": [
"Light blue t-shirt",
"Dark pants",
"Red shorts or underwear"
],
"count": "1",
"role": "Perpetrator"
}
],
"description": "CCTV footage captures an abnormal event outdoors during the day at a gated property entrance. A single individual, appearing to be a perpetrator, intentionally trespasses by approaching a gate, crouching down, and squeezing through a gap at the bottom. The scene is recorded by a fixed camera in clear daylight, and a timestamp is present on the screen.",
"description_another_category": {
"description": [
"Daytime footage from a fixed camera shows an individual approach a locked metal gate at a public park entrance after hours. The person repeatedly and forcefully shakes the gate, then kicks the locking mechanism before giving up and walking away frustrated.",
"Footage from a ceiling-mounted camera in a quiet convenience store captures an elderly customer suddenly losing their balance and collapsing in an aisle. The store clerk immediately notices, grabs a phone to call for help, as another shopper rushes to the person's side to offer assistance.",
"A dashcam records the view from a parked vehicle in a nearly empty multi-story car park. Suddenly, a section of the overhead concrete ceiling breaks loose and crashes onto the hood of an adjacent empty car, shattering its windshield and setting off its alarm. Dust and small debris rain down for a few moments after the impact.",
"Dashcam footage from a vehicle stopped in traffic captures the sudden and violent onset of a hailstorm. Large hailstones begin to hammer the car's windshield and the street, causing other drivers to slow down and pedestrians on the sidewalk to scramble for shelter under nearby awnings."
],
"similarity_score": [
0.853,
0.683,
0.639,
0.626
]
},
"description_opposite_category": {
"description": [
"A wide-angle security camera shows a delivery driver walking up to a pedestrian side-gate. They use an intercom, the gate buzzes open, and they enter the property to leave a package at the front door before exiting normally.",
"A time-lapse view from an office building lobby tracks the morning rush as dozens of employees systematically swipe their badges at electronic turnstiles. They move in an orderly flow towards the elevator bank, signifying the start of a typical business day.",
"Filmed from a camera in the corner of an empty gymnasium, a maintenance worker pushes a large dust mop across the basketball court. The scene is quiet and methodical, depicting the routine end-of-day cleaning procedures for the facility.",
"Viewed from a static, elevated camera, a group of people participates in an outdoor yoga class in a public park. The participants are arranged in neat rows on their mats, following the instructor at the front as they move through a sequence of poses in a calm, organized, and routine manner under the morning sun."
],
"similarity_score": [
0.769,
0.639,
0.565,
0.63
]
},
"description_same_category": {
"description": [
"A low-resolution night-vision camera captures a figure scaling a perimeter fence surrounding a darkened warehouse. The individual pauses at the top, scans the area, then drops down inside the property and quickly moves toward the building's loading dock.",
"From a grainy, wide-angle perspective, a pair of youths quickly slip past a 'No Entry' sign posted at a trailhead leading into a dense, foggy nature reserve. They cast nervous glances behind them before vanishing into the woods, their behavior clearly indicating they are entering a restricted zone.",
"From a grainy, high-angle camera overlooking a construction site after hours, a person is seen walking along the perimeter fence. They stop at a section partially obscured by bushes, pull back a loose corner of the chain-link, and duck inside, their movements slow and deliberate as if to avoid detection. They then proceed to wander among the construction materials, occasionally picking up items and inspecting them.",
"From a shaky, first-person perspective, a body-worn camera records an individual exploring an abandoned hospital at night. Using a flashlight beam to cut through the darkness, the person navigates dilapidated corridors, pushes open a creaking door to a patient room, and pans across dusty, overturned furniture, their presence clearly unauthorized."
],
"similarity_score": [
0.685,
0.594,
0.637,
0.665
]
},
"event": {
"intentionality": "Intentional",
"normality": "Abnormal",
"severity": "Low",
"threat_to_humans": "None",
"type": [
"Trespassing",
"Suspicious behavior"
]
},
"location": {
"is_location_explicit": "No",
"place_text": "PORTAO",
"place_type": "Gated property entrance"
},
"objects": {
"logo_present": "None",
"text_overlay_present": "Yes",
"tools_or_weapons": [],
"vehicles": []
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Color",
"environment": "Gated property entrance",
"image_quality": "Clear",
"indoor_outdoor": "Outdoor",
"lighting": "Daylight",
"scene_type": "CCTV",
"time_of_day": "Day",
"weather": "Clear"
}
}
|
UCF-Crime-10sec/test/Abuse/Abuse028_x264_000600_000900
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [
{
"actions": [
"Approaches fence",
"Climbs over fence",
"Enters property"
],
"appearance": [
"Light-colored jacket",
"Red shirt",
"Dark pants"
],
"count": "1",
"role": "Perpetrator"
}
],
"description": "CCTV footage from an outdoor residential property captures an intentional act of trespassing during the day. A single perpetrator, wearing a light-colored jacket, is seen climbing over a metal fence to enter the property. This abnormal event, which poses a potential threat, is recorded by a fixed camera with a visible timestamp and the location text \"PORTAO\".",
"description_another_category": {
"description": [
"From a high-angle camera overlooking an alley, a figure is seen approaching a parked vehicle. The individual pulls an object from their pocket and deliberately scratches a long line down the side of the car before quickly walking away. The entire malicious act is captured clearly under the afternoon sun.",
"Shot in monochrome from a concealed camera, a video shows a pickup truck pulling into a secluded, wooded clearing late at night. Two people emerge from the vehicle and quickly unload several large bags of refuse and a bulky piece of furniture onto the ground. They abandon the trash and drive off, the entire act of illegal dumping recorded by the surveillance system.",
"Night vision footage from a camera mounted on a utility pole captures a public square after midnight. An individual walks to a large municipal planter, douses the contents with a liquid from a bottle, and ignites it with a lighter. The person watches the small fire burn for a moment before casually walking away from the scene. The low-light video documents this act of property destruction.",
"From a security camera positioned on a storefront, footage captures a bustling city sidewalk. Amidst the pedestrians, one person suddenly snatches a bag from another, causing the victim to stumble. The thief immediately dashes into the crowd and out of view. The camera, set at a high angle, records the ensuing confusion as onlookers react to the sudden street robbery."
],
"similarity_score": [
0.562,
0.548,
0.594,
0.669
]
},
"description_opposite_category": {
"description": [
"A resident dressed in athletic wear is recorded exiting their property through a side gate for a daytime jog. The individual properly closes and latches the gate behind them before proceeding down the sidewalk. This is a routine activity captured by the home security system under clear weather conditions.",
"From a high, wide-angle perspective, a delivery van is seen pulling up to a commercial loading dock during a bright, sunny day. An employee opens the bay door from the inside, and the van backs in to unload its cargo. This routine logistical operation is captured as part of the facility's standard daily security monitoring.",
"A time-lapse recording from a corner-mounted camera shows the interior of a closed office building overnight. A pair of janitors methodically move through the space, emptying trash bins, vacuuming the carpets, and wiping down desks. Their coordinated and efficient work is a regular, scheduled part of the building's maintenance routine, observed under fluorescent lighting.",
"A static, pole-mounted camera provides a panoramic view of a municipal park during a sunny afternoon. In the playground area, several children are visible playing on a brightly colored slide and swing set. A guardian watches them from a park bench, engrossed in a book. The scene depicts a typical, peaceful day with families enjoying the public space, all captured in a slightly pixelated, low-frame-rate video feed."
],
"similarity_score": [
0.641,
0.56,
0.603,
0.608
]
},
"description_same_category": {
"description": [
"A security camera monitoring a warehouse perimeter captures a lone individual forcing their way through a locked gate. After a brief struggle with the mechanism, the person slips inside the restricted area in broad daylight, constituting a clear act of trespassing. The footage has a slight digital artifacting but the event is unambiguous.",
"A low-angle, grainy camera captures a darkened construction site after hours. A figure in a hooded sweatshirt is seen scouting the perimeter before slipping underneath a section of temporary fencing. The individual then moves stealthily into the shadows of the unfinished building, triggering the motion-activated recording in an act of clear criminal trespass."
],
"similarity_score": [
0.726,
0.499
]
},
"event": {
"intentionality": "Intentional",
"normality": "Abnormal",
"severity": "Moderate",
"threat_to_humans": "Potential",
"type": [
"Trespassing",
"Suspicious behavior",
"Breaking and entering"
]
},
"location": {
"is_location_explicit": "Yes",
"place_text": "PORTAO",
"place_type": "Residential property"
},
"objects": {
"logo_present": "None",
"text_overlay_present": "Yes",
"tools_or_weapons": [],
"vehicles": []
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Color",
"environment": "Residential property yard",
"image_quality": "Clear",
"indoor_outdoor": "Outdoor",
"lighting": "Daylight",
"scene_type": "CCTV",
"time_of_day": "Day",
"weather": "Clear"
}
}
|
UCF-Crime-10sec/test/Abuse/Abuse028_x264_000900_001200
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [],
"description": "This is CCTV footage of a static outdoor scene at what appears to be a residential property entrance during the day. The fixed, color camera captures a view of a metal gate, with no actors or significant events occurring. A text overlay displaying a timestamp and the word 'PORTAO' is visible.",
"description_another_category": {
"description": [
"From a high-angle perspective, a lone individual is seen walking a dog on a leash along an otherwise empty city sidewalk. The pair moves at a steady pace, passing by the entrance to a closed storefront before exiting the camera's view. The street is quiet, with no vehicle traffic.",
"A security camera overlooks a conveyor belt inside a mail sorting facility. Packages of various sizes move steadily from left to right across the frame before dropping out of sight. The process is continuous and mechanical, with no human operators visible in the shot.",
"A dashcam records the view from a car driving in heavy rain at night. The windshield wipers sweep periodically across the glass, clearing away droplets. The camera captures the blurry taillights of other vehicles on the wet highway, their lights reflecting on the slick asphalt as the car moves forward at a steady pace.",
"Viewed from a camera inside a server room, a robotic maintenance arm on a track slowly glides between racks of computer equipment. It periodically stops, extends a probe towards a blinking server blade, and then retracts before continuing its automated patrol down the aisle. The environment is coolly lit and filled with the low hum of cooling fans, representing a routine diagnostic procedure."
],
"similarity_score": [
0.556,
0.632,
0.582,
0.644
]
},
"description_opposite_category": {
"description": [
"In grainy night-vision footage, a vehicle suddenly veers off the road and crashes directly into a closed metal driveway gate. The force of the collision crumples the car's front end and visibly bends the gate inward. After the impact, the vehicle remains stationary with its headlights illuminating the damaged entrance.",
"A fixed camera inside a commercial kitchen shows an empty, inactive space. Suddenly, a ceiling-mounted water pipe bursts, spraying a powerful jet of water downwards onto the stainless-steel counters and floor. The room rapidly begins to flood as the water gushes uncontrollably.",
"Footage from a drone flying over a public park shows a large, seemingly peaceful gathering. Abruptly, a commotion starts in the center of the crowd, and people begin to panic and scatter in all directions. The camera pans chaotically to follow the dispersing individuals, capturing a scene of mass confusion and flight.",
"A security camera films the interior of an unoccupied retail store at night. Without warning, a large section of the suspended ceiling suddenly collapses, sending tiles, dust, and wiring crashing down onto the merchandise displays below. The event is abrupt and chaotic, leaving a gaping hole in the ceiling and a pile of debris on the floor in the otherwise silent and dark store."
],
"similarity_score": [
0.734,
0.629,
0.651,
0.608
]
},
"description_same_category": {
"description": [
"A stationary security camera monitors a deserted corner of a multi-level parking structure. The scene is illuminated by dim fluorescent lights, revealing nothing but a concrete support column and marked parking lines on the floor. No movement is detected throughout the clip.",
"A surveillance feed captures the empty interior of a long-abandoned factory boiler room. Dust motes drift in a single sunbeam piercing the gloom from a high, grimy window. The camera's view is fixed on a rusted pressure gauge and a tangle of pipes, with no activity present for the entire duration of the clip.",
"A wide-angle, black-and-white view from a weather camera mounted on a tower shows a desolate, snow-covered arctic landscape under a grey, overcast sky. The shot remains unchanged, capturing only the vast, empty tundra with no signs of life or movement.",
"A fixed camera positioned in an empty elevator car shows a close-up of the brushed metal doors. The interior is brightly lit by overhead fluorescent lights, reflecting off the steel surface. The camera's perspective remains unchanged, capturing no movement or activity for the entire duration of the clip, with only the floor indicator light remaining off."
],
"similarity_score": [
0.647,
0.642,
0.509,
0.559
]
},
"event": {
"intentionality": "Non-action (no human act)",
"normality": "Normal",
"severity": "None",
"threat_to_humans": "None",
"type": [
"Static scene",
"No significant event"
]
},
"location": {
"is_location_explicit": "No",
"place_text": "PORTAO",
"place_type": "Residential property entrance"
},
"objects": {
"logo_present": "None",
"text_overlay_present": "Yes",
"tools_or_weapons": [],
"vehicles": []
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Color",
"environment": "Residential property entrance",
"image_quality": "Low resolution",
"indoor_outdoor": "Outdoor",
"lighting": "Daylight",
"scene_type": "CCTV",
"time_of_day": "Day",
"weather": "Clear"
}
}
|
UCF-Crime-10sec/test/Abuse/Abuse028_x264_001200_001412
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [],
"description": "Grainy CCTV footage from a fixed camera captures an abnormal event on a residential street during the daytime. The video shows a dog attacking a cat on the pavement. The footage includes a text overlay with a timestamp, an RSPCA logo, and a white van is visible parked on the street.",
"description_another_category": {
"description": [
"A home security camera records an unoccupied white van as it begins to roll backward down a sloped residential street. The vehicle gathers speed, narrowly avoids colliding with other parked cars, and eventually crashes into a large hedge at the bottom of the hill.",
"A wide-angle security camera mounted on the ceiling of a large warehouse store captures the moment a section of shelving gives way. Without warning, the entire structure tilts and then collapses, sending boxes and products cascading into the aisle in a massive cloud of dust. The emergency sprinkler system activates moments later, spraying water over the wreckage.",
"From a security camera inside a concrete pedestrian underpass, a trickle of water is seen seeping from a drain. Within seconds, this escalates into a powerful torrent that rapidly floods the entire walkway, submerging the lower half of the camera's view in turbulent, muddy water. Debris is seen swirling in the current.",
"A wide-angle fisheye security camera monitors an empty commercial kitchen overnight. Suddenly, sparks erupt from a deep fryer unit left plugged in. The sparks ignite a pool of grease on the floor, and flames quickly spread up the wall towards a ventilation hood. The room fills with thick, black smoke, progressively obscuring the camera's view as the fire alarm's strobe light begins flashing."
],
"similarity_score": [
0.73,
0.605,
0.64,
0.619
]
},
"description_opposite_category": {
"description": [
"A stationary camera on a residential street records an RSPCA van parking by the curb. An officer exits the vehicle, approaches a house with a clipboard to speak with the resident, and then returns to the van to drive away, completing a routine visit.",
"Viewed from a camera inside a pet daycare facility, several dogs are seen playing calmly together in a large, brightly-lit room. A staff member walks through the play area, patting a couple of the dogs before refilling a water bowl. The entire scene is uneventful and shows the animals coexisting peacefully.",
"A fixed camera provides a clear, wide-angle view of a laundromat during a quiet afternoon. A few customers are visible, one folding clothes at a table while another loads a washing machine. The scene is calm and routine, with no notable interactions or events taking place.",
"A static trail camera with a date and temperature overlay captures a peaceful scene in a forest clearing at dawn. A small herd of deer ambles into view, grazing quietly on the dew-covered grass. One of the deer occasionally lifts its head to look around before resuming its meal. After a few minutes of uneventful foraging, the animals calmly wander out of the frame."
],
"similarity_score": [
0.703,
0.673,
0.597,
0.618
]
},
"description_same_category": {
"description": [
"In a poorly lit alley behind a commercial building, security footage captures two stray dogs violently fighting over scraps next to a large metal dumpster. One animal pins the other down as a delivery truck pulls out of the loading zone in the background.",
"From a high-angle camera mounted on a suburban house, a large bird of prey suddenly dives into a fenced backyard. The raptor swiftly grabs a small pet rabbit from the middle of the lawn and flies off, disappearing over the roofline. The event is captured in sharp, color detail under a bright afternoon sun.",
"A night-vision camera positioned near an apiary on a rural farm captures a large black bear attempting to break into a series of wooden beehives. The bear swats at the boxes, knocking several over, and is seen running away as an automated floodlight suddenly illuminates the area.",
"Overnight security footage, captured in stark black and white from a camera in a pet shop, shows an abnormal incident. A large constrictor snake is seen slithering out of a damaged glass enclosure. It moves across the tiled floor towards a pen of guinea pigs, where it proceeds to coil around and attack one of the small animals. The camera's low frame rate causes motion blur as the events unfold in the dimly lit store."
],
"similarity_score": [
0.748,
0.689,
0.625,
0.7
]
},
"event": {
"intentionality": "Non-action (no human act)",
"normality": "Abnormal",
"severity": "High",
"threat_to_humans": "None",
"type": [
"Animal attack"
]
},
"location": {
"is_location_explicit": "No",
"place_text": "Unknown",
"place_type": "Residential street"
},
"objects": {
"logo_present": "RSPCA logo",
"text_overlay_present": "Yes",
"tools_or_weapons": [],
"vehicles": [
"White van"
]
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Color",
"environment": "Residential street",
"image_quality": "Grainy",
"indoor_outdoor": "Outdoor",
"lighting": "Daylight",
"scene_type": "CCTV",
"time_of_day": "Day",
"weather": "Clear"
}
}
|
UCF-Crime-10sec/test/Abuse/Abuse030_x264_000000_000300
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [
{
"actions": [
"Walks on sidewalk",
"Approaches cat",
"Kicks cat"
],
"appearance": [
"Light-colored pants",
"Dark top"
],
"count": "1",
"role": "Perpetrator"
},
{
"actions": [
"Sitting on sidewalk",
"Is kicked",
"Flees"
],
"appearance": [
"Dark-colored cat"
],
"count": "1",
"role": "Victim"
}
],
"description": "CCTV footage captures an abnormal event of intentional animal cruelty on an outdoor residential street during the day. A single perpetrator approaches a dark-colored cat sitting on the sidewalk and kicks it, causing the animal to flee. The low-resolution color footage, captured by a fixed camera, shows a white van parked nearby and features an RSPCA logo.",
"description_another_category": {
"description": [
"A security camera overlooking a commercial loading bay records two figures emerging from the shadows after midnight. One individual acts as a lookout while the other uses a pry bar to force open a storage container, quickly removing several boxes before both flee the scene.",
"A camera positioned high on a building facade shows a public square late at night. A lone figure on a skateboard sprays graffiti onto a large monument in the center of the square. After completing the tag, they skate away from the scene, disappearing down a side street. The footage is clear but in black-and-white.",
"A wide-angle, fish-eye camera mounted on a storefront captures a deserted back alley late at night. A person wearing a baseball cap walks over to a dumpster, empties a canister of liquid over its contents, and ignites it with a lighter. The sudden blaze causes intense lens flare, obscuring the individual as they run out of frame. The video is silent and has a date stamp.",
"Viewed from a high-angle camera overlooking a multi-level parking garage during daytime, a person is seen systematically checking car door handles. After finding an unlocked vehicle, they open the door, lean inside for several seconds, and then emerge with a laptop bag. They casually close the door and walk towards a stairwell, blending in with the sparse daytime foot traffic. The footage is slightly overexposed due to sunlight filtering into the structure."
],
"similarity_score": [
0.608,
0.567,
0.558,
0.551
]
},
"description_opposite_category": {
"description": [
"From a high-angle camera on a house, a person is seen walking down their driveway. A small cat meanders over to them, and the individual pauses, bends down to gently stroke the animal for a moment, and then continues on their way as the cat watches them leave.",
"A wide-angle surveillance camera shows the entrance to an office building in the early morning. A steady stream of employees badge in through a turnstile one by one. A cleaning cart is visible off to the side, and the digital clock overlay shows the time is 8:55 AM. The scene is brightly lit by fluorescent lights.",
"A fixed security camera monitors the drive-thru lane of a fast-food restaurant during a slow afternoon. A car pulls up to the service window, and an employee hands a bag and a drink to the driver. After a brief exchange, the car drives off, and the scene remains quiet until the next vehicle arrives. The color footage is clear and shows a portion of the illuminated menu board.",
"A camera inside a public bus, aimed towards the rear exit, records a routine stop. As the bus comes to a halt, several passengers stand up and move towards the doors. The doors open, they disembark onto the sidewalk, and a new passenger boards before the doors close again. The video is stable, with the reflection of interior lights visible on the window panes, and an electronic sign displaying the next stop is partially in view."
],
"similarity_score": [
0.705,
0.596,
0.673,
0.61
]
},
"description_same_category": {
"description": [
"Night-vision footage from a camera mounted on a utility pole captures an individual in a dark hoodie cornering a stray dog in a dimly lit alley. The person forcefully throws a rock at the animal, causing it to yelp and flee into the darkness. The monochrome video is grainy and has a timestamp overlay.",
"A grainy, zoomed-in security camera view shows a public park's duck pond at dawn. Two youths are seen laughing as they deliberately throw firecrackers into the water near a group of nesting birds. The birds scatter in a panic as the small explosions occur. The footage is unstable and partially obscured by foliage.",
"Overexposed footage from a security camera inside a barn shows a person repeatedly striking a penned-in sheep with a long stick. The animal tries to retreat into a corner but has nowhere to go. The video has significant digital noise and a flickering time-code at the bottom, and the only audio is the sound of the impacts.",
"A motion-activated trail camera mounted on a tree in a wooded suburban area records an individual setting a large, illegal steel-jaw trap near a game trail. The person, partially obscured by a hat and shadows, carefully covers the trap with leaves and debris before retreating. The infrared, black-and-white footage is clear but shows significant motion blur as the subject moves. A digital overlay displays the date and temperature in the corner of the screen."
],
"similarity_score": [
0.691,
0.557,
0.672,
0.682
]
},
"event": {
"intentionality": "Intentional",
"normality": "Abnormal",
"severity": "High",
"threat_to_humans": "None",
"type": [
"Animal cruelty",
"Assault"
]
},
"location": {
"is_location_explicit": "No",
"place_text": "Unknown",
"place_type": "Residential street"
},
"objects": {
"logo_present": "RSPCA logo",
"text_overlay_present": "Yes",
"tools_or_weapons": [],
"vehicles": [
"White van"
]
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Color",
"environment": "Residential street",
"image_quality": "Low resolution",
"indoor_outdoor": "Outdoor",
"lighting": "Daylight",
"scene_type": "CCTV",
"time_of_day": "Day",
"weather": "Clear"
}
}
|
UCF-Crime-10sec/test/Abuse/Abuse030_x264_000300_000600
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [
{
"actions": [
"Swing object at animal",
"Strike animal",
"Walk away"
],
"appearance": [
"Light-colored top",
"Dark pants"
],
"count": "1",
"role": "Perpetrator"
}
],
"description": "CCTV footage captures an intentional act of animal cruelty on a residential street during the daytime. A single perpetrator uses a broom-like object to forcefully strike a small animal before walking away from the scene. The incident is recorded by a fixed, low-resolution color camera, which displays a timestamp and an RSPCA logo.",
"description_another_category": {
"description": [
"Night vision security footage shows a person in dark clothing approaching a vehicle parked in a suburban driveway. The individual uses a sharp tool to puncture all four tires of the car before quickly fleeing the scene. The event is captured from a camera mounted on the garage.",
"Shot from an interior, fish-eye lens security camera positioned above the entrance of a closed retail store at night, a masked person shatters the glass door with a hammer. The individual then enters, grabs several items from a display near the front, and quickly exits. The alarm's flashing red light strobes throughout the recording.",
"A grainy, color security camera with a distorted fisheye lens monitors the entrance to a public building after hours. An individual approaches the locked glass doors and sprays graffiti across them from an aerosol can. The person pauses to take a picture of their work with a phone before jogging away into the darkness. The camera's low-light mode causes significant color bleed and motion blur.",
"A security camera with a fisheye lens, positioned high in the corner of a quiet library reading room after hours, records a figure methodically pulling books from shelves and tearing out pages. The individual piles the torn pages in the center of the room before leaving. The scene is silent and lit only by emergency exit signs, creating long, distorted shadows."
],
"similarity_score": [
0.661,
0.523,
0.621,
0.585
]
},
"description_opposite_category": {
"description": [
"A person is calmly sweeping leaves off their front walkway with a broom during a bright afternoon. A neighbor's cat wanders into the frame, and the person pauses their work to gently nudge the animal with the broom handle, guiding it safely onto the lawn before resuming their chores.",
"A static overhead camera documents the routine activity within a public library. Patrons are seen quietly browsing bookshelves, reading at tables, and using computer terminals. A librarian walks through the aisles, occasionally stopping to re-shelf books. The scene is calm and orderly under the bright, even lighting of the building's interior.",
"From a high-angle camera overlooking a gas station, a car is shown pulling up to a pump. A person gets out, inserts the fuel nozzle into their car, and waits while it refuels. The entire interaction is mundane, captured in clear color under the bright fluorescent canopy lighting. After completing the transaction, the person gets back into their vehicle and drives off.",
"A time-lapse video from a fixed construction site camera shows workers arriving in the early morning. Over the course of the day, they operate machinery, assemble scaffolding, and pour concrete as a new building floor takes shape. The scene depicts a standard day of orderly and productive labor."
],
"similarity_score": [
0.716,
0.572,
0.553,
0.633
]
},
"description_same_category": {
"description": [
"From a grainy, high-angle camera monitoring a commercial dumpster area, a person is seen cornering a stray dog. The individual then violently kicks the animal multiple times before disappearing down the alleyway. The footage is timestamped and shows the scene in monochrome.",
"On a rural property, security footage with a sepia-toned filter captures a figure approaching a fenced enclosure containing sheep. The individual picks up a large wooden plank and hurls it forcefully into the flock, causing the animals to scatter in panic. The camera is positioned on a distant pole, and its view is partially obscured by overgrown foliage.",
"Under the stark, monochrome illumination of a night-vision camera positioned on a building's exterior, a figure is recorded luring a flock of pigeons into an empty plaza. After scattering what appears to be food on the ground, the person waits for the birds to gather before lunging forward and stomping aggressively into the group, causing them to scatter in a panic. The individual then calmly walks away.",
"From the low-angle, rain-streaked lens of a dashcam inside a parked car, a person is seen at the edge of a pond in a public park at dusk. The individual throws rocks at a group of ducks, striking one and causing the flock to scatter frantically. The footage is dark and obscured by water droplets on the windshield."
],
"similarity_score": [
0.735,
0.572,
0.634,
0.537
]
},
"event": {
"intentionality": "Intentional",
"normality": "Abnormal",
"severity": "High",
"threat_to_humans": "None",
"type": [
"Animal cruelty",
"Assault"
]
},
"location": {
"is_location_explicit": "No",
"place_text": "Unknown",
"place_type": "Residential street"
},
"objects": {
"logo_present": "News channel logo",
"text_overlay_present": "Yes",
"tools_or_weapons": [
"Broom-like object"
],
"vehicles": [
"White van"
]
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Color",
"environment": "Residential street",
"image_quality": "Low resolution",
"indoor_outdoor": "Outdoor",
"lighting": "Daylight",
"scene_type": "CCTV",
"time_of_day": "Day",
"weather": "Clear"
}
}
|
UCF-Crime-10sec/test/Abuse/Abuse030_x264_000600_000900
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [
{
"actions": [
"Walks on sidewalk",
"Picks up a cat",
"Walks to a fence",
"Throws cat over fence",
"Walks away"
],
"appearance": [
"Dark coat",
"Hat"
],
"count": "1",
"role": "Perpetrator"
}
],
"description": "CCTV footage captures an intentional act of animal cruelty on a residential street during the day. A single perpetrator wearing a dark coat and hat is seen picking up a cat, approaching a fence, and throwing the animal over it before walking away. The scene takes place outdoors in clear weather, with a white van parked across the street, and the video includes a timestamp and an RSPCA logo.",
"description_another_category": {
"description": [
"A wide-angle security camera captures a hooded figure approaching a locked gate to a storage facility after midnight. The person shoves several large, unidentified bags through a gap in the fence, then sprints away into the darkness, suggesting an act of illegal dumping.",
"Monochrome footage from a camera in a dimly lit subway station shows two people in hoodies pulling out spray cans. They proceed to cover a large advertisement poster with graffiti before a train's arrival sends them scrambling out of the frame."
],
"similarity_score": [
0.637,
0.496
]
},
"description_opposite_category": {
"description": [
"A homeowner's security camera shows a person coaxing a small kitten that is stuck on top of a high wooden fence. After a moment, the person carefully lifts the animal down and carries it safely back towards the house during a calm, sunny afternoon.",
"Through the window of a veterinary clinic waiting room, a camera records a routine scene. A technician brings a small puppy out to its owner, who greets it with affection. The pair then exit the clinic, and the waiting room remains quiet.",
"A wide-angle camera overlooking a sunny dog park shows a typical afternoon. Several owners are scattered around the grassy, fenced-in area, watching as their pets play. One person throws a tennis ball, and a golden retriever joyfully chases after it, while a couple of other dogs playfully tussle nearby.",
"A static camera positioned inside a stable provides a view of a daily routine. A stablehand is methodically grooming a large horse standing calmly in its stall. The person moves around the animal, using different brushes in a practiced, unhurried manner under the stable's fluorescent lighting. The entire interaction is peaceful and represents standard animal care."
],
"similarity_score": [
0.703,
0.644,
0.604,
0.626
]
},
"description_same_category": {
"description": [
"In grainy footage from a back alley camera, an individual opens the trunk of a car, removes a small animal carrier, and leaves it beside a dumpster before hastily driving off. The abandoned carrier is left sitting on the wet pavement as the car's headlights disappear.",
"A high-angle security camera in a public park captures a disturbing incident. As a person strolls past a bench, they suddenly turn and violently kick a small dog that is sniffing at the grass nearby. The dog yelps and scurries away as the aggressor continues walking without looking back.",
"Captured by a night-vision camera mounted on a utility pole, a vehicle stops in a deserted industrial zone. An individual gets out, leads a dog to a nearby fence, secures its leash to the post, and quickly gets back in the car. The vehicle's taillights fade into the distance, leaving the lone animal tethered and abandoned in the darkness.",
"From the perspective of a vehicle's dash-mounted camera on a secluded country lane, the car in front suddenly brakes and pulls onto the shoulder. The passenger door opens, and a medium-sized dog is pushed out onto the gravel verge. Before the animal can react, the car accelerates away, disappearing around a bend and leaving the dog stranded and alone in the fading light."
],
"similarity_score": [
0.719,
0.737,
0.71,
0.666
]
},
"event": {
"intentionality": "Intentional",
"normality": "Abnormal",
"severity": "Moderate",
"threat_to_humans": "None",
"type": [
"Animal cruelty",
"Animal abandonment"
]
},
"location": {
"is_location_explicit": "No",
"place_text": "Unknown",
"place_type": "Residential street"
},
"objects": {
"logo_present": "RSPCA logo",
"text_overlay_present": "Yes",
"tools_or_weapons": [],
"vehicles": [
"White van"
]
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Color",
"environment": "Residential street",
"image_quality": "Low resolution",
"indoor_outdoor": "Outdoor",
"lighting": "Daylight",
"scene_type": "CCTV",
"time_of_day": "Day",
"weather": "Clear"
}
}
|
UCF-Crime-10sec/test/Abuse/Abuse030_x264_000900_001200
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [
{
"actions": [
"Carries an object",
"Places object on sidewalk",
"Releases animal",
"Walks away"
],
"appearance": [
"Dark top",
"Light-colored pants"
],
"count": "1",
"role": "Perpetrator"
},
{
"actions": [
"Is released from an object",
"Is left on the sidewalk"
],
"appearance": [
"Small dark animal",
"Possible cat"
],
"count": "1",
"role": "Victim"
}
],
"description": "During the day, CCTV footage captures an intentional act of animal abandonment on a residential street. A single perpetrator is seen releasing a small, dark animal, possibly a cat, from a carrier or box onto the sidewalk and then walking away. The low-resolution color video, which features an RSPCA logo and a timestamp, shows the event happening outdoors with a white van parked across the street.",
"description_another_category": {
"description": [
"A grainy security camera pointed at a parked van records a hooded individual approaching it. The person crouches down, places an unidentified package near the front tire, and then hastily retreats from view. A few moments later, a flicker of light and smoke emanates from under the vehicle.",
"A high-angle security camera monitoring a commercial back alley at night records two individuals in dark attire using a crowbar to pry open a service entrance. Once the door is breached, they quickly enter the building and move out of the camera's frame, leaving the alley deserted.",
"A static, high-angle camera observes a quiet public library aisle during daytime hours. An adult browsing the shelves suddenly clutches their chest, stumbles backward, and collapses onto the floor, scattering several books. Another patron rushes over from a nearby aisle to provide assistance, while a third runs out of frame, presumably to get help. The scene is silent, captured on a clear, well-lit surveillance system.",
"Infrared footage from a camera inside a quiet, dark office shows an unidentified figure using a keycard to enter a server room after midnight. The person moves directly to a rack of computer equipment and deliberately pours liquid from a water bottle over several electronic components. A few sparks are visible before the individual quickly exits the room. The video is monochrome and has a slight digital noise pattern."
],
"similarity_score": [
0.699,
0.6,
0.571,
0.587
]
},
"description_opposite_category": {
"description": [
"A homeowner is seen on their driveway during the daytime. They carry a pet carrier from their house to a parked car, carefully place it on the back seat, and then get into the driver's seat to leave. The footage has a date and time stamp in the corner.",
"Viewed from an overhead camera, a sanitation worker in a high-visibility vest performs a routine task in an apartment complex courtyard during the morning. They roll a large waste receptacle to the curb, where a garbage truck's mechanical arm lifts and empties it, after which the worker returns the container to its designated spot.",
"A fisheye lens security camera overlooks the entrance to an underground parking garage. The footage, compressed and with a digital timer in the corner, shows a steady but unremarkable flow of vehicles entering and exiting. One car pauses at the gate, the driver's arm extends to tap a card on the reader, and the barrier arm lifts, allowing the car to proceed down the ramp. The scene is illuminated by fluorescent lights.",
"A static, high-angle camera captures a wide view of an automated bottling plant assembly line. The footage, shot under bright, consistent fluorescent lighting, shows a continuous procession of empty glass bottles moving along a conveyor belt. Robotic arms methodically fill, cap, and label each bottle in a seamless, repetitive loop. No people are visible in the frame, and the only movement is from the machinery itself."
],
"similarity_score": [
0.674,
0.639,
0.589,
0.538
]
},
"description_same_category": {
"description": [
"A vehicle pulls into a deserted loading bay after dark. An individual exits the car, opens the back door, and shoves a medium-sized dog onto the pavement. The person quickly gets back in the vehicle and drives off, leaving the animal confused under a dim security light.",
"From a camera mounted on a rural utility pole, grainy footage captures a slow-moving pickup truck on a dirt road at dawn. A passenger tosses a sealed cardboard box into the overgrown weeds by the roadside before the vehicle accelerates away. The box is seen to move slightly, suggesting something is alive within it.",
"Shot from a low, wide-angle camera, possibly a doorbell cam, nighttime footage reveals a wooded park trail. A person wearing a heavy coat and hood walks into the frame, carrying a burlap sack. After looking around cautiously, the individual opens the sack and dumps out several small kittens into a patch of bushes. The person then drops the sack and walks briskly back the way they came, disappearing into the darkness. The infrared video is black and white, and the kittens are barely visible huddling together.",
"A ceiling-mounted security camera with a distorted, fisheye lens monitors a crowded bus terminal lobby. Amid the constant flow of travelers, a person places a small, covered birdcage on the floor next to a row of seats. They pause for a moment before walking away and disappearing into the crowd moving towards the exit. The black-and-white video shows the cage remaining untouched as people walk past, unaware of its contents."
],
"similarity_score": [
0.601,
0.563,
0.599,
0.554
]
},
"event": {
"intentionality": "Intentional",
"normality": "Abnormal",
"severity": "Moderate",
"threat_to_humans": "None",
"type": [
"Animal abandonment",
"Animal cruelty"
]
},
"location": {
"is_location_explicit": "No",
"place_text": "Unknown",
"place_type": "Residential street"
},
"objects": {
"logo_present": "RSPCA logo",
"text_overlay_present": "Yes",
"tools_or_weapons": [
"Pet carrier or box"
],
"vehicles": [
"White van"
]
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Color",
"environment": "Residential street",
"image_quality": "Low resolution",
"indoor_outdoor": "Outdoor",
"lighting": "Daylight",
"scene_type": "CCTV",
"time_of_day": "Day",
"weather": "Unknown"
}
}
|
UCF-Crime-10sec/test/Abuse/Abuse030_x264_001200_001500
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [
{
"actions": [
"Walking on a sidewalk",
"Stopping to pet a cat",
"Picking up the cat",
"Placing the cat inside a recycling bin",
"Closing the lid of the bin",
"Walking away"
],
"appearance": [
"Woman",
"Grey hair",
"White top",
"Dark pants"
],
"count": "1",
"role": "Perpetrator"
}
],
"description": "Fixed CCTV footage captures an abnormal event on a residential street during the day. A woman, identified as the perpetrator, is seen walking on a sidewalk, stopping to pet a cat, and then intentionally placing the animal inside a recycling bin before walking away. This act of animal cruelty is considered of moderate severity, with a text overlay indicating the time and an RSPCA logo present on the screen.",
"description_another_category": {
"description": [
"Night vision footage from a suburban home's security camera shows an individual meticulously placing dozens of small, reflective ornaments all over a parked SUV in a driveway. After completing the arrangement, the person steps back to take a picture before departing the scene.",
"Overhead surveillance footage from a quiet public library shows an unusual event during midday hours. A person enters, walks to the center of an open reading area, and begins to silently and methodically build a tall, precarious tower out of books taken from nearby shelves. After several minutes, the individual simply walks away, leaving the strange structure for others to find.",
"A low-light camera positioned over a city square captures an unusual act after midnight. An individual, carrying a large canister, approaches the central decorative fountain. They proceed to empty the canister's contents into the water, which rapidly turns a vibrant, unnatural green. The person lingers for a moment to observe the effect before disappearing down a side alley.",
"Filmed from a high-angle camera in a deserted corporate plaza after dark, a lone individual systematically rearranges all the movable patio furniture into a single, massive, and structurally unsound pyramid. After placing the final chair on top, the person takes a moment to admire their work and then jogs away into the night."
],
"similarity_score": [
0.634,
0.657,
0.597,
0.569
]
},
"description_opposite_category": {
"description": [
"A wide-angle camera mounted on a garage shows a resident rolling a full recycling container from the side of their house to the curb on a bright morning. A garbage truck can be seen approaching in the background, proceeding with its normal weekly route through the neighborhood.",
"An overhead camera in a brightly lit subway station records the routine flow of commuters during the morning rush hour. People are seen swiping transit cards at the turnstiles, waiting on the platform in orderly lines, and boarding a train when it arrives at the station.",
"Static camera footage from inside a closed retail store at night shows a member of the cleaning crew operating a floor polishing machine. The worker moves methodically up and down the aisles, their progress reflected in the gleaming tile surface. The scene is quiet and represents a standard, scheduled after-hours maintenance task.",
"A wide-shot camera observes a public park on a sunny afternoon. A group of people are gathered on a lawn, sharing food from picnic baskets. Children are seen throwing a frisbee nearby while others relax on blankets. The entire scene depicts a common and uneventful recreational activity."
],
"similarity_score": [
0.627,
0.607,
0.584,
0.639
]
},
"description_same_category": {
"description": [
"A grainy, fixed camera captures a figure in a hooded sweatshirt luring a stray dog into an industrial lot at dusk. Once the animal is close, the person delivers a swift kick before jogging away, leaving the dog cowering behind a stack of pallets.",
"From a high-angle infrared camera on a rural outbuilding, a lone figure is observed trespassing near a chicken coop in the dead of night. The individual is seen methodically scattering a powdered substance from a bag around the enclosure's perimeter before hastily retreating into the darkness, leaving the disturbed birds fluttering inside.",
"Security footage from a deserted public pier at dawn shows an individual suspiciously pacing near a flock of resting seabirds. The person proceeds to hurl rocks into the water, intentionally close to the birds, causing a panicked frenzy. The figure watches the chaos for a moment before casually strolling off-camera, leaving the disturbed animals scattering across the sky.",
"A low-quality, over-exposed security camera mounted on an apartment building captures an individual leading a cat on a leash into a back alley late at night. The person then unties the leash, drops it on the ground, and quickly walks away, glancing back once before disappearing from view. The abandoned cat is left to wander alone in the poorly lit space."
],
"similarity_score": [
0.592,
0.642,
0.66,
0.758
]
},
"event": {
"intentionality": "Intentional",
"normality": "Abnormal",
"severity": "Moderate",
"threat_to_humans": "None",
"type": [
"Animal cruelty",
"Suspicious behavior"
]
},
"location": {
"is_location_explicit": "No",
"place_text": "Unknown",
"place_type": "Residential street"
},
"objects": {
"logo_present": "RSPCA logo",
"text_overlay_present": "Yes",
"tools_or_weapons": [
"Recycling bin"
],
"vehicles": [
"White van"
]
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Color",
"environment": "Residential street",
"image_quality": "Low resolution",
"indoor_outdoor": "Outdoor",
"lighting": "Daylight",
"scene_type": "CCTV",
"time_of_day": "Day",
"weather": "Clear"
}
}
|
UCF-Crime-10sec/test/Abuse/Abuse030_x264_001500_001544
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [
{
"actions": [
"Enter building",
"Carry a long gun"
],
"appearance": [
"White shirt",
"Dark clothing"
],
"count": "Multiple",
"role": "Perpetrator"
}
],
"description": "CCTV footage captures an armed entry into what appears to be an office lobby during the day. Multiple perpetrators are seen entering the building, with one individual in a white shirt carrying a long gun. This intentional and abnormal event is of high severity and poses a direct threat to any individuals inside.",
"description_another_category": {
"description": [
"A high-angle camera in a building's atrium shows two men in plainclothes bypassing a security desk. One individual suddenly pulls a long firearm from a bag and gestures menacingly, causing a person in the background to flee, initiating a tense standoff scenario rather than a robbery.",
"A security camera overlooking an industrial loading dock captures a heated argument between two warehouse workers. The dispute suddenly escalates when one individual shoves the other, who then retaliates by grabbing a heavy metal pipe from a nearby rack and swinging it, resulting in a violent physical altercation.",
"A fixed camera in a sterile server room records a sudden electrical failure. A tall rack of computer equipment begins to emit a shower of bright sparks from a lower unit, which is quickly followed by plumes of dense, black smoke that start to obscure the lens and trigger flashing emergency strobe lights.",
"An overhead, black-and-white security camera captures a wide view of an empty subway platform late at night. Suddenly, a lone person waiting near the tracks stumbles forward and falls onto the rails, lying motionless in a clear medical emergency, creating a critical situation."
],
"similarity_score": [
0.744,
0.697,
0.636,
0.617
]
},
"description_opposite_category": {
"description": [
"A delivery driver in a white shirt enters an office reception area, carefully carrying a long, wrapped item that resembles a piece of equipment or a large tripod. A second person follows, holding the door as they proceed towards the elevator bank in a routine drop-off.",
"From a wide-angle camera mounted on a school building's exterior, a maintenance worker is seen methodically pushing a floor-cleaning machine across a courtyard. A student carrying a long, cylindrical art portfolio tube walks past in the background, heading towards a classroom entrance during a quiet afternoon.",
"A static overhead camera captures the routine activity inside a public library. People are quietly browsing bookshelves, sitting at tables reading, and using computer terminals. A librarian is visible at the circulation desk, checking out books for a patron in a completely normal and peaceful environment.",
"Filmed from a distant camera on a building facade, a small group of commuters is seen waiting at a bus stop on a brightly lit city street. They are standing apart, some looking at their phones and others watching traffic, in a typical, uneventful morning scene."
],
"similarity_score": [
0.659,
0.684,
0.675,
0.663
]
},
"description_same_category": {
"description": [
"Two masked individuals force their way into a small jewelry store during business hours. A security camera positioned above the entryway captures one person holding what looks like a rifle, while the second moves quickly towards the display counters in an apparent daylight heist.",
"Viewed from a grainy, high-angle camera in a deserted parking garage late at night, a lone figure in a dark hoodie uses a crowbar to force open the door of a parked sedan. After a moment, the individual smashes the driver's side window and leans inside, triggering the car's alarm, which flashes silently in the video.",
"Through the monochromatic, wide-angle lens of a doorbell camera, a figure clad in dark tactical gear is seen crouched by the front door of a suburban house late at night. The person is methodically working on the lock with a tool while holding a handgun, creating a tense scene of an attempted armed home invasion.",
"From the distorted perspective of a corner-mounted fisheye camera, a person in a high-visibility vest is seen loitering near a secure doorway in a concrete utility tunnel. After a moment of looking around, the individual pulls a small firearm from a tool bag and attempts to pry the door open, indicating a planned intrusion."
],
"similarity_score": [
0.728,
0.515,
0.57,
0.591
]
},
"event": {
"intentionality": "Intentional",
"normality": "Abnormal",
"severity": "High",
"threat_to_humans": "Direct",
"type": [
"Armed entry",
"Suspicious behavior",
"Possible robbery"
]
},
"location": {
"is_location_explicit": "No",
"place_text": "Unknown",
"place_type": "Office"
},
"objects": {
"logo_present": "None",
"text_overlay_present": "No",
"tools_or_weapons": [
"Long gun"
],
"vehicles": []
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Color",
"environment": "Office lobby",
"image_quality": "Low resolution",
"indoor_outdoor": "Indoor",
"lighting": "Daylight",
"scene_type": "CCTV",
"time_of_day": "Day",
"weather": "Unknown"
}
}
|
UCF-Crime-10sec/test/Arrest/Arrest001_x264_000000_000300
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [
{
"actions": [
"Enters office",
"Approaches counter",
"Assaults person",
"Flees"
],
"appearance": [
"Dark hoodie",
"Light-colored pants",
"Hat"
],
"count": "1",
"role": "Perpetrator"
},
{
"actions": [
"Enters with another person",
"Waits near entrance",
"Flees"
],
"appearance": [
"Dark clothing"
],
"count": "1",
"role": "Perpetrator"
},
{
"actions": [
"Sitting at desk",
"Is assaulted"
],
"appearance": [],
"count": "1",
"role": "Victim"
}
],
"description": "CCTV footage captures an intentional assault inside a public service office during the day. Two perpetrators enter the building; one, wearing a dark hoodie and light-colored pants, approaches a counter and assaults a victim sitting at a desk. Following the direct attack, both perpetrators flee the scene, which was recorded by a fixed, low-resolution camera.",
"description_another_category": {
"description": [
"A wide-angle camera captures two individuals entering a government building lobby. One confronts an employee at a desk, engaging in a heated argument, while the other proceeds to vandalize a wall with a can of spray paint. Both subjects then leave the premises together.",
"A camera monitoring a chemical laboratory records an employee accidentally knocking over a container, causing a volatile chemical spill. The individual quickly backs away as fumes begin to rise, and an automated alarm system with flashing lights is triggered before the clip ends.",
"Footage from a camera inside a server room shows racks of equipment with blinking lights. Suddenly, sparks erupt from one of the server towers, followed by a plume of black smoke. An automated fire suppression system activates, filling the room with a white, gaseous substance that rapidly obscures the entire view.",
"From a high-angle camera overlooking an industrial warehouse, a large section of ceiling paneling suddenly detaches and crashes onto the floor below. Dust and debris fill the air, and a worker who was operating a forklift nearby is seen scrambling away from the collapse zone. The footage is monochrome and has a timestamp in the corner."
],
"similarity_score": [
0.779,
0.709,
0.618,
0.541
]
},
"description_opposite_category": {
"description": [
"A security camera positioned above a service counter shows a person in a jacket approaching the desk. They have a brief, calm exchange with the clerk, receive a document, and then turn and walk out of the building in an orderly fashion.",
"An overhead security camera in a library shows several patrons quietly browsing bookshelves and reading at tables. A librarian walks through the aisles, calmly reshelving books. The scene is peaceful, with the only movement being the slow, ordinary activities of the library's occupants during a quiet afternoon.",
"A high-angle, black-and-white camera overlooks a warehouse floor. A forklift operator is seen methodically moving pallets from a truck bay to a designated storage area. The movements are slow, deliberate, and repetitive, showing a routine part of a daily work shift with no other people present."
],
"similarity_score": [
0.675,
0.653,
0.479
]
},
"description_same_category": {
"description": [
"In a grainy convenience store video, a person in a cap distracts the cashier while a second individual in a hoodie slips behind the counter. The hooded figure violently shoves the employee to the ground, and both suspects immediately bolt out the front door into the afternoon light.",
"From a high-angle camera in a dimly lit subway station, one individual is seen forcefully snatching a purse from another person waiting on the platform. The assailant immediately sprints towards an exit, disappearing from view, while the victim is left in shock. The grainy footage is partially obscured by the station's support columns.",
"Through the fisheye lens of a security camera in a nearly empty, multi-story car park at night, one person walking to their vehicle is ambushed by another who was hiding between two cars. The attacker violently grabs a bag from the victim, knocking them down before sprinting towards an unlit stairwell and disappearing from the camera's distorted view.",
"A nighttime street food market is captured by a shaky, overexposed mobile phone camera. Amidst the crowd, one individual wearing a bright jacket suddenly shoves another person into a food stall, causing a commotion. The aggressor quickly melts back into the chaotic crowd before anyone can react. The video is blurry and filled with ambient noise."
],
"similarity_score": [
0.69,
0.62,
0.592,
0.51
]
},
"event": {
"intentionality": "Intentional",
"normality": "Abnormal",
"severity": "High",
"threat_to_humans": "Direct",
"type": [
"Assault",
"Possible robbery"
]
},
"location": {
"is_location_explicit": "No",
"place_text": "Unknown",
"place_type": "Public service office"
},
"objects": {
"logo_present": "None",
"text_overlay_present": "No",
"tools_or_weapons": [],
"vehicles": []
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Color",
"environment": "Public service office",
"image_quality": "Low resolution",
"indoor_outdoor": "Indoor",
"lighting": "Daylight",
"scene_type": "CCTV",
"time_of_day": "Day",
"weather": "Unknown"
}
}
|
UCF-Crime-10sec/test/Arrest/Arrest001_x264_000300_000600
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [
{
"actions": [
"Enters building",
"Falls to the ground"
],
"appearance": [
"Light-colored shirt"
],
"count": "1",
"role": "Possible perpetrator"
},
{
"actions": [
"Walking through office",
"Standing near entrance"
],
"appearance": [
"Dark jacket",
"Light-colored pants"
],
"count": "Multiple",
"role": "Bystander"
}
],
"description": "Low-resolution CCTV footage captures an abnormal event inside a possible office or bank during the day. Near the sunlit entrance, an individual, who may be a perpetrator, suddenly falls to the ground in the presence of other bystanders. At the same time, another person is seen walking through the main office area, seemingly away from the commotion.",
"description_another_category": {
"description": [
"Inside a brightly lit commercial building lobby, an individual wearing a pale top suddenly drops to their knees and clutches their chest, appearing to have a severe medical episode. Several nearby patrons freeze in place, watching as the person collapses completely onto the tiled floor in a non-responsive state.",
"A wide-angle shot from a camera mounted on a storefront captures a pedestrian suddenly breaking from the flow of foot traffic. The individual approaches a large display window and violently smashes the glass with an unseen object before quickly merging back into the crowd and disappearing from view. The entire event is over in seconds, leaving shattered glass and confused onlookers behind.",
"A static, black-and-white security camera monitors a deserted subway platform late at night. Suddenly, a figure in a hooded sweatshirt appears, pulls out a can of spray paint, and quickly tags a large advertisement on the wall with graffiti. After completing the act in under ten seconds, the individual darts out of the camera's view, leaving the freshly painted wall as the only evidence of the disturbance.",
"Monochrome security footage from behind a service counter captures a tense confrontation in a public building. An agitated person at the front of a queue begins shouting and gesticulating wildly at an employee, who takes a step back in alarm. Other patrons in the line turn to stare, with some visibly moving away from the disturbance, disrupting the otherwise quiet atmosphere."
],
"similarity_score": [
0.69,
0.762,
0.661,
0.78
]
},
"description_opposite_category": {
"description": [
"A fixed camera monitors the daily foot traffic in a corporate building lobby. People in business casual attire enter and exit through the glass doors, while an employee walks across the open-plan office space in the background. The scene is routine, with everyone proceeding with their day's activities under the fluorescent lights.",
"An overhead security camera provides a static view of a nearly empty parking garage level. Throughout the clip, a single car is parked in a distant corner. A custodian methodically pushes a large broom across the concrete floor, cleaning the area without any interruption. The scene is quiet and uneventful, showing only routine maintenance operations.",
"A camera provides a clear, high-angle view of a manufacturing plant's conveyor belt system. Throughout the clip, finished plastic bottles move steadily along the line. A worker in uniform periodically picks a bottle off the belt for a quality check before placing it back. The environment is filled with the low hum of machinery, and the actions are repetitive and entirely predictable, showing a normal operational shift.",
"A corner-mounted fisheye camera records the mundane activity within a residential mailroom. A resident enters the frame, unlocks their personal mailbox, and pulls out a small stack of envelopes. They briefly sort through the mail before exiting the area. The scene is quiet and reflects a typical daily routine, with no unusual events taking place."
],
"similarity_score": [
0.837,
0.722,
0.633,
0.69
]
},
"description_same_category": {
"description": [
"A grainy security camera in a clinic waiting room shows a person in a light-colored shirt suddenly trip and collapse near the reception desk. Another individual in a dark jacket moves towards them, possibly to assist, while others look on, creating a moment of chaos. The fall itself seems abrupt and potentially part of a staged distraction.",
"From a high-angle camera overlooking a dimly lit warehouse aisle, a figure in a hoodie stumbles over a misplaced pallet jack and tumbles awkwardly to the concrete floor. Another person working nearby is momentarily startled by the clatter but then continues their task, paying no mind to the fallen individual who remains on the ground. The scene suggests a potential staged incident or a deliberate attempt to feign injury for ulterior motives."
],
"similarity_score": [
0.82,
0.473
]
},
"event": {
"intentionality": "Unknown",
"normality": "Abnormal",
"severity": "Moderate",
"threat_to_humans": "Potential",
"type": [
"Possible robbery",
"Fall"
]
},
"location": {
"is_location_explicit": "No",
"place_text": "Unknown",
"place_type": "Office or bank"
},
"objects": {
"logo_present": "None",
"text_overlay_present": "No",
"tools_or_weapons": [],
"vehicles": []
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Color",
"environment": "Office or bank",
"image_quality": "Low resolution",
"indoor_outdoor": "Indoor",
"lighting": "Daylight",
"scene_type": "CCTV",
"time_of_day": "Day",
"weather": "Unknown"
}
}
|
UCF-Crime-10sec/test/Arrest/Arrest001_x264_000600_000900
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [
{
"actions": [
"Enters the area",
"Walks towards a man",
"Throws liquid at the man",
"Exits the area"
],
"appearance": [
"Light-colored shirt",
"Dark pants"
],
"count": "1",
"role": "Perpetrator"
},
{
"actions": [
"Stands near a counter",
"Is struck by liquid"
],
"appearance": [
"Dark shirt",
"Light-colored pants"
],
"count": "1",
"role": "Victim"
},
{
"actions": [
"Standing in the background"
],
"appearance": [],
"count": "Multiple",
"role": "Bystander"
}
],
"description": "Fixed CCTV footage captures an intentional assault inside an office building during the day. A female perpetrator enters the scene and throws a liquid, likely from a cup, at a male victim standing by a counter. This abnormal, low-severity event concludes with the perpetrator immediately leaving the area.",
"description_another_category": {
"description": [
"Monochrome footage from a rear entrance camera shows a figure using a crowbar to force open a metal supply cabinet. After several attempts, the individual successfully pries the door open, removes an item from within, and hastily leaves the area.",
"From a high-angle camera in a public library, a person walking between bookshelves is seen suddenly clutching their chest and collapsing to the floor. Almost immediately, several other patrons notice the medical emergency and rush over to assist the fallen individual.",
"A security camera mounted in a commercial kitchen captures a developing hazard. Water is seen steadily dripping from a ceiling pipe onto the tiled floor below, forming a growing puddle. An employee walks into the frame, nearly slips on the wet floor, and then places a yellow warning cone over the hazardous area before exiting to report the leak.",
"Overhead security footage from a warehouse aisle shows a forklift operator misjudging the placement of a pallet on a high shelf. The pallet tilts and spills its contents, boxes of small parts, all over the floor below. The operator stops the vehicle and gets out to survey the spill."
],
"similarity_score": [
0.67,
0.664,
0.702,
0.64
]
},
"description_opposite_category": {
"description": [
"A wide shot of an office common area shows employees moving about during a normal workday. One person walks to a coffee machine, prepares a drink in a cup, and carries it back to their desk without incident while others work in the background.",
"A static, wide-angle shot shows a loading dock at a distribution center. A worker operating a forklift methodically loads boxes onto a truck. The movements are repetitive and efficient, depicting a standard workday with no unusual interruptions.",
"Filmed from a stationary camera overlooking an airport security checkpoint, the footage shows travelers in an orderly queue. Each person places their luggage into trays on a conveyor belt and walks through a scanner one by one. The scene depicts the routine, uneventful flow of standard airport screening procedures.",
"A security camera with a timestamp overlay provides a static, wide view of a public library's main reading room. Several patrons are seated at different tables, quietly reading books or working on laptops. A librarian periodically walks through the aisles, reshelving books from a cart in a calm and routine manner."
],
"similarity_score": [
0.723,
0.601,
0.692,
0.659
]
},
"description_same_category": {
"description": [
"In a crowded train station lobby, two individuals are seen in a heated verbal exchange. One person abruptly shoves the other, who stumbles backwards into a third person, before the aggressor quickly disappears into the crowd.",
"A grainy security camera mounted on a city bus captures a nighttime scene. One passenger, standing in the aisle, gets into a verbal argument with a seated individual. The confrontation escalates when the standing person spits at the other before moving away towards the exit.",
"From a fisheye lens on a nightclub's ceiling, the footage shows a crowded dance floor. Amid the flashing lights, one person is seen grabbing another's arm during a tense exchange. The second individual forcefully pulls their arm away and pushes the first person back before being pulled away by others, de-escalating the brief physical conflict.",
"A low-light camera positioned at the exit of a multi-level parking structure captures a brief physical confrontation. As two men argue near a payment kiosk, one shoves the other against a concrete pillar. The aggressor then quickly gets into a nearby car and drives away from the scene."
],
"similarity_score": [
0.676,
0.695,
0.6,
0.692
]
},
"event": {
"intentionality": "Intentional",
"normality": "Abnormal",
"severity": "Low",
"threat_to_humans": "Direct",
"type": [
"Assault",
"Altercation"
]
},
"location": {
"is_location_explicit": "No",
"place_text": "Unknown",
"place_type": "Office"
},
"objects": {
"logo_present": "None",
"text_overlay_present": "No",
"tools_or_weapons": [
"Cup of liquid"
],
"vehicles": []
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Color",
"environment": "Office environment",
"image_quality": "Low resolution",
"indoor_outdoor": "Indoor",
"lighting": "Daylight",
"scene_type": "CCTV",
"time_of_day": "Day",
"weather": "Unknown"
}
}
|
UCF-Crime-10sec/test/Arrest/Arrest001_x264_000900_001200
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [
{
"actions": [
"Enter room",
"Surround victim",
"Punching",
"Dragging"
],
"appearance": [
"Dark clothing",
"Hoodie"
],
"count": "Multiple",
"role": "Perpetrator"
},
{
"actions": [
"Being punched",
"Being dragged"
],
"appearance": [
"White shirt",
"Light-colored pants"
],
"count": "1",
"role": "Victim"
},
{
"actions": [
"Watching from background"
],
"appearance": [],
"count": "Multiple",
"role": "Bystander"
}
],
"description": "CCTV footage captures a high-severity, intentional assault taking place indoors during the day in what appears to be an office or school. Multiple perpetrators are seen entering the room, surrounding a single victim, and proceeding to punch and drag them. The abnormal event, which presents a direct threat to the victim, is filmed from a fixed, low-resolution color camera while bystanders watch from the background.",
"description_another_category": {
"description": [
"Night-vision footage from an empty corporate lobby shows several figures in hooded sweatshirts breaking in. They move quickly through the space, using spray cans to deface the walls and a reception desk with graffiti before abruptly fleeing the premises through an emergency exit.",
"Filmed from a high-angle, static camera overlooking a public square, a lone figure is seen approaching a large metal statue after midnight. The person uses climbing equipment to scale the artwork, places a small object on top, and then safely rappels back down. They gather their gear and quickly walk away, leaving the statue unaltered.",
"Grainy night-vision footage captures a large animal, possibly a deer, wandering into a deserted suburban backyard. The creature calmly grazes on garden plants for several minutes before being startled by an automatic sprinkler system activating. It panics, leaps over a low fence, and disappears into the darkness, leaving the yard empty once more.",
"A thermal imaging camera captures a remote, unmanned electrical substation at night. The scene is static until a transformer suddenly flashes brightly, overwhelming the camera's sensor for a moment. After the flash subsides, the footage shows intense heat signatures and smoke rising from the damaged equipment, with no people present in the vicinity. The rest of the substation remains inert."
],
"similarity_score": [
0.651,
0.543,
0.589,
0.591
]
},
"description_opposite_category": {
"description": [
"A security camera mounted in an open-plan office records a typical workday. Staff members are seen moving between cubicles, collaborating in small groups, and working at their computers under fluorescent lights. Throughout the day, individuals come and go without incident.",
"A time-lapse from a camera overlooking a loading dock shows a routine day of activity. In the morning, trucks arrive and back into the bays, where workers use forklifts to unload pallets of goods. The process repeats throughout the day under changing sunlight, with vehicles and personnel moving in an orderly and predictable fashion until the dock is empty in the evening.",
"A static camera provides a bird's-eye view of a hotel swimming pool area on a sunny day. Guests are seen lounging on chairs, reading books, and intermittently taking dips in the water to cool off. A child splashes playfully in the shallow end under a parent's supervision, while a staff member occasionally walks by to collect towels. The entire scene is relaxed and uneventful.",
"A fixed camera inside a large, automated greenhouse shows rows of crops under artificial lighting. In a sped-up time-lapse view, a robotic gantry is seen moving methodically on an overhead track, extending an arm to water the plants in a systematic pattern. The grow lights cycle on and off in a regular rhythm, illustrating a completely automated and uneventful agricultural process."
],
"similarity_score": [
0.8,
0.647,
0.608,
0.632
]
},
"description_same_category": {
"description": [
"In a brightly lit convenience store aisle, two men get into a heated argument. The confrontation quickly escalates as one man shoves the other into a shelf, leading to a physical struggle where they grapple and exchange blows, knocking products to the floor before a third person unsuccessfully attempts to separate them.",
"Monochrome footage from a security camera shows a confrontation erupting in a nearly empty, multi-level parking garage at night. A group of individuals surrounds a person near a parked car, leading to a physical altercation with shoving and frantic movements. The fight quickly moves out of the camera's direct view, and the participants disperse shortly after.",
"A wide-angle camera on a public bus captures a sudden fight breaking out between two passengers standing near the rear exit. The confrontation escalates from shouting to shoving, causing them to stumble into seated commuters. Other passengers react with alarm, with some moving away and others trying to intervene before the bus driver pulls over and the altercation spills out onto the street, moving out of the camera's view.",
"From a high-angle, monochrome camera positioned on a building, a chaotic scene unfolds in a public plaza below. A large gathering of people becomes disorganized, and scattered scuffles erupt throughout the crowd. Individuals are seen pushing and falling, but the distance and poor image quality make it impossible to discern specific actions or individuals. The melee continues for a short period before the crowd begins to disperse in multiple directions."
],
"similarity_score": [
0.65,
0.729,
0.77,
0.631
]
},
"event": {
"intentionality": "Intentional",
"normality": "Abnormal",
"severity": "High",
"threat_to_humans": "Direct",
"type": [
"Assault",
"Brawl",
"Violence"
]
},
"location": {
"is_location_explicit": "No",
"place_text": "Unknown",
"place_type": "Office"
},
"objects": {
"logo_present": "None",
"text_overlay_present": "No",
"tools_or_weapons": [],
"vehicles": []
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Color",
"environment": "Office or school setting",
"image_quality": "Low resolution",
"indoor_outdoor": "Indoor",
"lighting": "Daylight",
"scene_type": "CCTV",
"time_of_day": "Day",
"weather": "Unknown"
}
}
|
UCF-Crime-10sec/test/Arrest/Arrest001_x264_001200_001500
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [
{
"actions": [
"Approach counter",
"Pull out handgun",
"Point handgun at person",
"Flee scene"
],
"appearance": [
"Grey hooded sweatshirt",
"Dark pants"
],
"count": "1",
"role": "Perpetrator"
},
{
"actions": [
"Standing behind counter",
"Raise hands",
"Appears to comply with demands"
],
"appearance": [
"Dark jacket"
],
"count": "1",
"role": "Victim"
},
{
"actions": [
"Sitting in a chair",
"Stands up and moves away"
],
"appearance": [
"Dark clothing"
],
"count": "1",
"role": "Bystander"
}
],
"description": "Indoor CCTV footage shows an armed robbery at a commercial establishment during the day. A perpetrator in a grey hooded sweatshirt approaches a counter, brandishes a handgun, and points it directly at a person behind the counter. The victim raises their hands and appears to comply as the perpetrator flees the scene.",
"description_another_category": {
"description": [
"An agitated individual bursts into a commercial lobby, verbally accosting an employee behind a desk. The person brandishes a dark object from their jacket, pointing it menacingly, which causes a seated patron to flee and the employee to cower. The subject leaves abruptly without stealing anything.",
"From a low-angle camera partially obscured by a decorative plant, a physical altercation erupts between two patrons in a hotel lounge. One person shoves the other, leading to a brief but intense scuffle where punches are exchanged. Nearby guests quickly move away from the conflict before security personnel rush into the frame to separate the individuals.",
"A security camera positioned above the entrance to a subway station records an act of vandalism. A single person, arriving after midnight, uses a can of spray paint to cover a ticket machine and a nearby wall with graffiti. After a few minutes, the individual drops the can and flees up the escalator and out of sight.",
"A camera monitoring a parking garage captures a car reversing at high speed and striking a concrete pillar. The driver's side door opens, and the driver stumbles out, appearing disoriented. They inspect the significant damage to the rear of their vehicle before sitting on the ground and holding their head. No other people or vehicles are nearby."
],
"similarity_score": [
0.698,
0.629,
0.709,
0.651
]
},
"description_opposite_category": {
"description": [
"A security camera captures a routine transaction inside a brightly lit store during business hours. A customer in a hooded sweatshirt stands at the counter, speaking with a staff member who processes their payment. The customer then takes their purchase and walks off-screen.",
"Overnight surveillance footage from a wide-angle camera shows a deserted shopping mall food court. A cleaning crew member methodically operates a floor polishing machine, moving back and forth across the empty space under dim utility lighting. Another worker follows behind, wiping down tables and stacking chairs.",
"A time-lapse from a high-mounted traffic camera shows a city park over the course of a sunny afternoon. People are seen strolling along pathways, having picnics on the grass, and playing with their dogs. As evening approaches, the number of people dwindles, and the park's automated sprinkler system activates, watering the lawns in a methodical pattern.",
"A static camera with a wide view of a library reading room shows a tranquil scene. Several patrons are seated at separate tables, quietly reading books or working on laptops. A librarian walks slowly through the aisles, re-shelving books from a cart. The atmosphere is calm and studious, with minimal movement under the even, fluorescent lighting."
],
"similarity_score": [
0.849,
0.761,
0.629,
0.63
]
},
"description_same_category": {
"description": [
"A pair of masked individuals force their way into a back office. One assailant keeps a handgun trained on an employee at a desk, while the second accomplice quickly empties a cash drawer into a duffel bag before both exit the premises.",
"A security camera with a fisheye lens, positioned high in the corner of a darkened showroom, records a smash-and-grab theft after hours. Two figures, obscured by dark clothing and face coverings, use a sledgehammer to shatter a glass display case containing electronics. They quickly sweep the items into a large sack and disappear through a side entrance, all within a matter of seconds.",
"A grainy night-vision camera on a loading dock captures two figures using bolt cutters to breach a semi-trailer's lock. One individual climbs into the trailer and hands boxes down to an accomplice, who stacks them inside a nearby van. After loading several items, they quickly get into the van and speed away from the isolated industrial area.",
"From a high-angle camera overlooking a subway platform, a person is seen waiting near the edge of the platform. As a train approaches, another individual runs past, forcefully grabbing the waiting person's phone out of their hand. The thief continues running down the platform and disappears into the crowd boarding the train, leaving the victim looking around in confusion."
],
"similarity_score": [
0.745,
0.717,
0.572,
0.584
]
},
"event": {
"intentionality": "Intentional",
"normality": "Abnormal",
"severity": "High",
"threat_to_humans": "Direct",
"type": [
"Robbery",
"Armed robbery",
"Theft"
]
},
"location": {
"is_location_explicit": "No",
"place_text": "Unknown",
"place_type": "Commercial establishment"
},
"objects": {
"logo_present": "None",
"text_overlay_present": "No",
"tools_or_weapons": [
"Handgun"
],
"vehicles": []
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Color",
"environment": "Commercial establishment",
"image_quality": "Low resolution",
"indoor_outdoor": "Indoor",
"lighting": "Daylight",
"scene_type": "CCTV",
"time_of_day": "Day",
"weather": "Unknown"
}
}
|
UCF-Crime-10sec/test/Arrest/Arrest001_x264_001500_001800
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [
{
"actions": [
"Enters on a hoverboard",
"Approaches counter",
"Brandishes a handgun"
],
"appearance": [
"Grey hoodie",
"Dark pants"
],
"count": "1",
"role": "Perpetrator"
},
{
"actions": [
"Jumps over counter",
"Flees"
],
"appearance": [
"Dark jacket"
],
"count": "1",
"role": "Victim"
},
{
"actions": [
"Seen outside entrance"
],
"appearance": [],
"count": "Multiple",
"role": "Bystander"
}
],
"description": "CCTV footage captures an armed robbery inside an office environment during the day. A perpetrator wearing a grey hoodie enters on a hoverboard, approaches a counter, and brandishes what appears to be a handgun. In response, a victim behind the counter jumps over it and flees, while other bystanders are visible outside the entrance.",
"description_another_category": {
"description": [
"From a high-angle camera in a sterile waiting room, a lone individual abruptly stands up and begins throwing chairs against a glass partition, causing it to crack. Another person seated nearby quickly gathers their belongings and rushes out of the frame as the first individual continues their destructive outburst.",
"From a low-quality camera mounted on a utility pole, a person riding an electric scooter at high speed through a crowded plaza suddenly loses control. The scooter swerves erratically and collides with a street vendor's cart, sending produce flying into the air. Several pedestrians rush to assist the fallen rider, who remains motionless on the pavement.",
"Viewed from a high corner camera in a brightly lit fitness center, a person running on a treadmill suddenly stumbles and collapses onto the belt. Another gym member hits the emergency stop button, and several people rush to the collapsed individual's side as a staff member runs into view with a defibrillator.",
"A dashcam video records a car driving on a highway at night. Suddenly, a deer leaps over the median and directly into the path of the vehicle. The footage shows a brief, jarring impact as the animal hits the front of the car, followed by the vehicle swerving and pulling over to the shoulder. The dashboard's warning lights are seen flashing in the aftermath."
],
"similarity_score": [
0.604,
0.666,
0.708,
0.574
]
},
"description_opposite_category": {
"description": [
"A fixed security camera overlooking an office reception area captures a typical workday. An employee is seated at the front desk, organizing papers. A delivery person enters, places a box on the counter for a signature, and then exits as people walk by in the background.",
"Captured on a static, monochrome camera in a university library after hours, a cleaning crew is seen methodically working. One person operates a large floor polisher in the entryway, while another wipes down surfaces and empties trash receptacles. The scene is quiet, showing only the routine of overnight maintenance.",
"A static camera with a timestamp overlay monitors a section of an automated bottling plant. Rows of empty glass bottles travel along a conveyor belt, are filled with liquid by nozzles, and then capped by a mechanical arm in a continuous, rhythmic loop. A single worker in a hairnet briefly walks past in the background without interacting with the machinery.",
"A time-lapse security video shows the exterior of a commercial building from dusk until dawn. Headlights from passing cars create streaks of light. The building's exterior lights switch on automatically at a certain point, and a lone street sweeper vehicle passes by in the early morning hours, cleaning the curb. The scene depicts a quiet, uneventful night with no direct human interaction."
],
"similarity_score": [
0.768,
0.695,
0.597,
0.567
]
},
"description_same_category": {
"description": [
"Grainy night-vision footage from a retail store's security camera shows two masked figures intimidating an employee. One suspect brandishes a large knife, forcing the clerk to unlock a display case, while the accomplice rapidly loads electronics into a large bag before they both exit.",
"A grainy, black-and-white security camera in a dimly lit underground garage shows a group of three individuals surrounding a person attempting to get into their car. One assailant uses a crowbar to shatter the car window while another grabs a bag from the passenger seat. The car owner is pushed to the ground as the group quickly runs away through an emergency exit.",
"A security camera on a public bus captures a chaotic theft. As the bus moves, a person in a baseball cap is seen reaching into another passenger's backpack. When the passenger turns and confronts them, a brief struggle breaks out. The thief shoves the passenger to the floor, snatches a wallet that fell out, and dashes out the doors as the bus pulls to a stop.",
"A home security camera with a fish-eye lens, positioned in a hallway, records a nighttime break-in. A figure dressed in dark clothing is seen forcing a back door open. This person quickly moves into a bedroom just out of the main frame, and moments later, reappears carrying a laptop and a purse before exiting the house through the same door. The scene is illuminated only by faint ambient light from outside."
],
"similarity_score": [
0.707,
0.559,
0.674,
0.676
]
},
"event": {
"intentionality": "Intentional",
"normality": "Abnormal",
"severity": "High",
"threat_to_humans": "Direct",
"type": [
"Armed robbery",
"Theft"
]
},
"location": {
"is_location_explicit": "No",
"place_text": "Unknown",
"place_type": "Office environment"
},
"objects": {
"logo_present": "None",
"text_overlay_present": "No",
"tools_or_weapons": [
"Handgun"
],
"vehicles": [
"Hoverboard"
]
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Color",
"environment": "Office environment",
"image_quality": "Low resolution",
"indoor_outdoor": "Indoor",
"lighting": "Daylight",
"scene_type": "CCTV",
"time_of_day": "Day",
"weather": "Unknown"
}
}
|
UCF-Crime-10sec/test/Arrest/Arrest001_x264_001800_002100
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [
{
"actions": [
"Enters office",
"Approaches a desk",
"Snatches an item",
"Flees the scene"
],
"appearance": [
"Dark hooded jacket",
"Dark pants",
"White shoes"
],
"count": "1",
"role": "Perpetrator"
},
{
"actions": [
"Sitting at a desk",
"Stands up in reaction to the theft"
],
"appearance": [
"Light colored shirt"
],
"count": "1",
"role": "Victim"
},
{
"actions": [
"Standing near entrance"
],
"appearance": [],
"count": "Multiple",
"role": "Bystander"
}
],
"description": "CCTV footage captures an intentional snatch theft inside an office building during the day. A single perpetrator wearing a dark hooded jacket enters the office, approaches a victim sitting at a desk, snatches an item, and flees the scene. The low-resolution, fixed camera records the abnormal event, which is of moderate severity and poses a potential threat to humans.",
"description_another_category": {
"description": [
"A camera inside a deserted office building lobby records a person gaining unauthorized access late at night. The individual, wearing a mask, proceeds to methodically smash computer monitors and overturn furniture in several cubicles before abruptly leaving. The entire act of vandalism is captured in grainy, low-light footage with a timestamp in the corner.",
"Low-light, black-and-white footage from a security camera in an underground parking garage shows two individuals arguing next to a vehicle. The argument escalates, and one person shoves the other against the car. The second individual retaliates by punching the first, who then falls to the ground. The aggressor gets into the vehicle and speeds away, leaving the other person on the concrete floor.",
"A fixed camera positioned high in the rafters of a large industrial workshop records an abnormal event. A lone mechanic is underneath a car elevated on a hydraulic lift when the lift mechanism suddenly fails. The car crashes down, narrowly missing the worker who scrambles out from under it, visibly shaken. The scene is illuminated by harsh workshop lights, and the footage has a slight flicker.",
"Grainy, monochrome footage from a fixed security camera shows a dark alleyway behind a commercial building late at night. A hooded person enters the frame, pours a liquid from a jerrycan along the base of a brick wall, and then ignites it. A sudden, bright flash of flame erupts, and the individual quickly retreats from the rapidly growing fire, disappearing out of view."
],
"similarity_score": [
0.777,
0.687,
0.637,
0.71
]
},
"description_opposite_category": {
"description": [
"From a high-angle view, an office space is shown during a typical workday. An employee in a light shirt gets up from their desk and walks to a communal printer area, while another individual enters the frame carrying a box of supplies. Several other people remain seated, focused on their computer screens under the bright fluorescent lights.",
"A static, wide-angle camera captures a cleaning crew member methodically mopping the floor of an empty school cafeteria after hours. The person pushes a large yellow mop bucket across the frame, working their way from one end of the room to the other under the dim overnight lighting. The scene is quiet and routine, with no other people present.",
"A security camera with a fisheye lens monitors an automated baggage claim carousel at an airport terminal. Suitcases and bags of various sizes and colors circle on the conveyor belt in a continuous, orderly loop. A few passengers are seen waiting patiently at a distance, but the primary focus is the mundane, mechanical operation of the luggage system. The scene is brightly lit and uneventful.",
"A high-angle camera provides a wide view of a spacious warehouse interior. Under bright industrial lighting, a certified operator maneuvers a forklift to lift a pallet of shrink-wrapped boxes. The vehicle carefully reverses and transports its load to a designated spot in a towering aisle of storage racks. In the background, another employee can be seen conducting a routine inventory check with a clipboard."
],
"similarity_score": [
0.687,
0.681,
0.608,
0.644
]
},
"description_same_category": {
"description": [
"In a busy subway station, a person in a baseball cap rushes past a commuter waiting on the platform and yanks a handbag from their shoulder. The assailant quickly disappears into a departing train car just as the doors close, leaving the victim looking on from the platform. The platform's security camera captures the quick, opportunistic crime.",
"A grainy, wide-angle shot from a corner-mounted camera overlooks a crowded outdoor marketplace. Amidst the bustling crowd, a figure subtly follows a tourist who is looking at a stall. As the tourist is distracted, the figure deftly slips a wallet out of their back pocket and melts back into the crowd. The entire event happens quickly and goes unnoticed by the victim and surrounding shoppers.",
"Captured on a residential security camera with night vision, a figure climbs over a backyard fence and forces open a sliding glass door. While a person is visible moving in an upstairs window, the intruder enters the kitchen, grabs a tablet from the counter, and quickly exits the way they came, disappearing into the darkness. The camera's view is partially obstructed by tree branches.",
"Viewed from a distorted, high-mounted fisheye lens inside a 24-hour convenience store, an individual with their face obscured by a motorcycle helmet approaches the lone cashier. The figure gestures forcefully towards the cash register. The employee, under duress, quickly puts bills into a plastic bag and hands it over. The helmeted person takes the bag and exits the store into the night, as seen through the glass door."
],
"similarity_score": [
0.639,
0.55,
0.668,
0.603
]
},
"event": {
"intentionality": "Intentional",
"normality": "Abnormal",
"severity": "Moderate",
"threat_to_humans": "Potential",
"type": [
"Theft",
"Robbery",
"Snatch theft"
]
},
"location": {
"is_location_explicit": "No",
"place_text": "Unknown",
"place_type": "Office building"
},
"objects": {
"logo_present": "None",
"text_overlay_present": "No",
"tools_or_weapons": [],
"vehicles": []
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Color",
"environment": "Office building",
"image_quality": "Low resolution",
"indoor_outdoor": "Indoor",
"lighting": "Daylight",
"scene_type": "CCTV",
"time_of_day": "Day",
"weather": "Unknown"
}
}
|
UCF-Crime-10sec/test/Arrest/Arrest001_x264_002100_002374
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [
{
"actions": [
"Enters room",
"Walks towards washing machines"
],
"appearance": [
"Light-colored top",
"Dark shorts"
],
"count": "1",
"role": "Unknown"
}
],
"description": "After a title card, fixed CCTV footage shows a normal event taking place indoors in a laundry room under low light conditions. A single individual enters the room and walks towards the washing machines. There is no apparent threat, and the footage has a text overlay with a logo.",
"description_another_category": {
"description": [
"A custodian pushes a cleaning cart into a deserted corridor, captured by a fixed security camera. Under faint fluorescent light, they proceed to methodically empty a trash receptacle near a stairwell door before moving out of the frame.",
"From a camera mounted on a building's exterior, footage shows a deer wandering into a suburban backyard during the night. The animal pauses to graze on some bushes near a patio before being startled by an off-screen noise and quickly darting away, all captured in monochrome infrared.",
"In a brightly lit, sterile server room, a fixed camera observes rows of computer racks. The only activity is an automated, scheduled diagnostic test where a series of small indicator lights on a wall-mounted panel blink in a specific sequence for about thirty seconds before returning to a steady green state.",
"Inside a food processing plant, a fixed camera is pointed at a conveyor system. Under harsh industrial lighting, automated mechanical arms sort vegetables moving along the belt, diverting them into different chutes based on size. The entire process is continuous and repetitive, with no human operators visible in the sterile environment."
],
"similarity_score": [
0.732,
0.647,
0.739,
0.69
]
},
"description_opposite_category": {
"description": [
"In a poorly lit apartment complex laundry room, an individual rushes in and forcefully kicks the door of a washing machine, causing a visible dent. They immediately turn and flee the room, their suspicious actions captured from a high-angle camera.",
"A security camera inside a quiet public library records an elderly patron suddenly collapsing while browsing a bookshelf. Other library visitors notice the emergency, rush to the person's side, and one immediately uses their phone, presumably to call for help.",
"Captured from a high corner, a wide aisle in a big-box store is seen with a few customers browsing. Suddenly, a large ceiling pipe ruptures, showering a section of shelving and the floor with water. The shoppers are startled, abandoning their carts as they quickly move away from the deluge.",
"Footage from a vehicle's dashboard camera shows a quiet two-lane highway at dusk. Abruptly, a large piece of debris, possibly from a truck far ahead, is kicked into the air. It flies directly toward the camera and strikes the windshield with a loud thud, causing a large crack and forcing the driver to swerve."
],
"similarity_score": [
0.796,
0.671,
0.644,
0.513
]
},
"description_same_category": {
"description": [
"A static camera in an office lobby records a person in casual attire walking across the empty space after hours. The feed, which briefly shows a security company logo at the start, captures them heading towards an elevator bank in the dimly lit interior.",
"A high-angle security camera view captures the initial moments of a business day, beginning with the company's watermark displayed on screen. A lone employee is seen at their desk in a quiet, modern open-plan office, calmly sipping a drink and beginning their work on a computer.",
"The scene opens with a text overlay displaying a transit station's name and the date. Then, a wide-angle surveillance camera shows an empty outdoor train platform at night. A few minutes later, a train pulls into the station, and a small group of passengers disembarks, walking off-camera in different directions.",
"A high-angle camera mounted on a pole captures a public square. The footage begins with a text overlay showing the location name and date before transitioning to a time-lapse view of the day's activity. Pedestrians cross the square, clouds move quickly across the sky, and shadows lengthen on the ground, depicting a typical day in a bustling urban environment."
],
"similarity_score": [
0.74,
0.745,
0.755,
0.567
]
},
"event": {
"intentionality": "Intentional",
"normality": "Normal",
"severity": "None",
"threat_to_humans": "None",
"type": [
"Title card",
"Normal activity"
]
},
"location": {
"is_location_explicit": "No",
"place_text": "Unknown",
"place_type": "Laundry room"
},
"objects": {
"logo_present": "Unknown",
"text_overlay_present": "Yes",
"tools_or_weapons": [],
"vehicles": []
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Color",
"environment": "Laundry room",
"image_quality": "Clear",
"indoor_outdoor": "Indoor",
"lighting": "Low light",
"scene_type": "CCTV",
"time_of_day": "Unknown",
"weather": "Unknown"
}
}
|
UCF-Crime-10sec/test/Arrest/Arrest007_x264_000000_000300
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [
{
"actions": [
"Enters room",
"Approaches washing machine",
"Reaches into washing machine",
"Removes items"
],
"appearance": [
"White tank top",
"Dark shorts"
],
"count": "1",
"role": "Perpetrator"
}
],
"description": "CCTV footage captures an abnormal and intentional event inside a laundry room. A single perpetrator, wearing a white tank top and dark shorts, enters the room, approaches a washing machine, and removes items from inside it. This low-severity theft is recorded on a fixed color camera under low light, with no apparent threat to humans.",
"description_another_category": {
"description": [
"From a high-angle camera, a person is observed in a basement storage area late at night. They proceed to spray-paint graffiti onto a concrete wall before the camera feed is abruptly obscured by a substance sprayed directly onto the lens.",
"Security footage from a fish-eye lens mounted on a ceiling shows a commercial kitchen after hours. A lone employee is mopping the floor. Suddenly, the person slips on the wet surface, falling hard and remaining motionless on the ground. The timestamp in the corner indicates it is very late at night.",
"A body-worn camera records from the perspective of a security guard patrolling a deserted office hallway after dark. As the guard turns a corner, a fire alarm strobe light begins flashing silently, and a sprinkler head in the ceiling suddenly bursts, showering the corridor with water. The guard's footsteps quicken as they move towards the source of the unexpected deluge. The footage is shaky due to the guard's movement.",
"Viewed from a low-resolution camera on a deserted subway platform, two people are seen in a heated argument. The confrontation escalates until one individual shoves the other, causing them to fall off the platform and onto the train tracks below. A moment later, warning lights on the platform begin to flash, signaling an approaching train."
],
"similarity_score": [
0.633,
0.691,
0.659,
0.617
]
},
"description_opposite_category": {
"description": [
"A person carrying a hamper walks into a quiet laundry room, loads clothes into a washing machine, adds soap from a bottle, and selects a wash cycle. They then take a seat to wait as the machine begins to operate, a typical scene captured by the building's security system.",
"A camera positioned above a self-checkout area in a brightly lit grocery store observes a customer scanning their items. The person places the scanned goods into a reusable bag, pays with a card at the terminal, and then exits the frame with their groceries. Several other shoppers are visible in the background, also using the checkout stations.",
"A wide-angle, static camera monitors an empty office reception area during the early morning. A cleaning staff member enters the frame pushing a cart, methodically empties the trash bins, and wipes down the front desk. After completing their tasks, they exit, leaving the space pristine before the start of the business day. The scene is brightly lit by fluorescent overhead lights.",
"A vehicle's dashcam records the view from the driver's seat while stopped at a busy city intersection during the day. Other cars are visible in adjacent lanes, and several pedestrians use the designated crosswalk. When the traffic signal turns green, the car moves forward smoothly with the flow of traffic."
],
"similarity_score": [
0.704,
0.606,
0.63,
0.525
]
},
"description_same_category": {
"description": [
"A figure in a dark hoodie is seen on a lobby camera systematically checking door handles of parked cars in an underground garage. After finding an unlocked vehicle, the individual leans inside, rummages through the glove compartment, and quickly departs the scene.",
"A grainy, wide-angle shot from a corner-mounted camera shows the exterior of a residential building at night. A delivery person leaves a package on the porch. Moments later, an individual wearing a baseball cap that obscures their face walks by, glances around, and then quickly grabs the package before jogging away down the street. The scene is illuminated by a single porch light.",
"From a ceiling-mounted security camera with a fisheye lens, a quiet bookstore aisle is monitored. A patron browsing the shelves subtly checks their surroundings before slipping a small paperback book into their tote bag. They then continue to browse for a few more moments before casually walking out of the frame, blending in with other shoppers. The footage is monochrome and has a slight fisheye distortion.",
"Filmed on a night-vision camera positioned on a building's exterior, the footage shows a dark back alley. An unidentified person, with their face obscured by a hood, kneels beside a parked van. They furtively use a siphon and a plastic container to extract fuel from the vehicle's gas tank before retreating into the shadows."
],
"similarity_score": [
0.61,
0.577,
0.61,
0.664
]
},
"event": {
"intentionality": "Intentional",
"normality": "Abnormal",
"severity": "Low",
"threat_to_humans": "None",
"type": [
"Theft",
"Suspicious behavior"
]
},
"location": {
"is_location_explicit": "No",
"place_text": "Unknown",
"place_type": "Laundry room"
},
"objects": {
"logo_present": "Unknown",
"text_overlay_present": "Yes",
"tools_or_weapons": [],
"vehicles": []
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Color",
"environment": "Laundry room",
"image_quality": "Clear",
"indoor_outdoor": "Indoor",
"lighting": "Low light",
"scene_type": "CCTV",
"time_of_day": "Unknown",
"weather": "Unknown"
}
}
|
UCF-Crime-10sec/test/Arrest/Arrest007_x264_000300_000600
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [
{
"actions": [
"Struggle with washing machine",
"Pull washing machine over"
],
"appearance": [
"White tank top",
"Dark shorts"
],
"count": "1",
"role": "Perpetrator"
}
],
"description": "In an indoor laundry room, CCTV footage captures an intentional act of vandalism. A single perpetrator wearing a white tank top and dark shorts is seen struggling with a washing machine before pulling it over, causing property damage. The abnormal event is recorded by a fixed, color camera in what appears to be a low-light environment.",
"description_another_category": {
"description": [
"In a deserted apartment complex basement, a figure is seen tampering with the coin mechanism of a dryer. They use a small object to pry at the lock for several minutes, an unusual activity captured by a fixed wide-angle lens.",
"A panoramic security camera captures a dimly lit section of an underground parking structure. An individual is observed moving stealthily between vehicles, pausing to check the door handles of several cars and peering through their windows. This strange behavior continues for several minutes.",
"Night vision footage from a motion-activated camera shows the perimeter of a fenced-off industrial yard. A person is captured scaling the chain-link fence and dropping down inside the restricted area. They move cautiously through the yard, disappearing behind stacks of materials, in a clear act of trespassing.",
"From a high-altitude drone camera circling a city park on a sunny day, a crowd is gathered watching a street performer. Suddenly, a person in the audience collapses to the ground. The surrounding people react with alarm, some rushing to help while others back away in confusion. The performance stops abruptly as the unusual and urgent medical situation unfolds, captured in a clear, overhead, continuous shot."
],
"similarity_score": [
0.662,
0.642,
0.568,
0.532
]
},
"description_opposite_category": {
"description": [
"Night-vision footage with a timestamp overlay shows a resident entering a utility room with a laundry basket. They methodically load clothes into a washing machine, add soap from a bottle, and select a cycle before waiting nearby.",
"Daylight footage from a camera mounted on a building facade shows a city bus stop. Several pedestrians are waiting; one is seated on the bench scrolling through a smartphone while another stands looking down the road. Their routine is uninterrupted as they wait for public transport.",
"A wide-angle camera mounted near the ceiling of a supermarket aisle captures the typical afternoon flow of shoppers. People push carts, stop to examine products on the shelves, and occasionally interact with one another before continuing on their way. An employee can be seen in the background restocking items, all part of the store's daily operations.",
"Viewed from a security camera positioned in the corner of a large warehouse, a team of workers in high-visibility vests is seen methodically unloading boxes from a delivery truck backed into a loading bay. One worker operates a forklift to move pallets, while others stack the boxes neatly. The entire operation is coordinated and proceeds without incident, representing a typical part of the facility's daily logistics schedule."
],
"similarity_score": [
0.658,
0.509,
0.597,
0.627
]
},
"description_same_category": {
"description": [
"A grainy security camera in a dimly lit office kitchen records a person in a dark hoodie repeatedly kicking a vending machine. The individual then moves to a countertop and shatters a glass coffee pot before quickly exiting the room.",
"From a high corner perspective, black-and-white security footage shows the interior of a public restroom. A figure dressed in loose clothing and a cap uses an aerosol can to spray-paint a large design across a tiled wall, an obvious act of property defacement, before leaving the frame.",
"Filmed through a fisheye lens from atop a street pole, nighttime footage reveals a deserted public plaza. A lone figure appears, walks over to a glass-paneled information kiosk, and proceeds to strike it repeatedly with a heavy object until the glass shatters. The individual then tosses the object aside and quickly disappears into the darkness, leaving a trail of destruction."
],
"similarity_score": [
0.663,
0.634,
0.477
]
},
"event": {
"intentionality": "Intentional",
"normality": "Abnormal",
"severity": "Moderate",
"threat_to_humans": "None",
"type": [
"Vandalism",
"Property damage"
]
},
"location": {
"is_location_explicit": "No",
"place_text": "Unknown",
"place_type": "Laundry room"
},
"objects": {
"logo_present": "Unknown",
"text_overlay_present": "Yes",
"tools_or_weapons": [],
"vehicles": []
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Color",
"environment": "Laundry room",
"image_quality": "Clear",
"indoor_outdoor": "Indoor",
"lighting": "Low light",
"scene_type": "CCTV",
"time_of_day": "Unknown",
"weather": "Unknown"
}
}
|
UCF-Crime-10sec/test/Arrest/Arrest007_x264_000600_000900
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [
{
"actions": [
"Approach washing machine",
"Pry open washing machine",
"Reach inside machine",
"Take items from machine"
],
"appearance": [
"Male",
"White tank top",
"Dark shorts"
],
"count": "1",
"role": "Perpetrator"
}
],
"description": "Indoor CCTV footage captures an intentional theft in a laundry room during what appears to be nighttime. A single male perpetrator wearing a tank top and shorts uses a possible pry tool to force open a washing machine. The individual then reaches inside the machine, appearing to steal items before the video ends.",
"description_another_category": {
"description": [
"Recorded on a fixed indoor camera at night, a lone figure is seen loitering near a waste receptacle in a deserted common area. The individual bends down, and a bright flicker suddenly illuminates their face before they stand up and hastily walk away as smoke begins to curl out of the bin.",
"Night-vision footage from a fixed camera shows the perimeter of a community swimming pool. Two people scale the surrounding fence and drop into the enclosed area after it has closed for the night. They then proceed to jump into the pool and swim, their movements captured in stark black and white.",
"Shot from a low-resolution camera overlooking a public plaza at night, two individuals are seen spray-painting graffiti onto a monument. They work for several moments, their faces obscured by hoods, before one of them notices the camera. The person points at the lens and then throws a bottle at it, causing the video feed to distort and cut out.",
"From the wide perspective of a camera mounted in a bustling subway terminal, two people are seen engaging in an increasingly agitated conversation. The dispute suddenly turns physical when one person violently shoves the other to the ground. As other commuters react with alarm, the aggressor quickly flees the scene by running up a nearby escalator and out of sight."
],
"similarity_score": [
0.72,
0.616,
0.526,
0.612
]
},
"description_opposite_category": {
"description": [
"Overnight footage from a building's utility area shows a resident entering the empty laundry room. The person loads clothes into a front-loading washing machine, adds detergent from a bottle, and correctly starts the cycle before walking out of view of the static security camera.",
"A camera provides a top-down view of a grocery store aisle. A person pushing a shopping basket walks into the frame, pauses to take an item from a shelf, inspects the label, and then places it in their basket before continuing on their way. The time displayed in the corner indicates it is midday.",
"A static, high-mounted camera shows a sunlit urban park. A maintenance worker calmly operates a leaf blower, clearing a paved pathway of fallen leaves. In the background, several people are seen casually walking their dogs or sitting on benches, enjoying the pleasant weather.",
"A static camera captures a quiet, brightly lit hotel hallway during the day. A housekeeping employee enters the frame pushing a service cart. The worker stops at a guest room door, knocks, and then uses a keycard to enter the room. A few minutes later, the employee exits, pushing the cart to the next door to repeat the process."
],
"similarity_score": [
0.759,
0.58,
0.579,
0.64
]
},
"description_same_category": {
"description": [
"A security camera in a residential building's mailroom records a person in a hoodie systematically forcing open a parcel locker. After a moment of jimmying the lock, the individual pulls out a package and quickly exits the frame, leaving the damaged locker door ajar under dim fluorescent lights.",
"From a wide-angle perspective in a dimly lit parking garage, a person is seen crouching by a bicycle secured to a rack. They appear to be manipulating the front wheel for some time. After a few moments, the wheel comes loose, and the individual stands, tucks it under their arm, and quickly walks out of the camera's field of view, leaving the rest of the bike behind.",
"A high-angle camera captures the deserted lobby of an office building after hours. An individual approaches a snack vending machine and begins to forcefully shake it. After several attempts, they manage to dislodge an item from its spiral holder. Unsatisfied, the person then kicks the glass front, causing it to crack, before grabbing the freed item and leaving the scene.",
"In a poorly lit server room monitored by a high-angle security camera, a figure dressed entirely in black is seen forcing open a locked server rack with a small tool. After gaining access, the individual carefully removes a component, which appears to be a hard drive, and secures it inside a backpack. They then quickly exit the area, leaving the cabinet door ajar. A timestamp on the footage indicates the event is happening in the pre-dawn hours."
],
"similarity_score": [
0.716,
0.597,
0.64,
0.635
]
},
"event": {
"intentionality": "Intentional",
"normality": "Abnormal",
"severity": "Moderate",
"threat_to_humans": "None",
"type": [
"Theft",
"Property damage",
"Tampering"
]
},
"location": {
"is_location_explicit": "No",
"place_text": "Unknown",
"place_type": "Laundry room"
},
"objects": {
"logo_present": "Unknown",
"text_overlay_present": "Yes",
"tools_or_weapons": [
"Possible pry tool"
],
"vehicles": []
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Color",
"environment": "Laundry room",
"image_quality": "Grainy",
"indoor_outdoor": "Indoor",
"lighting": "Low light",
"scene_type": "CCTV",
"time_of_day": "Night",
"weather": "Unknown"
}
}
|
UCF-Crime-10sec/test/Arrest/Arrest007_x264_000900_001200
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [
{
"actions": [
"Pry open machine",
"Tamper with machine",
"Remove contents from machine"
],
"appearance": [
"White tank top",
"Dark shorts"
],
"count": "1",
"role": "Perpetrator"
}
],
"description": "Indoor CCTV footage captures an abnormal event in a laundry room, likely at night. A single perpetrator, wearing a white tank top and dark shorts, is seen intentionally causing property damage. The individual uses what appears to be a pry bar to force open a machine, indicating an act of theft and vandalism.",
"description_another_category": {
"description": [
"Security footage from inside a data center after hours shows a person in dark clothing covertly placing a small, unknown device onto the back of a server rack before quickly leaving the area, suggesting an act of corporate espionage.",
"Black-and-white footage from a factory floor shows a worker suddenly slumping over and collapsing while operating a large piece of industrial machinery. Another employee notices the incident, immediately hits an emergency stop button on the equipment, and rushes to the fallen individual's side, appearing to check for consciousness.",
"A security camera positioned in an empty data center hallway captures the moment a pipe in the ceiling bursts, releasing a sudden cascade of water onto the floor below. The water quickly pools and spreads, shorting out a set of floor-level lights and triggering a visible alarm beacon on the wall, indicating a critical system failure.",
"A security camera mounted on the exterior of a suburban house captures a strange nighttime occurrence. A large deer wanders into the empty driveway and begins repeatedly and aggressively headbutting a decorative plastic flamingo on the lawn. After several minutes, the deer appears to get its antlers entangled with the lawn ornament and thrashes around before finally breaking free and running off, leaving the flamingo knocked over but intact. This is an unusual animal interaction, not property damage or theft."
],
"similarity_score": [
0.612,
0.634,
0.652,
0.667
]
},
"description_opposite_category": {
"description": [
"A resident is seen on an apartment building's laundry room camera during the day, loading clothes into a washing machine, adding detergent, and starting the cycle before sitting down to wait.",
"Shot from a camera in the corner of a well-lit office breakroom during midday, an employee is seen filling a water bottle at a dispenser. Another person enters, retrieves a container from the refrigerator, and uses the microwave. The atmosphere is calm and unremarkable, showing typical daily workplace routines.",
"From a wide-angle, ceiling-mounted camera, a hotel lobby is observed during a quiet period. A front desk agent is seen organizing papers, while a guest crosses the tiled floor, pulling a rolling suitcase. The automatic doors slide open and shut for another person entering. The entire sequence is unremarkable and depicts standard hotel operations.",
"A fixed camera observes a public library's checkout counter during a quiet afternoon. A librarian is shown scanning books for a patron, who then places the items into a tote bag. In the background, another person sits at a computer terminal with headphones on, and a child can be seen browsing a low shelf in the children's section. The scene is brightly lit, and the interactions are calm and orderly, depicting a typical day."
],
"similarity_score": [
0.74,
0.569,
0.629,
0.582
]
},
"description_same_category": {
"description": [
"In a poorly lit commercial storage unit, a lone figure wearing a baseball cap uses a crowbar to break the lock on a metal roll-up door, eventually gaining entry and causing significant damage to the mechanism.",
"A grainy, high-angle camera captures two individuals in a dimly lit parking garage after dark. One person acts as a lookout while the other uses a can of spray paint to deface the side of a parked car. They then proceed to shatter the driver's side window with a large rock before quickly running out of the camera's view.",
"Filmed in monochrome from a high corner, a night-vision camera in a deserted warehouse shows a person methodically slashing open stacked bags of grain with a utility knife. After destroying the inventory in one aisle, the individual spray-paints graffiti onto a concrete wall before exiting the frame, leaving a scene of deliberate property destruction.",
"A high-angle, black-and-white security camera in a subway station after hours records an individual. The person uses a sharp object, perhaps a key or screwdriver, to scratch graffiti onto the glass of a ticket vending machine's screen. They then pour a sticky liquid into the card reader slot, rendering it unusable. This act is clearly intentional property damage and vandalism. The scene is empty otherwise."
],
"similarity_score": [
0.555,
0.618,
0.605,
0.633
]
},
"event": {
"intentionality": "Intentional",
"normality": "Abnormal",
"severity": "Moderate",
"threat_to_humans": "None",
"type": [
"Theft",
"Vandalism",
"Property damage"
]
},
"location": {
"is_location_explicit": "No",
"place_text": "Unknown",
"place_type": "Laundry room"
},
"objects": {
"logo_present": "Company logo",
"text_overlay_present": "Yes",
"tools_or_weapons": [
"Possible pry bar"
],
"vehicles": []
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Color",
"environment": "Laundry room",
"image_quality": "Low resolution",
"indoor_outdoor": "Indoor",
"lighting": "Low light",
"scene_type": "CCTV",
"time_of_day": "Night",
"weather": "Unknown"
}
}
|
UCF-Crime-10sec/test/Arrest/Arrest007_x264_001200_001500
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [
{
"actions": [
"Hunch over laundry machine",
"Collapse on floor"
],
"appearance": [
"White tank top",
"Dark shorts"
],
"count": "1",
"role": "Unknown"
},
{
"actions": [
"Enter room",
"Shine flashlight",
"Approach individual on floor",
"Attend to individual"
],
"appearance": [
"Police uniform"
],
"count": "Multiple",
"role": "Police"
}
],
"description": "CCTV footage captures an abnormal event in an indoor laundry room at night. An individual in a white tank top is seen hunched over a machine before collapsing onto the floor. Subsequently, multiple police officers enter, shine a flashlight, and approach the individual on the ground to attend to them. The situation appears to be a police response to a possible medical emergency or other incident, indicating a moderate severity with a potential threat.",
"description_another_category": {
"description": [
"A security camera mounted in a back alley captures a hooded figure placing a suspicious package next to a dumpster under the cover of darkness. The individual looks around nervously before quickly walking away, leaving the object behind. The scene is recorded in low-quality black and white.",
"From a camera positioned in a desolate parking garage, a lone figure wearing a baseball cap uses a crowbar to pry open a snack machine. Sparks fly as they force the door, grab several items, and then hastily exit the frame. The footage is grainy and has a strong fish-eye lens distortion.",
"A camera affixed to an exterior wall captures a sudden, bright flash from a utility transformer on a pole across the street, followed by a shower of sparks. The streetlights and building lights instantly go out, plunging the scene into near-total darkness, with only the faint glow of a distant skyline visible. A few seconds later, a person is seen running away from the base of the pole.",
"From a high-angle security camera in a contemporary building's multi-story atrium, a large panel from the suspended ceiling suddenly detaches and crashes to the polished floor below. A cloud of dust erupts on impact, and smaller pieces of debris continue to rain down for several moments, catching the ambient light. The area is deserted, and no people are present during the structural failure."
],
"similarity_score": [
0.663,
0.599,
0.562,
0.595
]
},
"description_opposite_category": {
"description": [
"A wide-angle camera observes a hotel lobby during the late evening. A front desk clerk is seen tidying up the counter space while a guest, pulling a suitcase, walks across the empty room towards the elevators. The scene is quiet and routine, with soft ambient lighting.",
"Filmed from a high corner, a nighttime cleaning crew member methodically mops the floor of an empty office building cafeteria. The worker pushes a large bucket on wheels across the polished tiles under bright, sterile lighting. The only movement is the rhythmic back-and-forth of the mop.",
"In a time-lapse security video overlooking a vast warehouse interior, a lone forklift operator maneuvers through aisles during the night shift. The vehicle's headlights cut through the dimly lit space as the driver methodically transports and stacks pallets of goods. The footage is monochrome and grainy, emphasizing the routine and repetitive nature of the task over several hours.",
"A stationary camera positioned outside an automated car wash records a vehicle slowly advancing into the service tunnel. As the car proceeds, large mechanical brushes and sprayers activate in their designated sequence, covering the vehicle in foam and water. The entire process unfolds mechanically without any human intervention visible on screen, depicting a standard operational cycle under bright fluorescent lights."
],
"similarity_score": [
0.629,
0.659,
0.651,
0.605
]
},
"description_same_category": {
"description": [
"In a poorly lit stairwell of an apartment complex, security footage shows two police officers escorting a handcuffed individual downwards. One officer shines a light on the steps while the other maintains a firm grip on the person being detained, who appears to be unresponsive. A timestamp overlay is visible in the corner of the grainy video.",
"Overhead security footage from a transit station shows an officer checking on a person slumped over on a metal bench late at night. The officer gently shakes the individual's shoulder, who does not respond. The scene is illuminated by the harsh fluorescent lights of the deserted platform, and a digital clock is displayed on the screen.",
"Seen from a fish-eye lens in the corner of a convenience store, emergency lights flash from outside, illuminating a chaotic scene. A paramedic kneels over a person on the floor, administering chest compressions, while a police officer speaks urgently into their shoulder radio. Merchandise is scattered around them from an overturned aisle display. A text overlay shows the current date and time.",
"Bodycam footage from a police officer captures a nighttime response in a public park. The camera view is shaky as the officer approaches a water fountain where another officer is already kneeling beside a person lying motionless on the pavement. The officer's gloved hand is seen reaching out toward the individual as another emergency vehicle's flashing lights reflect off the fountain's water in the background."
],
"similarity_score": [
0.592,
0.65,
0.605,
0.602
]
},
"event": {
"intentionality": "Unknown",
"normality": "Abnormal",
"severity": "Moderate",
"threat_to_humans": "Potential",
"type": [
"Police response",
"Possible medical emergency",
"Detainment"
]
},
"location": {
"is_location_explicit": "No",
"place_text": "Unknown",
"place_type": "Laundry room"
},
"objects": {
"logo_present": "Unknown",
"text_overlay_present": "Yes",
"tools_or_weapons": [
"Flashlight"
],
"vehicles": []
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Color",
"environment": "Laundry room",
"image_quality": "Clear",
"indoor_outdoor": "Indoor",
"lighting": "Low light",
"scene_type": "CCTV",
"time_of_day": "Night",
"weather": "Unknown"
}
}
|
UCF-Crime-10sec/test/Arrest/Arrest007_x264_001500_001800
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [
{
"actions": [
"Assisting person on floor",
"Lifting person to their feet"
],
"appearance": [
"Police uniform"
],
"count": "Multiple",
"role": "Police"
},
{
"actions": [
"Lying on the floor",
"Being lifted by officers"
],
"appearance": [
"White tank top",
"Dark shorts"
],
"count": "1",
"role": "Perpetrator"
}
],
"description": "Indoor CCTV footage captures an abnormal event in what appears to be a police station processing room under low light conditions. Multiple police officers are seen intentionally handling a person, possibly a detainee, who is lying on the floor. The officers lift the individual, who is wearing a white tank top and dark shorts, to their feet, in an interaction of moderate severity with a potential threat.",
"description_another_category": {
"description": [
"Grainy footage from a bar's back room shows a heated confrontation. Two staff members in dark uniforms overpower and pin a person to the ground, and after a moment, they pull the struggling individual up and move them out of the camera's view.",
"A wide-angle security camera in a warehouse records an unexpected failure as a tall metal storage rack buckles and crashes down, sending debris across the concrete floor. Two workers in hard hats are seen reacting with alarm, scrambling away from the collapsing structure.",
"Viewed from a high-angle camera in a commercial kitchen, a high-pressure steam line abruptly ruptures over a food preparation area. A dense cloud of vapor instantly fills the upper portion of the room, causing two chefs to duck and quickly evacuate the space as alarms begin to sound in the background.",
"Dashcam footage from a parked vehicle shows a quiet residential street at night. Abruptly, a powerful lightning strike hits a large tree on the sidewalk, causing it to split and crash onto the road, narrowly missing a passing car. The camera shakes from the impact, and the power in nearby houses flickers out."
],
"similarity_score": [
0.736,
0.735,
0.684,
0.578
]
},
"description_opposite_category": {
"description": [
"Fixed-camera video from a community center gymnasium shows a first-aid training session in progress. An instructor demonstrates a recovery technique, helping a volunteer role-playing a patient from a lying to a seated position on the floor mats.",
"Nightly surveillance footage shows the routine cleaning of a police station's processing area. A custodian systematically pushes a mop across the empty floor, working around desks and benches under steady fluorescent lights. The scene is quiet, with no officers or detainees present.",
"A time-lapse security feed observes the overnight restocking of a large retail store. Employees methodically move pallets of goods with a forklift, unbox merchandise, and place items onto empty shelves in a coordinated, unhurried manner under bright, consistent lighting.",
"A fixed security camera oversees an automated car wash tunnel during off-peak hours. A vehicle slowly proceeds along the conveyor track as large rotating brushes and water jets activate in sequence, methodically cleaning its exterior under artificial lighting. No people are visible in the frame."
],
"similarity_score": [
0.708,
0.833,
0.722,
0.64
]
},
"description_same_category": {
"description": [
"Surveillance footage from a government building's hallway captures a medical emergency. Two uniformed guards are seen attending to an individual who has collapsed on the tiled floor, with one officer kneeling to assess the person while the other appears to communicate on a radio.",
"From the perspective of an in-vehicle camera, two officers in a moving transport van react as a handcuffed person in their custody suddenly goes limp in the back seat. One officer turns to check on the individual, shaking their shoulder, while the other communicates urgently about a potential medical crisis during transit.",
"A camera mounted in the corner of a holding cell shows an individual in custody experiencing a violent seizure on a cot. Outside the cell's barred door, two officers are frantically trying to unlock it, one speaking urgently into a shoulder-mounted radio, signaling a critical medical emergency within the detention facility.",
"A body-worn camera records a tense situation in a brightly lit subway station. An officer is guiding a handcuffed person toward an exit when the individual suddenly jerks away and attempts to run into the crowd. The officer quickly restrains the person against a pillar, creating a public disturbance as bystanders stop to watch."
],
"similarity_score": [
0.824,
0.743,
0.74,
0.781
]
},
"event": {
"intentionality": "Intentional",
"normality": "Abnormal",
"severity": "Moderate",
"threat_to_humans": "Potential",
"type": [
"Police interaction",
"Detainee handling",
"Possible medical distress"
]
},
"location": {
"is_location_explicit": "No",
"place_text": "Unknown",
"place_type": "Possible police station"
},
"objects": {
"logo_present": "Unknown",
"text_overlay_present": "Yes",
"tools_or_weapons": [],
"vehicles": []
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Color",
"environment": "Possible police station processing room",
"image_quality": "Clear",
"indoor_outdoor": "Indoor",
"lighting": "Low light",
"scene_type": "CCTV",
"time_of_day": "Unknown",
"weather": "Unknown"
}
}
|
UCF-Crime-10sec/test/Arrest/Arrest007_x264_001800_002100
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [
{
"actions": [
"Escort an individual",
"Push individual against wall",
"Lead individual out of a room"
],
"appearance": [
"Police uniform"
],
"count": "Multiple",
"role": "Police"
},
{
"actions": [
"Being escorted by police",
"Being pushed against a wall"
],
"appearance": [
"Dark clothing"
],
"count": "1",
"role": "Unknown"
}
],
"description": "Indoor CCTV footage captures an intentional police action in a laundry room during what appears to be nighttime. Multiple police officers are seen escorting an individual in dark clothing, briefly pushing them against a row of washing machines. The officers then lead the person out of the room, indicating a low-severity detention event with potential threat.",
"description_another_category": {
"description": [
"In a dimly lit apartment building utility room, two men in security uniforms confront a resident, blocking their path. One guard forcefully pins the individual against a wall of metal lockers before the resident is finally allowed to leave.",
"Viewed from a security camera in an empty underground parking garage, an unidentified person in a hooded sweatshirt is seen spray-painting a large design onto a concrete wall. After finishing, they quickly jog towards an exit ramp and disappear from view.",
"A camera mounted in the corner of a high-end retail store captures a sudden commotion. A customer accidentally knocks over a tall, elaborate display stand, causing merchandise to cascade onto the floor. Several employees immediately rush to the area, one to check on the customer and others to begin cordoning off the aisle and carefully picking up the fallen items."
],
"similarity_score": [
0.761,
0.65,
0.681
]
},
"description_opposite_category": {
"description": [
"A fixed camera records a maintenance worker in overalls methodically servicing machines in a laundry facility after hours. The individual is seen cleaning a lint trap from a dryer and wiping down the control panel before moving to the next unit.",
"Night vision footage from an indoor camera shows an empty data center. Rows of server racks with blinking LEDs are visible. There is no human activity, only the monotonous and quiet operation of the computer hardware, representing a normal, uneventful overnight state.",
"Filmed from a high angle, a camera monitors an office kitchenette after business hours. A member of the cleaning staff enters the frame, empties the trash can into a larger bin, wipes down the counters, and refills the paper towel dispenser. Their movements are efficient and practiced as they complete their nightly cleaning duties in the otherwise deserted space."
],
"similarity_score": [
0.724,
0.709,
0.711
]
},
"description_same_category": {
"description": [
"Grainy footage from a convenience store's security camera shows two uniformed officers placing an individual in handcuffs near a beverage cooler. The event unfolds late at night, culminating in the officers leading the apprehended person out the front door.",
"From a camera positioned high on a building, footage shows a public square at night. Far below, a police vehicle's lights are active. An officer is seen conversing with an individual on a park bench before calmly leading them toward the car. The distance and angle obscure specific details of the interaction.",
"From a shaky, low-resolution bodycam perspective, an officer navigates through a busy outdoor market during the day. The officer approaches a vendor's stall where another plainclothes detective is already speaking with an individual. The officer in uniform stands by as the detective performs a search of the individual's backpack, eventually confiscating a small item before letting the person go with a warning. The entire interaction is brief and causes minimal disruption to the surrounding crowd."
],
"similarity_score": [
0.775,
0.709,
0.713
]
},
"event": {
"intentionality": "Intentional",
"normality": "Abnormal",
"severity": "Low",
"threat_to_humans": "Potential",
"type": [
"Police action",
"Detention"
]
},
"location": {
"is_location_explicit": "No",
"place_text": "Unknown",
"place_type": "Laundry room"
},
"objects": {
"logo_present": "Unknown",
"text_overlay_present": "Yes",
"tools_or_weapons": [],
"vehicles": []
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Color",
"environment": "Laundry room",
"image_quality": "Clear",
"indoor_outdoor": "Indoor",
"lighting": "Low light",
"scene_type": "CCTV",
"time_of_day": "Night",
"weather": "Unknown"
}
}
|
UCF-Crime-10sec/test/Arrest/Arrest007_x264_002100_002400
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [
{
"actions": [
"Approaches front door",
"Pours liquid on doormat",
"Ignites fire",
"Flees"
],
"appearance": [
"Hooded sweatshirt",
"Light-colored pants"
],
"count": "1",
"role": "Perpetrator"
}
],
"description": "Grainy, black-and-white CCTV footage shows an intentional act of arson occurring at night on the front porch of a residence. A single perpetrator wearing a hooded sweatshirt approaches the front door, pours a possible flammable liquid from a container, and ignites a fire before fleeing the scene. This abnormal event is considered high-severity and poses a potential threat to humans.",
"description_another_category": {
"description": [
"Night vision footage from a doorbell camera shows a person in a hoodie approaching a suburban home. The individual carefully places a strange, unmarked box on the doorstep, looks around furtively, and then quickly retreats into the darkness without attempting to make contact.",
"A security camera overlooking an empty public plaza at dawn captures a car driving in circles at high speed. After several minutes of reckless driving, the vehicle suddenly stops, and the driver abandons it in the middle of the square before running off-camera.",
"A wide-angle camera inside a brightly lit electronics store captures a sudden influx of about a dozen people who simultaneously start pulling smartphones and laptops from display tables. They work in a coordinated but chaotic manner, and after less than a minute, they all flee from the entrance, leaving the displays ransacked as stunned employees look on."
],
"similarity_score": [
0.712,
0.629,
0.499
]
},
"description_opposite_category": {
"description": [
"An overhead security camera records a routine nighttime occurrence as a resident carries a recycling bin to the curb. After placing the bin down, the individual returns inside the home, and the street remains quiet under the glow of a single streetlight.",
"A static, wide-shot camera mounted at a bus shelter shows a typical afternoon scene. Several commuters are waiting, some checking their phones and others looking down the street. A public bus arrives, the passengers board in an orderly fashion, and the bus pulls away from the curb, leaving the stop empty again.",
"Viewed from a camera mounted near the ceiling of a warehouse, a forklift operator is seen methodically moving pallets from a delivery truck to designated storage racks. The operator follows safety lines painted on the floor, and other workers can be seen in the background performing their tasks without any unusual incident during their shift.",
"Filmed from a high-angle camera overlooking a self-storage facility during the day, a vehicle pulls up to a unit. An individual exits the car, unlocks the roll-up door, and proceeds to move several boxes from their vehicle into the storage space. After relocking the unit, the person gets back into their car and drives off the property, completing a routine visit."
],
"similarity_score": [
0.673,
0.589,
0.538,
0.496
]
},
"description_same_category": {
"description": [
"A low-light security camera captures an individual tossing a lit object over the perimeter fence of a storage facility after dark. The projectile lands near a stack of wooden pallets, which quickly erupt in flames as the suspect immediately runs away from the fence line.",
"From a high-angle camera inside a deserted commercial kitchen, a figure is seen tampering with a deep fryer after closing time. The individual overrides the safety thermostat and adds a substance to the oil, causing it to overheat and spontaneously combust. As smoke begins to fill the room, the person exits through a back door.",
"A security camera in a multi-level parking garage records an individual using a tool to shatter the side window of a sedan. The person then tosses a lit object into the vehicle's interior and quickly walks toward a nearby stairwell. Within seconds, the car's cabin begins to fill with smoke and the orange glow of a fire is visible through the windows.",
"A fisheye lens camera mounted high on a utility pole captures a wide view of an empty public park after midnight. A lone figure is seen walking to a wooden gazebo in the center of the park, placing an object inside, and then quickly running out of view. Moments later, a bright flash illuminates the gazebo's interior, followed by smoke billowing from its roof as the structure becomes engulfed in flames."
],
"similarity_score": [
0.701,
0.574,
0.63,
0.526
]
},
"event": {
"intentionality": "Intentional",
"normality": "Abnormal",
"severity": "High",
"threat_to_humans": "Potential",
"type": [
"Arson",
"Property damage",
"Fire"
]
},
"location": {
"is_location_explicit": "No",
"place_text": "Unknown",
"place_type": "Front porch of a residence"
},
"objects": {
"logo_present": "Unknown",
"text_overlay_present": "Yes",
"tools_or_weapons": [
"Container",
"Possible flammable liquid"
],
"vehicles": [
"Parked car"
]
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Black and white",
"environment": "Front porch of a residence",
"image_quality": "Grainy",
"indoor_outdoor": "Outdoor",
"lighting": "Night",
"scene_type": "CCTV",
"time_of_day": "Night",
"weather": "Unknown"
}
}
|
UCF-Crime-10sec/test/Arrest/Arrest007_x264_002400_002700
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [
{
"actions": [
"Approaches person on ground",
"Interacts with person"
],
"appearance": [
"Uniform",
"Short-sleeved shirt",
"Pants",
"Belt with equipment"
],
"count": "1",
"role": "Police"
},
{
"actions": [
"Lying on the ground"
],
"appearance": [
"Spotted clothing"
],
"count": "1",
"role": "Unknown"
}
],
"description": "Grainy, black-and-white CCTV footage from night shows a police interaction at a building entrance. An officer in uniform approaches and interacts with an unknown person wearing spotted clothing who is lying on the ground. The abnormal event is marked with a timestamp, and a UCIT logo is present before the video transitions to a title card for the company.",
"description_another_category": {
"description": [
"Monochromatic surveillance footage captures an unsettling incident in a back alley at night. An individual is seen motionless on the pavement while another person crouches over them, appearing to rifle through their belongings before quickly exiting the frame.",
"Overnight security footage from inside a deserted laundromat captures a washing machine beginning to malfunction violently. Smoke billows from the unit before sparks erupt, igniting a small fire. The scene is captured from a fixed, high-angle camera in monochrome, showing the developing hazard in an otherwise empty room.",
"Captured from a high-angle, wide-shot security camera overlooking an empty multi-story car park in the middle of the night, a startling geological event unfolds. The concrete surface in one of the parking bays suddenly cracks and gives way, collapsing into a dark, newly formed sinkhole. Debris and dust cloud the camera's view for a moment before settling, revealing the significant damage to the structure.",
"A wide-angle, color security camera observes an automated manufacturing floor from a high vantage point. A large yellow robotic arm, designed for heavy lifting, suddenly deviates from its programmed sequence. It jerks erratically before swinging uncontrollably and smashing into a nearby conveyor belt system, causing a cascade of mechanical failures and scattering parts across the otherwise empty workspace. The event is a sudden and destructive anomaly in a controlled environment."
],
"similarity_score": [
0.724,
0.602,
0.673,
0.534
]
},
"description_opposite_category": {
"description": [
"A security guard conducts a routine nighttime patrol, captured on a fixed, black-and-white camera. The guard walks past the entrance of a closed business, briefly pauses to check a door handle, and continues on their designated route without incident.",
"From a ceiling-mounted camera in a well-lit warehouse, a forklift operator is seen methodically moving pallets from a loading bay to designated storage racks. The clip shows a standard, uneventful daytime operational procedure, with the timestamp in the corner marking the progress of a typical workday.",
"A wide-angle camera positioned above a commercial kitchen's prep station shows a chef systematically chopping vegetables. The chef works efficiently, moving from a pile of carrots to a stack of onions, placing the diced produce into separate containers. The scene depicts a standard, repetitive task during morning food preparation for a restaurant, with other kitchen staff moving in the background.",
"Shot from a traffic camera with a fisheye lens, a public transit bus arrives at a designated bus shelter on a quiet city street during the afternoon. The bus doors open, a passenger disembarks, and two people waiting on the sidewalk board the vehicle. After a brief, standard stop, the doors close, and the bus merges back into the light traffic, continuing its scheduled route. The entire interaction is unremarkable and part of the daily urban routine."
],
"similarity_score": [
0.853,
0.595,
0.576,
0.531
]
},
"description_same_category": {
"description": [
"In low-light security footage from a subway platform, two transit officers are seen providing aid to a person slumped against a tiled wall. One officer speaks into a radio while the other checks on the individual, marking an unusual late-night response.",
"Nighttime traffic camera footage, distorted by heavy rain, shows a police cruiser with flashing lights stopped at the edge of a flooded roadway. An officer wades through knee-deep water toward a stranded vehicle, attempting to help the occupant. The screen later cuts to a graphic with the emergency services' logo.",
"Infrared footage from a trail camera in a dense forest captures an unusual sight after dark. A park ranger uses a powerful flashlight to guide a disoriented hiker, who is shivering and wrapped in a foil blanket, along a muddy path. The hiker stumbles, and the ranger helps them regain their footing. The clip concludes with a graphic displaying the logo for the National Park Service.",
"From the first-person perspective of a paramedic's body-worn camera, a chaotic scene unfolds in a sun-drenched public park during a festival. The paramedic pushes through a dense crowd to reach an individual who has collapsed near a food vendor's stall. The footage is shaky as they kneel to render aid, with the audio picking up concerned shouts from bystanders. The clip concludes by fading to a blue screen displaying the logo and name of the regional medical services."
],
"similarity_score": [
0.717,
0.674,
0.661,
0.569
]
},
"event": {
"intentionality": "Unknown",
"normality": "Abnormal",
"severity": "Moderate",
"threat_to_humans": "Potential",
"type": [
"Police interaction",
"Assisting person",
"Title card"
]
},
"location": {
"is_location_explicit": "No",
"place_text": "Unknown",
"place_type": "Building entrance"
},
"objects": {
"logo_present": "UCIT logo",
"text_overlay_present": "Yes",
"tools_or_weapons": [
"Possible police equipment on belt"
],
"vehicles": [
"Car partially visible in background"
]
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Black and white",
"environment": "Building entrance",
"image_quality": "Grainy",
"indoor_outdoor": "Outdoor",
"lighting": "Night",
"scene_type": "CCTV",
"time_of_day": "Night",
"weather": "Unknown"
}
}
|
UCF-Crime-10sec/test/Arrest/Arrest007_x264_002700_003000
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [],
"description": "The video displays a static, clear color title card, which appears to be an advertisement. The digital graphic shows a logo and text for 'UCIT', along with a phone number and the website 'WWW.UCITONLINE.COM'. This is a normal, non-action scene with no event, severity, or threat to humans.",
"description_another_category": {
"description": [
"A computer monitor displays a screen saver with a slowly drifting geometric pattern. A small text box in the corner shows the current system time and the message 'System Locked.'",
"A large digital timetable at a train station cycles through upcoming departure information. Rows of text display destinations, platform numbers, and status updates like 'ON TIME' or 'DELAYED' in bright, amber-colored LED letters against a dark background.",
"The small LCD screen of a home appliance shows its current status. Bright white digits indicate the temperature is set to '400°F' and a progress bar illustrates the preheating cycle is almost finished. A small fan icon confirms that the convection mode is active.",
"A close-up shot focuses on a smart home thermostat mounted on a wall. The circular digital screen is illuminated, showing the current indoor temperature as '21°C' in large, crisp numbers. A small leaf icon is visible, indicating the device is in an energy-saving mode. The display is static and presents routine information."
],
"similarity_score": [
0.553,
0.528,
0.557,
0.534
]
},
"description_opposite_category": {
"description": [
"A system error message abruptly takes over the screen. The display is filled with garbled text and code, with a pop-up window in the center reading 'FATAL EXCEPTION: MEMORY_FAULT,' indicating a critical software crash.",
"The screen abruptly glitches, showing bands of distorted color and digital noise. A loud pop is heard, and a section of the monitor goes dark, with a visible spiderweb of cracks spreading from a central point, signaling catastrophic physical damage to the display.",
"The screen flickers and cuts to a black background with a flashing red skull and crossbones icon. Below the symbol, a threatening message types itself out: 'YOUR SYSTEM HAS BEEN COMPROMISED.' A digital timer appears, rapidly counting down from sixty seconds.",
"The screen suddenly cuts to a stark white background with bold, black text. A header reads 'EMERGENCY ALERT SYSTEM' above a block of text detailing a severe weather warning for the area. An audible, high-pitched tone accompanies the visual, and a progress bar at the bottom of the screen indicates the message is being broadcast. The entire presentation is urgent and designed to capture immediate attention, interrupting any previous content."
],
"similarity_score": [
0.579,
0.569,
0.554,
0.57
]
},
"description_same_category": {
"description": [
"A promotional graphic for a seasonal sale appears on screen. The text 'Spring Clearance - 50% Off' is prominently displayed in bold font over a pastel-colored background, with a company logo in the corner.",
"An animated intro sequence for a documentary series begins. Against a backdrop of swirling nebulas, the title 'Cosmic Frontiers' materializes in a futuristic font. A small logo for the production studio briefly appears in the lower-right corner before the screen fades to black.",
"On a plain blue background, a public service announcement is displayed in simple white text. The message reads, 'Remember to check your smoke detectors. A message from the National Fire Safety Council.' The static, text-only screen contains no logos or other graphics."
],
"similarity_score": [
0.578,
0.575,
0.493
]
},
"event": {
"intentionality": "Non-action (no human act)",
"normality": "Normal",
"severity": "None",
"threat_to_humans": "None",
"type": [
"Title card",
"Advertisement"
]
},
"location": {
"is_location_explicit": "Yes",
"place_text": "WWW.UCITONLINE.COM",
"place_type": "Website"
},
"objects": {
"logo_present": "Unknown",
"text_overlay_present": "Yes",
"tools_or_weapons": [],
"vehicles": []
},
"setting": {
"camera_style": "Unknown",
"color_mode": "Color",
"environment": "Digital graphic",
"image_quality": "Clear",
"indoor_outdoor": "Unknown",
"lighting": "Unknown",
"scene_type": "Title card",
"time_of_day": "Unknown",
"weather": "Unknown"
}
}
|
UCF-Crime-10sec/test/Arrest/Arrest007_x264_003000_003144
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [
{
"actions": [
"Driving a vehicle",
"Losing control of vehicle",
"Exiting the vehicle"
],
"appearance": [],
"count": "1",
"role": "Victim"
}
],
"description": "Grainy, black-and-white CCTV footage captures an accidental traffic incident on a highway during the day. A light-colored SUV experiences a vehicle malfunction, losing two wheels which then roll into lanes of oncoming traffic, posing a direct threat. Following the incident, a person, presumed to be the driver, exits the now-disabled vehicle.",
"description_another_category": {
"description": [
"Night vision footage from a remote border crossing shows a vehicle stopping near a checkpoint barrier. Two individuals get out, cut a hole in a nearby chain-link fence, and pass several large, dark bundles through the opening to a person waiting on the other side before speeding away.",
"A high-angle security camera overlooks an urban alleyway behind a commercial building late at night. Suddenly, a bright flash emanates from a dumpster, followed by a plume of thick smoke. Two figures, startled by the event, are seen running away from the scene down the alley and out of the camera's view.",
"A camera mounted on a utility pole captures a residential neighborhood during a severe thunderstorm. A powerful bolt of lightning strikes a large tree in a front yard, causing a massive branch to split and crash down onto the roof of the house, creating a gaping hole.",
"From a high-angle, indoor security camera, a robotic arm on an assembly line malfunctions, dropping a large vat of liquid that ruptures on the factory floor. As the chemical spreads, audible alarms and flashing warning lights are triggered, and several workers in the background are seen running towards an emergency exit, following established safety protocols."
],
"similarity_score": [
0.634,
0.555,
0.561,
0.605
]
},
"description_opposite_category": {
"description": [
"A static, wide-angle shot from a highway overpass captures the typical, orderly flow of daytime traffic. Vehicles across multiple lanes maintain safe distances and consistent speeds, proceeding without any disruptions or noteworthy events under a clear sky.",
"Monitored from a corner-mounted camera, a quiet library reading room is shown. Several patrons are seated at individual desks, reading books or using laptops. A librarian occasionally walks between the shelves, reshelving books. The scene is calm and uneventful, with only the soft, ambient light of the room visible.",
"Viewed from a high, fixed camera, the inside of a multi-story parking garage is shown during off-peak hours. A handful of cars are parked neatly in their spaces. A single person walks from their vehicle to a nearby elevator lobby without incident. The scene is quiet and static, illuminated by fluorescent lights.",
"A fixed camera provides a wide shot of a public plaza on a sunny day. A groundskeeper methodically sweeps leaves into a pile near a row of empty benches. In the background, a few children play near a water fountain under the watchful eye of a parent. The entire scene depicts a quiet, uneventful weekday afternoon."
],
"similarity_score": [
0.722,
0.549,
0.641,
0.54
]
},
"description_same_category": {
"description": [
"From a security camera positioned over a busy intersection, a commercial truck attempting a turn suddenly jackknifes, its trailer swinging wide and colliding with a traffic light pole. The impact causes the pole to lean precariously as other vehicles brake sharply to avoid the obstruction.",
"A low-quality, fixed camera shows a mountain pass at dawn. A tanker truck's brakes appear to fail on a steep downhill grade. It gains speed uncontrollably, veering erratically before overturning and sliding into a guardrail, blocking the entire road. No other vehicles are immediately visible in the foggy conditions.",
"Filmed from a low-angle, shaky dashcam perspective at night, a passenger car driving on a two-lane road suddenly swerves as its headlights illuminate a large deer standing in the middle of the lane. The vehicle collides with the animal, causing a violent jolt and shattering the windshield before the car spins to a stop on the shoulder.",
"Filmed by a security camera inside a subterranean roadway, a sedan driving in the left lane begins to trail thick, black smoke from its engine compartment. The vehicle swerves to the shoulder and stops abruptly. The driver and a passenger quickly get out and move away from the car just as small flames start to lick out from under the hood, causing the tunnel's emergency lighting system to activate."
],
"similarity_score": [
0.734,
0.668,
0.709,
0.731
]
},
"event": {
"intentionality": "Accidental",
"normality": "Abnormal",
"severity": "High",
"threat_to_humans": "Direct",
"type": [
"Vehicle malfunction",
"Traffic incident",
"Accident"
]
},
"location": {
"is_location_explicit": "No",
"place_text": "Unknown",
"place_type": "Highway"
},
"objects": {
"logo_present": "None",
"text_overlay_present": "Yes",
"tools_or_weapons": [
"Detached vehicle wheels"
],
"vehicles": [
"Light-colored SUV",
"Multiple cars",
"Motorcycle"
]
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Black and white",
"environment": "Highway",
"image_quality": "Grainy",
"indoor_outdoor": "Outdoor",
"lighting": "Daylight",
"scene_type": "CCTV",
"time_of_day": "Day",
"weather": "Clear"
}
}
|
UCF-Crime-10sec/test/Arrest/Arrest024_x264_000000_000300
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [
{
"actions": [
"Walking into traffic",
"Struck by vehicle"
],
"appearance": [],
"count": "1",
"role": "Victim"
},
{
"actions": [
"Driving vehicles",
"Riding motorcycle"
],
"appearance": [],
"count": "Multiple",
"role": "Bystander"
}
],
"description": "Grainy, black-and-white CCTV footage captures a high-severity traffic accident on a multi-lane road during the day. A pedestrian, the victim, is seen walking into active traffic and is struck by a car, posing a direct threat. Multiple other vehicles, including a motorcycle and a possible emergency vehicle, are present as bystanders during the abnormal event.",
"description_another_category": {
"description": [
"In monochrome footage from an overpass camera, two cars are seen braking abruptly in the middle lane of a highway, causing other traffic to swerve. The drivers exit their vehicles and engage in a heated physical altercation on the pavement before one is thrown to the ground. Several other motorists slow down to watch the confrontation.",
"From a security camera positioned on a building's exterior, a person is seen approaching a parked bicycle at night. After looking around to ensure they are alone, they use bolt cutters to sever the lock, mount the bicycle, and quickly ride away down the empty street, disappearing from the camera's view.",
"Captured via what appears to be a cell phone camera at night, the shaky footage shows an empty subway platform. A person wearing a dark hoodie walks to the edge of the platform and deliberately shoves a large, rolling suitcase onto the tracks below. The person then casually walks away and exits the station just before a train's headlights become visible in the tunnel.",
"Filmed from a high-corner security camera in a warehouse, two workers are seen attempting to move a tall, unstable stack of heavy boxes using a pallet jack. As they navigate a corner, the stack begins to wobble precariously. One worker tries to steady it, but the entire load topples over, narrowly missing them and creating a large mess in the aisle. The event appears to be an industrial accident resulting from improper material handling."
],
"similarity_score": [
0.838,
0.626,
0.552,
0.58
]
},
"description_opposite_category": {
"description": [
"A fixed camera records a routine daytime scene at a marked crosswalk. Several pedestrians wait for the signal to change before crossing the street in an orderly fashion. Vehicles in multiple lanes are stopped and wait patiently for the group to clear the intersection before proceeding.",
"A wide-angle, high-elevation camera provides a clear, full-color view of a major freeway during midday. Traffic flows smoothly and continuously in all lanes, with cars and trucks maintaining safe following distances. The scene shows the steady and predictable movement of commuter vehicles under a clear sky with no disruptions.",
"Overhead surveillance footage captures a busy commercial kitchen during service hours. Cooks and kitchen staff move in a coordinated, efficient manner between various workstations. One staff member operates a deep fryer, another assembles dishes on a counter, and a third washes dishes in the background. The entire scene depicts a standard, high-paced but routine work environment.",
"A static, wide-shot camera monitors the entrance of a public library. Throughout the clip, various individuals are seen entering and exiting through the automatic glass doors. Some carry stacks of books, while others push strollers or pull small rolling bags. The flow of people is steady but calm, depicting a typical day of public access to the building without any unusual incidents."
],
"similarity_score": [
0.76,
0.745,
0.652,
0.593
]
},
"description_same_category": {
"description": [
"From a security camera mounted on a convenience store, a vehicle is seen losing control at an urban intersection. It swerves erratically, jumps the curb, and collides with an individual waiting at a bus stop, sending debris flying. The incident, captured in color with a timestamp overlay, unfolds rapidly amidst other stopped traffic.",
"Overhead footage from a highway traffic monitor shows a large commercial truck taking an exit ramp too quickly at night. The truck's trailer begins to sway violently before the entire vehicle tips onto its side, sliding across the pavement and blocking the ramp. Sparks fly from the metal scraping against the road as other cars behind brake suddenly to avoid a secondary collision.",
"Filmed from a distant, static camera mounted high on a rural building, a long, straight country road is visible at dawn. The image is hazy and low-resolution. A lone figure is walking along the dirt shoulder when a dark-colored pickup truck approaches from behind at high speed. The truck veers slightly onto the shoulder, striking the individual and continuing down the road without slowing. The camera's perspective is too wide to capture details of the aftermath.",
"Dashcam footage from inside a vehicle at night records a drive along a rain-slicked, two-lane rural road with the windshield wipers active. Suddenly, a car from a poorly lit side street runs a stop sign and pulls directly into the dashcam vehicle's path. The video captures the brief moment before impact, showing the other car's side, followed by the violent shake of the collision and the sound of crashing metal before the view is obscured."
],
"similarity_score": [
0.755,
0.648,
0.59,
0.598
]
},
"event": {
"intentionality": "Unknown",
"normality": "Abnormal",
"severity": "High",
"threat_to_humans": "Direct",
"type": [
"Traffic accident",
"Pedestrian struck"
]
},
"location": {
"is_location_explicit": "No",
"place_text": "Unknown",
"place_type": "Multi-lane road"
},
"objects": {
"logo_present": "Live Leak logo",
"text_overlay_present": "Yes",
"tools_or_weapons": [],
"vehicles": [
"Multiple cars",
"Motorcycle",
"Possible emergency vehicle"
]
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Black and white",
"environment": "Multi-lane road",
"image_quality": "Grainy",
"indoor_outdoor": "Outdoor",
"lighting": "Daylight",
"scene_type": "CCTV",
"time_of_day": "Day",
"weather": "Unknown"
}
}
|
UCF-Crime-10sec/test/Arrest/Arrest024_x264_000300_000600
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [
{
"actions": [
"Driving white hatchback",
"Losing control of vehicle",
"Crashing and rolling over"
],
"appearance": [],
"count": "Unknown",
"role": "Victim"
},
{
"actions": [
"Driving dark SUV",
"Possibly colliding with white hatchback",
"Driving away from the scene"
],
"appearance": [],
"count": "Unknown",
"role": "Possible Perpetrator"
},
{
"actions": [
"Driving other vehicles",
"Riding motorcycle"
],
"appearance": [],
"count": "Multiple",
"role": "Bystander"
}
],
"description": "Grainy, black-and-white CCTV footage captures a high-severity traffic accident on a multi-lane road during the day in rainy weather. A white hatchback suddenly loses control and rolls over after possibly being struck from behind by a dark SUV. The SUV continues to drive away from the scene, indicating a possible hit-and-run and a direct threat to the occupants of the crashed car.",
"description_another_category": {
"description": [
"A wide-angle traffic camera observes a vehicle stopped on the shoulder of a busy expressway. Plumes of black smoke suddenly start billowing from the car's engine compartment, quickly followed by visible flames, forcing other motorists to swerve and slow down to avoid the developing vehicle fire.",
"Filmed from a camera on a tall building, a public square is shown during a sudden downpour. Without warning, a large metal sign attached to the facade of a nearby building breaks loose from its mountings and crashes onto the empty pavement below, narrowly missing pedestrians taking shelter under an awning.",
"Monochrome security footage from inside a convenience store aisle shows a person shopping. A second individual enters the frame and, after a brief, inaudible exchange, violently shoves the shopper into a tall shelving unit. The unit topples over, sending merchandise cascading across the floor as a physical altercation begins between the two people, moving them just out of the camera's static view.",
"A static, low-light security camera pointed at a row of vehicles in an underground parking structure records the scene. A sudden shower of dust and small debris falls from the ceiling, followed moments later by a large section of the concrete slab breaking away. It crashes down directly onto the roof and hood of a parked sedan, caving them in. Water from a ruptured pipe then begins to gush from the hole in the ceiling, pooling on the floor around the damaged car."
],
"similarity_score": [
0.692,
0.658,
0.62,
0.678
]
},
"description_opposite_category": {
"description": [
"An overhead traffic camera shows a normal, steady flow of vehicles moving across multiple lanes of a wet highway during the day. Cars, trucks, and buses maintain safe following distances under the overcast sky, with traffic proceeding smoothly and without incident.",
"A fixed security camera provides a wide view of a warehouse loading bay during a work shift. A forklift methodically transports pallets from a delivery truck to designated storage areas inside the building, while workers in safety vests oversee the routine and uneventful operation.",
"A static, high-angle camera with a time-of-day overlay films a quiet subway platform. A train pulls into the station and comes to a stop. Its doors slide open, a few passengers exit, and several waiting commuters board in an orderly manner. Shortly after, the doors close, and the train continues on its route, leaving the platform nearly empty again in a routine sequence.",
"A wide-shot camera positioned on a building overlooks a pedestrianized city plaza at dawn. A municipal cleaning vehicle slowly moves across the paved area, its rotating brushes tidying the ground. A couple of individuals are seen jogging along the perimeter of the square, and a lone person crosses the frame while walking a dog on a leash. The entire scene is quiet and orderly as the city begins to wake up."
],
"similarity_score": [
0.805,
0.588,
0.602,
0.516
]
},
"description_same_category": {
"description": [
"Night-vision security footage from an intersection captures a large truck running a red light and T-boning a sedan. The impact sends the smaller car spinning into a traffic light pole, while the truck accelerates through the intersection and flees the scene down a side street without stopping.",
"A dashboard camera captures a terrifying moment on a dirt road as a pickup truck swerves violently, overcorrects, and then tumbles into a deep ditch on the side of the road, kicking up a huge cloud of dust. The vehicle comes to rest on its side as the recording continues.",
"From a low-angle camera mounted on a building, an otherwise empty city street at dawn is disturbed when a delivery van, moving at high speed, fails to negotiate a turn. The van jumps the curb and smashes through the glass front of a retail store, coming to a halt partially inside the building amid a cloud of dust and shattered debris.",
"Seen from a high-angle camera mounted on a suspension bridge, dense traffic moves slowly under an overcast sky. A motorcyclist attempts to weave between two lanes of cars. Suddenly, a sedan makes an abrupt lane change, striking the motorcycle's rear wheel. The rider is ejected onto the pavement as the bike slides out of control, colliding with the front of a van in the adjacent lane, which then brakes hard, causing a concertina-style collision with the vehicles behind it."
],
"similarity_score": [
0.674,
0.635,
0.59,
0.663
]
},
"event": {
"intentionality": "Unknown",
"normality": "Abnormal",
"severity": "High",
"threat_to_humans": "Direct",
"type": [
"Traffic accident",
"Vehicle collision",
"Rollover crash",
"Possible hit-and-run"
]
},
"location": {
"is_location_explicit": "No",
"place_text": "Unknown",
"place_type": "Highway"
},
"objects": {
"logo_present": "News channel logo",
"text_overlay_present": "Yes",
"tools_or_weapons": [],
"vehicles": [
"White hatchback",
"Dark SUV",
"Multiple other cars",
"Motorcycle"
]
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Black and white",
"environment": "Multi-lane road or highway",
"image_quality": "Low resolution",
"indoor_outdoor": "Outdoor",
"lighting": "Daylight",
"scene_type": "CCTV",
"time_of_day": "Day",
"weather": "Rainy"
}
}
|
UCF-Crime-10sec/test/Arrest/Arrest024_x264_000600_000900
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [
{
"actions": [
"Block suspect vehicle with cars",
"Exit vehicles",
"Surround car",
"Point firearms",
"Pull suspect from vehicle",
"Shoot suspect"
],
"appearance": [
"Tactical gear",
"Helmets"
],
"count": "Multiple",
"role": "Police"
},
{
"actions": [
"Driving vehicle",
"Being pulled from vehicle",
"Being shot",
"Falling to the ground"
],
"appearance": [],
"count": "Multiple",
"role": "Perpetrator"
},
{
"actions": [
"Walking on sidewalk"
],
"appearance": [],
"count": "1",
"role": "Bystander"
}
],
"description": "Daylight CCTV footage shows an abnormal event on a highway, where a police operation is underway. Multiple police officers in tactical gear use their vehicles, including a black SUV, to block a white hatchback. The officers, armed with firearms, surround the car and pull out multiple suspects, during which one perpetrator is shot and falls to the ground.",
"description_another_category": {
"description": [
"Grainy security footage captures a violent altercation in a desolate parking lot between occupants of two vehicles. Following a heated argument, one individual is thrown to the pavement as another person brandishes a weapon, causing the group to disperse rapidly as the cars speed away in opposite directions.",
"Viewed from a vehicle's dashboard camera, a multi-lane tunnel is thrown into chaos as a large truck ahead jackknifes, scraping the walls with a shower of sparks. The incident forces all following traffic to brake suddenly, narrowly avoiding a chain-reaction collision.",
"From a fixed, high-angle camera overlooking a factory yard, a sudden, bright flash is followed by a concussive blast from an industrial tower in the background. The powerful explosion sends a plume of dark smoke into the air and triggers an immediate panic, with workers on the ground scattering and running for cover away from the unfolding disaster.",
"Late-night surveillance footage from a deserted subway platform shows an unexpected visitor. A full-grown stag is seen cautiously walking down the stairs and onto the brightly lit platform. The animal appears disoriented, sniffing at a closed kiosk and looking down the empty tracks before calmly walking back towards the station entrance, leaving the scene as strangely as it arrived."
],
"similarity_score": [
0.749,
0.708,
0.612,
0.63
]
},
"description_opposite_category": {
"description": [
"A traffic camera monitors a busy highway where a police cruiser is parked on the shoulder behind a civilian car with its hazard lights on. An officer is seen calmly speaking with the driver at their window during a routine traffic stop, while other vehicles proceed normally in adjacent lanes.",
"Filmed from a stationary camera inside a coffee shop, the footage displays a typical urban morning. Pedestrians queue for a crosswalk, a city bus picks up passengers at a designated stop, and couriers on bicycles navigate through slow-moving traffic under clear skies.",
"A static camera positioned above an airport terminal gate captures the orderly process of passengers boarding a flight. An attendant scans tickets as people form a neat line, moving from the waiting area down a jet bridge. The atmosphere is calm and methodical, showing a routine part of air travel.",
"An overhead camera observes the floor of a distribution center, where automated guided vehicles methodically transport pallets of goods between aisles. Robotic arms are seen scanning and placing items onto a complex network of conveyor belts, all operating in a seamless and continuous cycle without any human intervention."
],
"similarity_score": [
0.833,
0.697,
0.665,
0.631
]
},
"description_same_category": {
"description": [
"Night-vision footage from a fixed camera shows a tactical team raiding a warehouse. Officers with rifles breach a side entrance, leading to a tense standoff in the loading bay. As one suspect attempts to flee, he is quickly surrounded and forcibly taken into custody by the armed police unit.",
"A high-angle security camera overlooks a crowded city plaza at dusk. Several plainclothes officers suddenly converge on an individual sitting on a bench. The person attempts to flee on foot but is swiftly tackled to the ground and apprehended after a brief struggle, causing nearby pedestrians to scatter in confusion.",
"Seen from the first-person perspective of a tactical officer's body-worn camera, a law enforcement team forcefully breaches the front door of a residential home at dawn. The view is chaotic and shaky as officers shout commands while moving through dimly lit rooms. The operation concludes with the swift restraint of two individuals found inside, ending the high-stakes apprehension.",
"From the grainy, monochrome view of a parking structure's security camera, a clandestine meeting between two groups near a support column abruptly escalates. As money is exchanged, one individual makes a subtle hand gesture, triggering a tactical team to emerge from a parked cargo van. The suspects scatter, leading to a frantic, short foot pursuit through the dimly lit garage before officers tackle and subdue one person behind a sedan."
],
"similarity_score": [
0.754,
0.62,
0.691,
0.661
]
},
"event": {
"intentionality": "Intentional",
"normality": "Abnormal",
"severity": "High",
"threat_to_humans": "Direct",
"type": [
"Police operation",
"Takedown",
"Apprehension",
"Shooting"
]
},
"location": {
"is_location_explicit": "No",
"place_text": "Unknown",
"place_type": "Highway"
},
"objects": {
"logo_present": "Unknown",
"text_overlay_present": "Yes",
"tools_or_weapons": [
"Firearms"
],
"vehicles": [
"White hatchback",
"Black SUV",
"White police car"
]
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Color",
"environment": "Highway or multi-lane road",
"image_quality": "Low resolution",
"indoor_outdoor": "Outdoor",
"lighting": "Daylight",
"scene_type": "CCTV",
"time_of_day": "Day",
"weather": "Unknown"
}
}
|
UCF-Crime-10sec/test/Arrest/Arrest024_x264_000900_001200
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
{
"actors": [
{
"actions": [
"Surround vehicles",
"Aim weapons",
"Pull person from car",
"Force person to the ground"
],
"appearance": [
"Tactical gear",
"Helmets"
],
"count": "Multiple",
"role": "Police"
},
{
"actions": [
"Being pulled from vehicle",
"Lying on the ground"
],
"appearance": [],
"count": "Multiple",
"role": "Perpetrator"
}
],
"description": "Daytime CCTV footage captures a high-severity police operation on an outdoor roadside. Multiple police officers in tactical gear, armed with rifles, surround a white car and a dark SUV. This intentional arrest involves officers pulling multiple individuals, considered perpetrators, from the vehicles and forcing them to the ground, posing a direct threat.",
"description_another_category": {
"description": [
"A grainy, fixed camera captures a violent confrontation on a street corner as armed individuals in dark gear ambush a white car. Occupants are forcibly removed from the vehicle and manhandled by the assailants near a waiting dark SUV before it speeds away.",
"From a low-resolution camera mounted on a utility pole, a powerful gust of wind suddenly tears through a street market during a storm. Canopies are ripped from their frames, debris flies through the air, and vendors and shoppers scramble for shelter under nearby awnings.",
"Monochrome footage from a camera inside an industrial facility captures a major equipment failure. A large hydraulic press suddenly emits a cloud of smoke and one of its main arms detaches, crashing onto the factory floor. Workers in the vicinity are seen immediately evacuating the area in a panic.",
"From a high-angle camera overlooking a city park, a large, unleashed dog is seen behaving aggressively, charging at pedestrians and forcing them to scatter. The animal corners a person near a public fountain, barking ferociously, creating a tense standoff until an animal control vehicle is seen pulling up on a nearby access road to intervene."
],
"similarity_score": [
0.788,
0.607,
0.618,
0.6
]
},
"description_opposite_category": {
"description": [
"A traffic camera observes a routine vehicle inspection at a daytime checkpoint. An officer calmly speaks to the driver of a white car, while other vehicles, including a dark SUV, wait in line as traffic flows smoothly.",
"A security camera with a timestamp overlay films the entrance to a public library. Throughout the day, a steady but calm stream of people enters and exits the building. A cyclist occasionally passes by on the sidewalk, and cars drive past on the street in the distance without incident.",
"A wide-angle, fixed camera captures a corporate meeting room over the course of an afternoon. People enter, take seats around a large table, and engage in a presentation projected on a screen. After about an hour, they gather their belongings and depart, leaving the room empty and tidy.",
"A fixed security camera monitors a residential backyard on a quiet morning. The footage displays a person systematically mowing the lawn. Later in the afternoon, the scene changes to children playing with a garden sprinkler as an adult relaxes on the patio, representing a day of completely ordinary household activities."
],
"similarity_score": [
0.773,
0.648,
0.656,
0.698
]
},
"description_same_category": {
"description": [
"In a warehouse district, security footage shows a tactical unit descending on a parked sedan and a cargo van. Officers with rifles drawn extract several subjects from the vehicles, securing them on the pavement in a swift, coordinated raid.",
"A night-vision security camera positioned on a building overlooks a dark alley. A team of law enforcement officers, using flashlights, breach a doorway. After a few moments, they escort a cuffed individual out of the building and into an unmarked van waiting at the alley's entrance.",
"From a high-angle security camera in a bustling shopping mall food court, two individuals in plain clothes are seen sitting at a table. They suddenly stand, apprehend a third person sitting nearby, and swiftly escort the individual away through the crowd of surprised onlookers. The action is quick and causes a momentary disruption before people return to their meals.",
"Captured on an onboard security camera, a subway car is traveling between stations when two plainclothes officers suddenly move to apprehend a seated individual. As the train pulls into the next stop and the doors open, the officers quickly escort the subdued suspect onto the platform, where uniformed personnel are waiting to take custody, causing other passengers to hastily clear the area."
],
"similarity_score": [
0.808,
0.729,
0.594,
0.69
]
},
"event": {
"intentionality": "Intentional",
"normality": "Abnormal",
"severity": "High",
"threat_to_humans": "Direct",
"type": [
"Police operation",
"Arrest",
"Vehicle stop"
]
},
"location": {
"is_location_explicit": "No",
"place_text": "Unknown",
"place_type": "Roadside"
},
"objects": {
"logo_present": "News channel logo",
"text_overlay_present": "Yes",
"tools_or_weapons": [
"Rifles"
],
"vehicles": [
"White car",
"Dark SUV",
"Police car"
]
},
"setting": {
"camera_style": "Fixed",
"color_mode": "Color",
"environment": "Roadside",
"image_quality": "Grainy",
"indoor_outdoor": "Outdoor",
"lighting": "Daylight",
"scene_type": "CCTV",
"time_of_day": "Day",
"weather": "Clear"
}
}
|
UCF-Crime-10sec/test/Arrest/Arrest024_x264_001200_001500
|
hf://datasets/backseollgi/ICML_annotation_file@7a3e995f75a99c31db447c1fb40968c7d880e630/UCF-Crime-10sec-json-only.zip
|
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