PerceptionComp: A Video Benchmark for Complex Perception-Centric Reasoning
Paper • 2603.26653 • Published • 9
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1 | Tokyo_6-8 | ①At the beginning of the video, the cameraman is walking on a step.
②In front and to the left of the cameraman, a man without a hat is also on the step.
③This man's gaze falls upon two natural landscapes, one large and one small.
④Assume you are directly beneath the large natural landscape, facing an orange teppanyaki sign. In what direction is the small landscape located relative to you? | Directly in front | Directly to the right | Directly to the left | Directly behind | Rear-left | 1 | Directly to the right | outdoor tour | 1 | null |
2 | Tokyo_6-8 | ①In the video, find an arcade on the street and remember the main color of its sign (Color A).
②Then, go back to the shot of the city square filmed from a high angle, where a sign with Color A as its background appears. ③Above this sign is another black sign with a doll on it.
What is the skin color of this doll? | Yellow | Red | Blue | White | Green | 2 | Blue | outdoor tour | 3 | null |
3 | Tokyo_6-8 | ①Locate a man who is wearing a white shirt and a black backpack.
②He is walking on a pedestrian street.
③When he first appears in the video, he is in a hurry to get to the opposite side of the street.
④The shop he walks out of has a sign with a main color A. Later, when the camera pans to the pedestrian street, a man is holding a plastic bag of color A. What is the color of the shirt worn by the person closest to him? | White | Blue | Red | Black | Grey | 3 | Black | outdoor tour | 2 | null |
4 | Tokyo_6-8 | ①In the video, a large bridge appears.
②On one side of this bridge is an arcade game shop. Now, locate a sporting goods store on the other side of the bridge.
③On the side of the building where this sporting goods store is located, there is a green advertisement.
④Opposite this advertisement is a shopping mall. Please search online, what was the opening year of this mall? | 2010 | 2012 | 2014 | 2018 | 2016 | 4 | 2016 | outdoor tour | 2 | null |
5 | Tokyo_6-8 | ①Locate a large display screen on the street that first shows a cartoon character and then a realistic video.
②Below this screen is a billboard full of anime characters.
③To the left of this billboard is a brightly colored promotional sign, with color B.
④There is a man nearby whose entire outfit is also color B. Locate this man.
⑤This man turns and stops at almost the same time as a woman.
⑥This woman is carrying a large bag. What is the color of this bag? | White | Black | Red | Yellow | Brown | 0 | White | outdoor tour | 3 | null |
6 | Tokyo_8-10 | ①In the arcade scene at the beginning of the video, find a claw machine that meets all the following conditions:
②It is part of a unit stacked with two layers of machines; it is on the upper layer.
③From the video's perspective, it is the machine on the far right.
④All adjacent machines are white.
If the protagonist stands directly in front of the side of this claw machine with the controls, facing it, in what direction is the dark black coin exchange machine located relative to the protagonist? | Rear-left | Front-right | Front-left | Directly behind | Directly right | 1 | Front-right | outdoor tour | 2 | null |
7 | Tokyo_8-10 | ①In the arcade, find a man wearing a white T-shirt and a black crossbody bag.
②At the moment he is about to disappear from the frame, assume he maintains his current orientation and position, and then turns to his left.
In what direction would the claw machine full of colorful handheld fans be located relative to him? | Directly in front | Directly behind | Directly to the right | Directly to the left | Rear-left | 2 | Directly to the right | outdoor tour | 2 | null |
8 | Tokyo_8-10 | ①First, find a circular logo on a building featuring a small animal.
②Assume the color of this animal's mouth is color 'a'.
③Later in the walk, a shop appears with a row of colorful small signs under its main sign. The color 'a' is on the far left.
Counting from the left, the main color of the 2nd sign is most similar to which other sign's color? | 4th | 6th | 7th | 8th | 10th | 3 | 8 | outdoor tour | 1 | null |
9 | Tokyo_8-10 | ①In the pedestrian street scene, find a male pedestrian who is wearing a short-sleeved T-shirt.
②He has a black shoulder bag on his left shoulder.
③As he walks from the right to the left of the screen, his front is momentarily completely blocked by a woman in a light-colored top.
④This woman then passes by a boy with yellow hair. What color is the yellow-haired boy's bag? | Black | Blue | Red | Brown | White | 4 | White | outdoor tour | 1 | null |
10 | Tokyo_8-10 | ①First, find a shop themed around a symbolic Chinese creature.
②At the crossroads at the end of the video, find the glasses shop with a red logo on the corner.
③Now, plan the shortest walking path in your mind from the center of the 'dragon' entrance to the glasses shop's door.
④When you reach the beginning of the crosswalk on this virtual path, the crosswalk is directly in front of you. In what direction is another shop with a solid red sign (not the Ray-Ban glasses shop) located relative to you? | Directly to the right | Directly to the left | Directly behind | Directly in front | Front-left | 0 | Directly to the right | outdoor tour | 2 | null |
11 | Tokyo_10-12 | ①At the beginning of the video, on the right side, there is a prominent vertical sign telling customers what businesses are on each floor. Let's define a 'y-color x-streak' as x consecutive signs of color y.
②Viewed vertically, the maximum streak on this sign is recorded as n.
How many different colors achieve this maximum streak n? | 1 | 3 | 2 | 4 | 5 | 1 | 3 | outdoor tour | 3 | null |
12 | Tokyo_10-12 | ①Find a unique traffic light in the video that meets all the following conditions:
②It is located at a street corner.
③Directly below it (vertically) is a white and green pedestrian crossing light.
④The traffic light has two pedestrian indicator lights attached to it.
From the camera's angle, what is the color of the wall behind the traffic light? | White | Green | Brown | Grey | Yellow | 2 | Brown | outdoor tour | 1 | null |
13 | Tokyo_10-12 | ①While passing through the pedestrian street, many cars are parked on the roadside. Locate a car 'a' that meets the following conditions:
②Car 'a' does not have its hazard lights on (the lights are not flashing).
③The first digit of its license plate is not 6.
④Now, look at the car 'b' in front of car 'a'. The sign of the shop closest to car 'b' features a common household item. What is it? | Spoon | Key | Fork | Scissors | Glass | 3 | Scissors | outdoor tour | 1 | null |
14 | Tokyo_10-12 | ①Find a male pedestrian who has all the following features:
②He is crossing at a crosswalk.
③He is wearing a baseball cap.
④The person closest to him is wearing a crossbody bag.
How many people are crossing the crosswalk in a group with him? | 3 | 5 | 10 | 12 | 7 | 4 | 7 | outdoor tour | 2 | null |
15 | Tokyo_10-12 | ①Find a woman with blonde hair.
②The man next to her is carrying a shoulder bag and wearing white shorts. Let's call the man 'b'.
③When 'b' is in the center of the screen, he is looking at a shop 'x'.
④Locate the streetlight closest to this shop. What is at the base of this streetlight? | A bicycle | A trash can | A fire hydrant | A mailbox | A bench | 0 | A bicycle | outdoor tour | 1 | null |
16 | Tokyo_12-14 | ①In the video, as the camera follows a man with a black backpack and striped shirt walking on the sidewalk, he passes two red-and-white shops.
②Between these two shops, there are two other shops, and a man walks out of one of them.
What is the color of the item this man is holding in his left hand? | White | Black | Blue | Red | Green | 1 | Black | outdoor tour | 1 | null |
17 | Tokyo_12-14 | ①Several people with umbrellas appear in the video. Locate a woman with an umbrella who is wearing shorts, and her umbrella has a white background with a black pattern.
②To her front-left, there is another person 'b' with an umbrella (on the same side of the road).
③Across the street from person 'b' is a man facing them, and he is carrying a crossbody bag.
What color is this man's shirt? | Black | White | Grey | Blue | Red | 2 | Grey | outdoor tour | 2 | null |
18 | Tokyo_12-14 | ①In the video, as the camera films from behind a group of pedestrians waiting to cross the street, a blue and white striped 'MIZUHO' bank building is visible across the road.
②In this group of pedestrians, there is a person with a distinctive hair color, and their bag is the same color as their hair.
If you were this person, facing the direction they are facing, what color is the bag of the man with headphones behind you? | Black | White | Grey | Brown | Blue | 3 | Brown | outdoor tour | 1 | null |
19 | Tokyo_12-14 | ①In the video, a white taxi is waiting at a traffic light.
②Directly in front of it is a black SUV.
③When the light turns green and both vehicles start moving, a man in the crowd scratches his neck after the SUV passes through the people.
What is the color of this man's shirt? | White | Red | Blue | Grey | Black | 4 | Black | outdoor tour | 1 | null |
20 | NewYork_3-5 | ①In the video, first locate the store with a giant glass cube entrance.
②On the street next to this glass cube, there are two food trucks of the same color.
③When passing the food truck closer to the glass cube, an SUV of the same color as the food truck appears on the right-hand side of the road.
What is the color of the vest of the cyclist passing by this SUV at this moment? | Blue | Red | Yellow-green | Solid green | Solid yellow | 2 | Yellow-green | outdoor tour | 2 | null |
21 | NewYork_3-5 | Please find a moment in the video that satisfies all the following conditions:
①There is a white food truck on the street.
②At least two American flags are hanging on a distant building.
③A mother pushing a stroller has just disappeared from the frame.
④At this moment, there are many people in the frame.
⑤Focus on a man wearing a hat and standing still in this crowd.
What is the color of the shirt of the man also standing still to his right? | Black | Blue | White | Red | Gray | 3 | Red | outdoor tour | 2 | null |
22 | NewYork_3-5 | ①Find the bald man with a backpack walking on the steps next to the glass cube entrance.
②In the frame, there is a woman with the same skin tone as him, taking care of a child.
In what direction is this woman located relative to a seated man wearing a blue hat (from the perspective of the man in the hat)? | Front-right | Rear-right | Front-left | Directly behind | Rear-left | 4 | Rear-left | outdoor tour | 1 | null |
23 | NewYork_3-5 | ①Find the beige building A with many flags in the video.
②Then find an area B enclosed by a low red and white barrier.
③Consider the two flags on building A that are closest to area B; they form a line l1.
④Consider the line l2 extended from the windowsills of the row of windows on building A facing area B.
What is the approximate acute angle between line l1 and line l2? | 30° | 0° | 90° | 60° | 75° | 0 | 30° | outdoor tour | 3 | null |
24 | NewYork_3-5 | Please find a car in the video that satisfies all the following conditions:
①It is behind a group of yellow cars.
②It is in the lane to the right of the lane with a left-turning car.
③It is not yellow.
④There is a car of the same color directly in front of it.
⑤It is in front of the left-turning car.
What is the color of this car? | White | Black | Silver | Blue | Red | 1 | Black | outdoor tour | 3 | null |
25 | NewYork_3-5 | The scene shows many buildings with American flags. Now, identify building A:
①Its flags are higher than any other flags in the frame.
②All of its visible flags are at the same height.
③Next, locate building B: it is surrounded by red posters and has a small green door in the middle.
④Imagine a person standing at the entrance of B, facing the street.
In what direction would building A be located relative to this person? | Rear-left | Front-left | Front-right | Rear-right | Directly in front | 2 | Front-right | outdoor tour | 2 | null |
26 | NewYork_6-8 | ①Find a shop window filled with yellow lights, displaying various musical instruments.
②As the camera pans right from this window until the American flag across the street first appears clearly,
③Position yourself at the hanging point of that flag, facing the yellow-lit window.
In what direction is the distant, church-like spire building located relative to you? | Front-left | Front-right | Rear-left | Rear-right | Directly in front | 3 | Rear-right | outdoor tour | 1 | null |
27 | NewYork_6-8 | ①As the camera walks past the HUBLOT store;
②A woman in a black dress is walking on the street;
③To the woman's rear-left, there is a person A in white shorts walking in the opposite direction.
④Person A has passed a person standing still.
What was this stationary person doing when person A passed them? | Making a phone call | Talking to someone | Looking at a phone | Drinking water | Looking at a store window | 2 | Looking at a phone | outdoor tour | 1 | null |
28 | NewYork_6-8 | ①Locate the Louis Vuitton window display featuring three pink flamingo models.
②In the window directly behind these flamingos, there is a mannequin wearing sunglasses and a black outfit.
What is the English word written above this mannequin's head? | VUITTON | VOYAGE | PARIS | FASHION | LOUIS | 4 | LOUIS | outdoor tour | 1 | null |
29 | NewYork_6-8 | Find the only pedestrian in the frame who meets all the following criteria:
①Is male;
②Is wearing a short-sleeved shirt with at least two colors;
③Is wearing white shorts.
At the moment he is closest to the nearest lamppost, which store is he closest to? | 745 | BERGDORF GOODMAN | HUBLOT | BVLGARI | Tiffany & Co. | 0 | 745 | outdoor tour | 2 | null |
30 | NewYork_6-8 | ①Find a blue bus with the number 326 on one corner of its front.
②The color of the wall of the fashion store to the bus driver's right is A.
③There is a flag to the bus driver's left whose color is also close to A.
What is the color of the billboard below this flag? | Red | Blue | Yellow | White | Green | 1 | Blue | outdoor tour | 1 | null |
31 | NewYork_6-8 | ①In the BERGDORF GOODMAN store window at the beginning of the video, there is a mannequin in a yellow suit next to a silver barber chair.
②Now, imagine you are sitting in this chair, and there is a tree to your front-left.
③If you are now standing under the tree, facing the distant, church-like spire building.
In what direction is the silver barber chair located relative to you? | Directly in front | Rear-left | Front-left | Rear-right | Directly behind | 4 | Directly behind | outdoor tour | 1 | null |
32 | NewYork_8-10 | At an intersection, find a car that meets all the following conditions:
①It is a white car.
②It is moving from the right side of the screen to the left.
③From the white car driver's perspective, there is a black car directly in front of it.
What is the color of the car directly behind this white car? | White | Silver | Red | Black | Blue | 3 | Black | outdoor tour | 1 | null |
33 | NewYork_8-10 | ①First, find the American flag next to the green flag hanging on the exterior wall of the 'Tiffany & Co.' building.
②Then, later in the video at an intersection, find a woman wearing a green plaid top and a black backpack.
③At the moment this woman has one foot on the edge of the crosswalk line and the other foot has not yet stepped onto the crosswalk.
From the woman's perspective, in what direction is the American flag? | Directly to the left | Directly in front | Directly to the right | Directly behind | Front-left | 2 | Directly to the right | outdoor tour | 1 | null |
34 | NewYork_8-10 | On the crosswalk, find a pedestrian who meets all the following criteria:
①Is a man.
②Is wearing a light-colored short-sleeved shirt.
③Is wearing glasses.
④Is holding something in his left hand.
⑤Assuming you are this man, there is a man with a shoulder bag to your front-right.
What is the color of this man's shirt? | Brown | Black | Blue | White | Gray | 0 | Brown | outdoor tour | 2 | null |
35 | NewYork_8-10 | ①Find the large clock next to the golden 'TRUMP TOWER'.
②Observe the spire of the church-like building behind the clock (from the video's perspective).
③Imagine you are standing next to the clock, facing the church spire.
④The interior theme color of the building to your front-left is A.
⑤Next to this building, there is a man whose shirt is also color A.
What color are this man's pants? | Blue | Black | Gray | White | Khaki | 1 | Black | outdoor tour | 1 | null |
36 | NewYork_8-10 | Please find a moment in the video that satisfies all the following conditions:
①A young man in a dark blue Polo shirt is leaning against a traffic light pole, looking at his phone.
②A woman in a black top and denim shorts walks past him.
③As the man is about to disappear from the frame, there is a man in a black shirt and black shorts to his front-right.
What is this man's hair color? | Black | Blonde | Red | Gray | Brown | 4 | Brown | outdoor tour | 1 | null |
37 | NewYork_8-10 | ①Find the rainbow-colored bus with 'World Pride' printed on its side as it drives by.
②Then, later in the video, find a police officer resting by the roadside.
③And this officer is standing next to a street clock.
④Imagine you are standing where the officer is, facing the direction in which the rainbow bus disappeared.
What is the name of the store to your front-right? | Trump Tower | Prada | Tiffany & Co. | Gucci | Bvlgari | 2 | Tiffany & Co. | outdoor tour | 1 | null |
38 | NewYork_10-12 | ①First, find a male employee pushing a cart with a white box on it.
②He is standing directly in front of a building's golden entrance.
③Remember this building as A.
④Later, as the camera moves along the sidewalk, find a flag composed of white, red, and blue (not the American flag).
⑤Imagine you are standing under this flag, facing the nearest American flag.
In what direction is the entrance of building A located relative to you? | Front-right | Rear-right | Directly in front | Rear-left | Front-left | 3 | Rear-left | outdoor tour | 1 | null |
39 | NewYork_10-12 | ①In the video, find the 'Gucci' store window.
②On the left side of its window, there is a female mannequin. Remember her as x.
③The camera continues forward, and after passing this store, the 'ARMANI / 5th AVENUE' sign appears.
④After that, a FedEx vehicle appears.
Imagine you are the driver of this vehicle. Which of the following would be on the line connecting you and x? | The mannequin next to x | A yellow taxi | A street planter | The Armani store | A person on the phone holding a bicycle | 2 | A street planter | outdoor tour | 2 | null |
40 | Singapore_0-2 | ①Find a building that meets all of the following conditions: its overall shape is curved or circular; ②it is located by the street; ③at the beginning of the video, many people walk towards it after the traffic light turns green. Now, imagine you are standing in the very center of the roof of this building, facing the silver building with 'citadines' written on it and green vegetation on the top floor. At this point, what English letters are written on the building to your front-right? | OUE | PLUS | DBS | UOB | SGX | 1 | PLUS | outdoor tour | 1 | null |
41 | Singapore_0-2 | ①In the video, lock onto a red car that has a pink car appear to its left. ②Then, lock onto a moment when a white bus with the license plate ending in 45J appears on the far right of the screen. At this time, the red car overlaps with the bottom of a building A on the screen. Remember building A. ③Later in the video, when a bus numbered 167 is waiting at a red light, the front of this bus is facing building B. If you are standing under the most prominent English sign of building B, facing the bus, in what direction is building A located relative to you? | Front-right | Directly behind | Front-left | Rear-left | Rear-right | 3 | Rear-left | outdoor tour | 1 | null |
42 | Singapore_0-2 | Lock onto a person walking in the crowd on the street who meets the following criteria: ①they are wearing a white top; ②they are wearing black pants; ③they are carrying a cross-body bag; ④there is another person in front of them who also meets these conditions. What color is the bag on this person's right shoulder? | White | Black | Brown | Blue | Gray | 0 | White | outdoor tour | 3 | null |
43 | Singapore_0-2 | ①The video shows many bright blue cars. Lock onto the first blue car that appears in the frame. ②Note the color of the car to its left as it crosses the yellow line (Color A). ③Subsequently, find a man in the video wearing a shirt of the exact same Color A, crossing the street with a cross-body bag on his right shoulder. What color is the shirt of the man to his front-left? | White | Blue | Gray | Red | Black | 4 | Black | outdoor tour | 2 | null |
44 | Singapore_0-2 | ①In the scene where people are waiting for the traffic light, lock onto a woman wearing a white dress with red spots who is looking at her phone. ②Near her is a man whose pants are the same color as the woman's headphones. This man is holding a bag in his left hand. ③After the light turns green at the intersection where this man is waiting, one person on the opposite side walks the fastest, ahead of all other pedestrians.
What color is this person's shirt? | Blue | White | Orange | Black | Green | 2 | Orange | outdoor tour | 2 | null |
45 | Singapore_0-2 | ①When a silver SUV is stopped in the leftmost lane, a car to its right stops in the rightmost lane. ②The color of this car on the right is A. ③At the same time, a large truck of the same color A has also appeared in the video, in the leftmost lane.
What is the color of the car behind this large truck? | White | Black | Silver | Red | Blue | 1 | Black | outdoor tour | 2 | null |
46 | Singapore_2-4 | ①Find a bakery named 'PAWA BAKERY' and remember the color of the letters on its sign (Color A). ②In a subsequent scene, lock onto a man whose shirt is also Color A, who is not wearing glasses, is wearing blue jeans, and is walking alongside a person in white clothes for a while. ③During his walk in the video, this man encounters an unusually tall man. ④Next to this tall man is a woman wearing a dress.
What color is the tall man's shirt? | Black | Blue | Gray | White | Green | 3 | White | outdoor tour | 1 | null |
47 | Singapore_2-4 | ①In the road scene of the video, please find a vehicle that meets all the following conditions: it is a red car; it is closer to a bright blue car in the middle of the road than another red car. ②This red car passes a building with an all-glass facade. ③There is a directional sign at the bottom of this building.
What is the color of the area at the very bottom of the sign, which is different from the sign's background color? | Blue | Red | Yellow | Green | White | 0 | Blue | outdoor tour | 1 | null |
48 | Singapore_2-4 | ①In the video, find a restaurant with a blue circular sign that says 'DISTRIKT'. ②A man dressed rather formally walks past this shop. ③Directly behind this man is a woman with a cross-body bag, A. ④This woman A has walked past a person leaning against a wall, wearing a dress, and looking at their phone.
What is the color of the dress-wearing woman's handbag? | White | Red | Brown | Blue | Black | 4 | Black | outdoor tour | 1 | null |
49 | Singapore_2-4 | ①Lock onto a roadside marker; this small marker is silver, highly reflective, and has a sphere at its base. ②Near this marker is a woman leaning against a wall, wearing a dress, and looking at her phone. ③In front of this woman is a very conspicuous street-side object (not the silver one).
What is the color of this object? | Yellow | Red | Pink | Green | Blue | 2 | Pink | outdoor tour | 1 | null |
50 | Singapore_2-4 | In the video, ① there is a group of people gathered and discussing something, surrounded by green natural scenery. ② The gazes of these people are mostly directed in the same direction. Assume this group is at location A. Now, lock onto a person sitting in front of a store. ③This person is wearing a dark top and facing the street. ④They are talking but there is no one else around them.
If this person were to sit in the seat opposite their table and look straight ahead, in what direction would location A be relative to them? | Front-right | Rear-right | Front-left | Directly in front | Rear-left | 1 | Rear-right | outdoor tour | 1 | null |
51 | Singapore_2-4 | ①A red double-decker tourist bus is traveling on the road. ②Before it completely exits the frame, from the bus driver's perspective, another white minibus appears from the rear-right of the bus and gradually overtakes it. ③When the front of the white minibus aligns with the rear of the double-decker bus,
what is the position of the only blue car in the frame relative to this white minibus? | Front-right | Directly in front | Front-left | Directly behind | Rear-right | 3 | Directly behind | outdoor tour | 1 | null |
52 | Singapore_4-6 | ①A green glass curtain wall building with a red 'NTUC' sign on top is clearly visible in the frame; ②In front of this building is a place A composed of multiple colors such as red, yellow, blue, and green; ③Near place A is a notice board composed of yellow, blue, and white, designated as place B.
Assuming you are standing at place B facing place A, in what direction is the sign marked 'D'almeida St' located relative to you? | Rear-right | Front-left | Front-right | Rear-left | Directly behind | 0 | Rear-right | outdoor tour | 1 | null |
53 | Singapore_4-6 | ①First, find the man in the light blue Polo shirt and blue jeans walking out from the escalator area. ②When he is still on the escalator, there is another person A behind him. ③Behind person A is another person, and their shirts are the same color.
What color are the pants of the man behind A? | White | Gray | Blue | Khaki | Black | 4 | Black | outdoor tour | 1 | null |
54 | Singapore_4-6 | ①As the cameraman descends on an escalator, there is an ascending escalator on the right and fixed stairs on the left. ②Please focus on the moving targets: a man in a white shirt passing on the ascending escalator on the right, and a woman whose lower body is visible downstairs. ③When the woman first steps on the red line in the video, assume that she and the man in the white shirt form a straight line l1.
What is the approximate acute angle between this line l1 and the red line on the floor? | 75° | 0° | 30° | 60° | 90° | 2 | 30° | outdoor tour | 3 | null |
55 | Singapore_4-6 | ①When the camera reaches the bottom of the escalator, a yellow 'Exit E' sign appears on the wall directly in front. Please remember this location. ②The camera then continues through the underpass until many advertisements appear on the left wall. Among them, on the left, is a blue 'MAKE A RAIL IMPACT' advertisement.
If you are now standing in front of the blue advertisement, facing it, and then turn 180 degrees, in what direction is the yellow sign located relative to you? | Front-left | Rear-right | Directly behind | Front-right | Rear-left | 1 | Rear-right | outdoor tour | 1 | null |
56 | Singapore_4-6 | ①In the circular hall at the end of the video, there are multiple yellow exit signs on the wall (including 'Exit I' and 'Exit E'). ②When the camera is directly facing the midpoint between the 'Exit I' and 'Exit F' signs, a directional arrow can be seen between two areas covered in green light. ③Assume you are now in front of this arrow, facing in the direction it points. ④Previously, a blue 'MAKE A RAIL IMPACT' advertisement appeared on the wall.
Where is this advertisement located relative to you now? | Front-right | Directly behind | Front-left | Rear-right | Rear-left | 3 | Rear-right | outdoor tour | 2 | null |
57 | Singapore_6-8 | ①In the video, first find a man in a solid purple shirt talking on the phone on an escalator. ②Note which hand (left or right) he uses for the phone call. ③Later, at the subway station entrance, a person can be seen carrying a cross-body bag on the same shoulder, and next to them are two other people carrying cross-body bags on the opposite shoulder. Lock onto the person carrying the bag on the same side.
What color is the bag on this person's shoulder? | White | Black | Brown | Gray | Blue | 0 | White | outdoor tour | 1 | null |
58 | Singapore_6-8 | ①In the video, a purple and white SBS Transit bus is pulling into a stop. ②If you are the driver of this bus, there is a group of people to your front-right. Lock onto person A in this group who is wearing blue. This person is holding something with one hand. ③Lock onto a man near him who is holding clothes with the same arm.
What is the color of the sign directly behind this man? | Red | Yellow | Blue | White | Green | 4 | Green | outdoor tour | 2 | null |
59 | Singapore_6-8 | ①In the video, find a small white electric car (with the word 'BlueSG' on its side) stopped in front of a crosswalk. ②At the same time, there is a green road sign that says 'Robinson Rd'.
If the white electric car were to travel along the shortest path to be directly underneath this green road sign, without changing its final orientation, what color would the sign directly to the driver's right be? | Yellow | Blue | Red | Green | White | 2 | Red | outdoor tour | 2 | null |
60 | London_2-4 | ①In the video, near the entrance of 'Tottenham Court Road Station', locate an area between two people in blue clothes.
②In this area, a person in a black top and long pants appears, carrying a bag and looking straight ahead while walking.
③A person in a pink top appears behind this person.
What color are the pants of the person in pink? | Gray | Blue-black | Black | White | Brown | 0 | Gray | outdoor tour | 1 | null |
61 | London_2-4 | ①Find the giant electronic screen playing a forest animation in the video.
②On the steps to the left of the screen stands a small green creature with a leaf on its head, let's call it A.
③In the real world, a tall man B, wearing a black vest, white pants, and a backpack, is standing in front of the screen watching.
④From the video's perspective, a man C with brown hair and headphones is right next to a sign that says 'CAUTION'.
If A and B form a line l1, and B and C form a line l2, what is the approximate acute angle between l1 and l2? | 0° | 30° | 75° | 60° | 90° | 1 | 30° | outdoor tour | 3 | null |
62 | London_2-4 | ①In the scene of crossing the road, lock on the moment the traffic light countdown shows.
②At this moment, identify a boy A in a black top and shorts, whose shoes have more than one color.
③Then, identify a girl B who is wearing a black top, and the person next to her is not wearing white shoes.
At that moment, which store does the line formed by A and B pass through? | Theatre Sohoplace | McDonald's | Starbucks | Costa Coffee | Pret A Manger | 2 | Starbucks | outdoor tour | 1 | null |
63 | London_2-4 | ①Locate a red bus with the brand 'Voyage' on its side.
②As this bus is moving, there is a girl with blonde hair and black clothes to the bus driver's left.
③In front of this girl, there is a person carrying a blue bag. Remember the color of the top worn by the woman next to this man is color A.
④There is also a girl with A-colored hair in front of the blonde girl.
What color is this girl's top? | Black | Red | Blue | White | Pink | 3 | White | outdoor tour | 1 | null |
64 | London_2-4 | ①In the video, lock on a red building next to a golden building, and the ground floor of this red building has a shop with green decorations.
②If you are standing next to this green-decorated shop, facing an orange and green billboard across the street.
In what direction is the Starbucks store located relative to you? | Rear-left | Front-left | Directly behind | Rear-right | Front-right | 4 | Front-right | outdoor tour | 1 | null |
65 | London_4-6 | ①Find a red English telephone box in the video.
②Observe a man in a blue-green top and shorts, not wearing glasses, walking on the pavement next to it.
③When his head aligns with the '20' speed limit signpost, there is a person in front of him and to his right.
What color are this person's shoes? | White | Black | Gray | Brown | Blue | 0 | White | outdoor tour | 1 | null |
66 | London_4-6 | Please locate a moment in the video that simultaneously meets all the following conditions:
①There is a red postbox on the right side of the frame;
②A man in a yellow T-shirt and a man in a black T-shirt with a white circular pattern are walking side-by-side towards the camera;
③A woman in a gray top with a white pattern is just about to disappear from the bottom left corner of the frame.
At this moment, has the man in the yellow T-shirt already passed the red postbox (assuming a line perpendicular to the street is drawn from the postbox as a boundary)? | No, but close | Yes, shortly afterwards | Exactly alongside | Still far away | Cannot be determined | 1 | Yes | outdoor tour | 2 | null |
67 | London_4-6 | ①Find a building with a semi-circular black screen with red text in the video.
②Then, find a pedicab with a pinkish-purple canopy on the street.
③Assuming this pedicab passes by the theater entrance and continues to the next intersection before turning left.
What is the color of the building at the end of the road directly ahead? | White | Gray | Brown | Red | Black | 2 | Brown | outdoor tour | 1 | null |
68 | London_4-6 | ①Lock on a person in white clothes holding a large suitcase. The color of the suitcase is A.
②Then, lock on a bus where the main color of a design on its side is also A.
③This bus has both a license plate number and a number above the front, both containing digits.
How many common digits are there between these two numbers? | 0 | 2 | 3 | 1 | 4 | 3 | 1 | outdoor tour | 1 | null |
69 | London_4-6 | ①Find a building on the street with a sign that includes 'skin cupid'. The main color of this shop is X.
②Near this building, there is a person whose hat is also color X. At the moment this person crosses the street and just steps onto the pavement.
If this person were to turn around, what would be the background color of the building to their front-left? | Red | White | Blue | Yellow | Black | 4 | Black | outdoor tour | 1 | null |
70 | London_4-6 | Please find a group of three people in the video who simultaneously meet the following conditions:
①There are two women and one man;
②The man is wearing a black top and dark pants;
③One of the women is holding a bag;
④No one is wearing sunglasses.
What color is the woman's bag? | Orange | Black | White | Red | Brown | 0 | Orange | outdoor tour | 2 | null |
71 | London_6-8 | ①Lock on two boys in red clothes. As they walk past a roadside sign with a speed limit, there is a group of people behind them.
②Identify a person in this group who is wearing a light-colored top, holding something in his right hand, has brownish hair, and the top is a cool color.
③Next to this person is a man holding a white bag.
What color is the top of the man holding the bag? | White | Black | Gray | Blue | Red | 1 | Black | outdoor tour | 1 | null |
72 | London_6-8 | ①Lock on a street-side shop with a red sign that says 'Cafeteria'.
②At this moment, focus on a man in the frame wearing black shorts and a crossbody bag. Let's say the color of this man's top is X.
③Later, there is another shop on the street. The exterior of the shop is mostly black, but part of the window display is color X, and it's very exquisitely decorated.
What is the background color of the sign pointing towards this shop? | Blue | Black | Red | White | Yellow | 2 | Red | outdoor tour | 1 | null |
73 | London_6-8 | ①Lock on a large bus with a red background advertisement on its side.
②Focus on a group of people walking past it, one of whom is wearing a solid black top and a crossbody bag.
③A person in a hurry, almost running in the street, passes by this man's left side.
What color is the top of the person who is in a hurry? | White | Gray | Blue | Black | Red | 3 | Black | outdoor tour | 1 | null |
74 | London_6-8 | ①In the video, find a red English telephone box under a tree.
②Assume you are standing next to this telephone box, facing a pedicab waiting for passengers.
③To your direct left is a building, Building C.
④Later, at the crossroads at the end of the video, there is another large building with a curved wall, with the sunset hitting its upper part. Let's call this Building A.
If you are standing at the entrance of Building C, facing Building A, in what direction is a solid blue booth that appears in the video located relative to you? | Front-right | Rear-right | Rear-left | Directly in front | Front-left | 4 | Front-left | outdoor tour | 1 | null |
75 | London_6-8 | Please find a scene in the video that simultaneously meets the following conditions:
①There are two red double-decker buses in the background.
②Several people are gathered and chatting; they belong to an ethnicity known for celebrating Eid al-Fitr and Eid al-Adha.
Identify a woman in this group who is wearing her bag across her chest.
Directly behind this woman, there are two seated men. What color is the top of the man closer to her? | White | Black | Blue | Gray | Red | 0 | White | outdoor tour | 2 | null |
76 | London_8-10 | ①Please locate the theater with the 'Harry Potter and the Cursed Child' sign in the video.
②At the entrance of the theater, find a woman pushing a stroller (Woman A). The color of her top is A.
③Around this woman, many people are seen with crossbody bags. Among them, identify a person who is not facing the camera, whose shoes are white + a dark color, and whose bag is not color A.
What is the main color of their top? | Blue | Red | Black | White | Green | 1 | Red | outdoor tour | 1 | null |
77 | London_8-10 | ①Find the pub named 'Coach & Horses' in the video.
②Many people are standing below this pub. Identify one person who meets these criteria: they are wearing shorts; a person in brown pants passes them sooner than any other qualifying person.
③The man closest to this person is wearing long pants.
What is the man in long pants holding in his left hand? | A phone | A book | A cup | An umbrella | Nothing | 2 | A cup | outdoor tour | 1 | null |
78 | London_8-10 | ①At the end of the video, there is a 'Noodle Inn' with many red lanterns hanging.
②In the queue outside, find the only woman who meets all the following conditions: she is wearing a light-colored sleeveless top; her shoes are also light-colored; both she and the man next to her are wearing hats.
③Behind this woman, there is a person A whose top and pants are the same color as the hatted woman's pants.
What color is the top of the man next to person A? | Black | Blue | Gray | White | Brown | 3 | White | outdoor tour | 1 | null |
79 | London_8-10 | ①Identify several shops:
A: The Spice of Life
B: The Cambridge
C: Harry Potter Theatre
If you are standing at the entrance of C, facing shop A, in what direction is shop B located relative to you? | Front-left | Rear-right | Rear-left | Directly behind | Front-right | 4 | Front-right | outdoor tour | 1 | null |
80 | Paris_2-4 | ①In the video, first locate the restaurant with the round, glowing green sign.
②As the camera passes this restaurant, notice a piece of graffiti on the wall across the street that includes a woman whose top is color A.
③Around this restaurant, there is a person whose sleeve is also color A.
④When this person turns their head to one side, a person is walking inside the restaurant directly in their line of sight.
What color is the walking person's top? | Blue | White | Black | Gray | Red | 2 | Black | outdoor tour | 1 | null |
81 | Paris_2-4 | ①Find a shop named 'O'Mantra' in the video, which has a dark green exterior.
②Opposite this shop is a trash can of color A.
③On the street, locate a man wearing a formal suit of color A, who is accompanied by a woman in a skirt.
④Identify the nearest street-side shop to this woman in the skirt.
What is the main interior color of this shop? | Blue | Green | Yellow | Red | Black | 3 | Red | outdoor tour | 1 | null |
82 | Paris_2-4 | Find a moment in the video that satisfies all the following conditions:
①At the end of the street, there is a large billboard predominantly in blue and purple.
②A white van is parked on the right side of the frame.
As the cameraman walks to the front of the van, a man crosses the nearby crosswalk.
This man then passes a couple. What is the man in the couple holding? | A phone | A bag | A map | Food | Clothes | 4 | Clothes | outdoor tour | 1 | null |
83 | Paris_2-4 | ①Locate a street where the taxis have green lights on their roofs.
②On this street, a woman is yawning in the frame.
③In this woman's line of sight, there is another woman, Woman A, carrying a large white bag.
When Woman A is at her closest point to the yawning woman, what color is the sign of the shop nearest to Woman A? | Green | Red | Blue | White | Black | 0 | Green | outdoor tour | 1 | null |
84 | Paris_2-4 | ①Find a woman in a long pink coat sitting on a bench by the roadside.
②To her front-right, there is a blue 'CHANGE' sign.
③Locate a shop with a mannequin in its window wearing a baseball cap and an orange top.
If you are standing in front of the shop with the mannequin, facing the resting woman, in what direction is the 'CHANGE' sign located relative to you? | Front-right | Front-left | Rear-right | Rear-left | Directly behind | 1 | Front-left | outdoor tour | 1 | null |
85 | Paris_4-6 | ①In the video, first locate the person with a purple coat and a backpack (Person A).
②As she walks on the sidewalk with another woman in a white coat (Person B), a man on a bicycle approaches from behind and overtakes them.
③Just as the cyclist is about to disappear from the left side of the frame, he passes a man standing by the road in a brown coat (Person C).
What is the main exterior color of the shop that Person C is facing? | Red | Blue | Green | Black | White | 2 | Green | outdoor tour | 1 | null |
86 | Paris_4-6 | ①Find a shop with the word 'monic' on its sign.
②On this street, a man is riding a bicycle with another person as a passenger; the passenger's top is color A.
③Next to the cyclist, there is a woman whose top is also color A, and she is walking in the opposite direction of the bicycle.
When this woman passes the 'monic' shop, what is the closest object to her front-right? | A bench | A mailbox | A phone booth | Trash can | A newsstand | 3 | Trash can | outdoor tour | 1 | null |
87 | Paris_4-6 | ①On the street, the cameraman follows two people (one in purple, one in white).
②After passing a shop with a green glowing sign 'LE LAB DU BONHEUR', they pass a bakery named after a person.
③Just as they pass this bakery, a car drives by on their right.
④This car then turns onto a street.
⑤As the driver just turns onto this street, a shop sign to the driver's left is brightly lit.
What is the background color of this sign? | Black | Blue | Yellow | Red | White | 4 | White | outdoor tour | 2 | null |
88 | Paris_4-6 | ①Find the restaurant named 'LE BUCI' at the corner of the street.
②When the camera is facing the restaurant, a man on an electric scooter can be seen on the right.
③This man stops to wait for a group of people to cross the street. Among them, one person's clothing is the most conspicuous color; record this as color A.
④While the man on the scooter is waiting, there is a road sign of color A nearby.
What is the symbol on this road sign? | Bicycle | Pedestrian | Car | Stop sign | Handicap access | 0 | Bicycle | outdoor tour | 2 | null |
89 | Paris_4-6 | ①Find a shop with a white sign with red letters, its door closed by a metal shutter. Call it Shop A.
②On the same street, locate a shop with a red background named 'Nicolas'. Call it Shop B.
③In the middle of the street is a restaurant, 'LE BUCI'. Call it Shop C.
Assume you are standing in front of Shop A, facing Shop C. In what direction is Shop B located relative to you? | Front-right | Rear-left | Front-left | Rear-right | Directly in front | 1 | Rear-left | outdoor tour | 1 | null |
90 | Paris_6-8 | ①At the beginning of the clip, locate the male pedestrian with a bright purple backpack.
②The camera follows him as he walks past a group of people gathered around a motorcycle.
③Across the street from this motorcycle, find a coffee shop.
④Under the sign of this coffee shop, several couples pass by. Among them, one woman's top is the same color as another man's backpack.
What is this shared color? | Red | Blue | Yellow | Green | Black | 2 | Yellow | outdoor tour | 1 | null |
91 | Paris_6-8 | ①Locate a white car on the narrow street.
②In the video, this car passes a food shop.
③In front of this food shop, there is a woman in a dark coat.
④Closest to this woman's right hand, the shop displays a photo of a food item, which is a French specialty.
From which region does this food originate? | Normandy | Provence | Burgundy | Brittany | Alsace | 3 | Brittany | outdoor tour | 2 | null |
92 | Paris_6-8 | ①Find the narrow alley lined with green shared bikes.
②At the end of the alley, you can find a green circular sign that says 'Bio c' Bon'. This is location A.
③A man appears, pushing the rear half of a bicycle. The shop closest to his right has a white sign with a circular logo. This is location B.
④A yellow Beetle car appears. To its front-left is a man holding something. This man passes a shop with a blue sign. This is location C.
If you are standing in front of C, facing A, in what direction is shop B located? | Front-left | Rear-left | Rear-right | Directly behind | Front-right | 4 | Front-right | outdoor tour | 2 | null |
93 | Paris_6-8 | ①Find a shop named 'CHARLIE PARIS' with the number '53'. A brightly colored car is parked in front of this shop.
②Near this car, locate a group of people dining together. Around this group, a man is looking at his phone alone.
In what direction is the brightly colored car from the man's perspective? | Rear-right | Front-left | Front-right | Rear-left | Directly in front | 0 | Rear-right | outdoor tour | 1 | null |
94 | Paris_6-8 | ①As the camera follows a man in a purple shirt and a woman in a white shirt, they are observed walking around a group of people from the left.
②Simultaneously, two young women cross the street from a distance.
③One of the women has very brightly colored hair.
④Just as this woman is about to disappear from the frame, she passes a shop with several large English letters on it.
What are these letters? | SLOW | SNOW | SHOW | KNOW | NOWS | 1 | SNOW | outdoor tour | 1 | null |
95 | Hongkong_3-5 | ①First, locate the red taxi turning at the intersection in the frame.
②As the taxi is turning, a woman in a sleeveless white top and black shorts walks past it, her figure briefly obscured by the taxi.
③When she fully reappears in the frame, a woman holding a sun hat appears in front of her.
④From the perspective of the woman holding the sun hat, a man in a white shirt passes by to her front-left.
Based on his skin tone and facial features, which country is this man most likely from? | China | US | India | UK | Australia | 2 | India | outdoor tour | 2 | null |
96 | Hongkong_3-5 | ①Find the man A wearing a gray T-shirt and a denim hat, walking along the sidewalk.
②Then, a woman B dressed as a manager enters the frame from the right. A woman with a hat and long hair passes between A and B.
③This woman then crosses the road with a man.
④Noticing they are carrying many bags, how many bags are they carrying in total? | 5 | 7 | 4 | 6 | 8 | 3 | 6 | outdoor tour | 2 | null |
97 | Hongkong_3-5 | ①In the background of the video, locate the Kowloon Mosque.
②In the foreground, find a red double-decker bus. Before the bus starts moving, its position is at A.
③Imagine a straight line L1 from position A to the top of the mosque's highest dome.
④At the same time, observe a man in a red T-shirt walking on the crosswalk; his path forms a straight line L2.
What is the approximate acute angle between L1 and L2? | 45 degrees | 15 degrees | 60 degrees | 75 degrees | 30 degrees | 4 | 30 degrees | outdoor tour | 3 | null |
98 | Hongkong_3-5 | ①Locate the woman A in the frame who is walking and wearing a blue short-sleeved denim dress.
②Simultaneously, find the man B wearing a black T-shirt and white pants, walking from woman A's front-right.
③A man C in green clothes and a mask walks past on the right side of this man B.
④Before crossing the intersection, there are many shops on man C's left-hand side along the way.
What product does the last shop man C passes sell? | Gold jewelry | Cosmetics | Electronics | Watches | Pharmacy | 0 | Gold jewelry | outdoor tour | 1 | null |
99 | Hongkong_3-5 | ①First, locate the orange trash can on the left side of the frame.
②The closest shop to this trash can is A.
③At a T-junction, the camera turns to one side, and in the distance, there is a building with 'K11' written on it. Behind this building is a very tall building, designated as Building B.
If you draw a ray from B to A, which building will this ray eventually pass through? | Priority Banking | Mosque | Lao Feng Xiang | K11 Building | Pharmacy | 1 | Mosque | outdoor tour | 1 | null |
100 | Hongkong_3-5 | ①On the crosswalk, find a male pedestrian who meets all the following conditions: wearing dark jeans, carrying a dark backpack, and looking down at his phone. Let's call him X.
②After walking for a while, X stops to take a picture. At the moment he stands still, the man closest to him is holding many things.
What color is this closest man's shirt? | White | Blue | Grey | Black | Red | 3 | Black | outdoor tour | 1 | null |
End of preview. Expand in Data Studio
PerceptionComp: A Benchmark for Complex Perception-Centric Video Reasoning
PerceptionComp is a benchmark for complex perception-centric video reasoning. It focuses on questions that cannot be solved from a single frame, a short clip, or a shallow caption. Models must revisit visually complex videos, gather evidence across temporally separated segments, and combine multiple perceptual cues before answering.
Dataset Details
Dataset Description
PerceptionComp contains 1,114 manually annotated five-choice questions associated with 273 referenced video IDs. The benchmark covers seven categories: outdoor tour, shopping, sport, variety show, home tour, game, and movie.
This Hugging Face dataset repository is intended to host the benchmark videos together with a viewer-friendly annotation file, questions.json, for Dataset Preview and Data Studio. The canonical annotation source, evaluation code, and model integration examples are maintained in the official GitHub repository:
GitHub repository: https://github.com/hrinnnn/PerceptionComp
Curated by: PerceptionComp authors
Language(s): English
License: PerceptionComp Research License
Dataset Sources
- Repository: https://github.com/hrinnnn/PerceptionComp
- Paper: https://arxiv.org/abs/2603.26653
Uses
Direct Use
PerceptionComp is intended for:
- benchmarking video-language models on complex perception-centric reasoning
- evaluating long-horizon and multi-evidence video understanding
- comparing proprietary and open-source multimodal models under a unified protocol
Users are expected to download the videos from this Hugging Face dataset and run evaluation with the official GitHub repository.
Out-of-Scope Use
PerceptionComp is not intended for:
- unrestricted commercial redistribution of hosted videos when original source terms do not allow it
- surveillance, identity inference, or sensitive attribute prediction
- modifying the benchmark protocol and reporting those results as directly comparable official scores
Evaluation Workflow
The Hugging Face repository hosts the benchmark videos and the viewer-friendly test annotations. The evaluation code lives in the GitHub repository and follows this workflow:
Step 1. Clone the Repository
git clone https://github.com/hrinnnn/PerceptionComp.git
cd PerceptionComp
Step 2. Install Dependencies
pip install -r requirements.txt
Step 3. Download the Benchmark Videos
python3 scripts/download_data.py --repo-id hrinnnn/PerceptionComp
If the Hugging Face dataset requires authentication:
python3 scripts/download_data.py \
--repo-id hrinnnn/PerceptionComp \
--hf-token YOUR_HF_TOKEN
The download helper fetches video files from the Hugging Face data/ directory, flattens them into benchmark/videos/, and validates the required video_id set against benchmark/annotations/1-1114.json.
Step 4. Run Evaluation
OpenAI-compatible API example:
python3 evaluate/evaluate.py \
--model YOUR_MODEL_NAME \
--provider api \
--api-key YOUR_API_KEY \
--base-url YOUR_BASE_URL \
--video-dir benchmark/videos
Gemini example:
python3 evaluate/evaluate.py \
--model YOUR_GEMINI_MODEL_NAME \
--provider gemini \
--api-key YOUR_GEMINI_API_KEY \
--video-dir benchmark/videos
Step 5. Check the Outputs
Evaluation outputs are written to:
evaluate/results/Results-<model>.json
evaluate/results/Results-<model>.csv
Dataset Structure
Data Instances
Each benchmark question is associated with:
- one
video_id - one multiple-choice question
- five answer options
- one correct answer
- one semantic category
- one difficulty label
Core fields in each annotation item:
key: question identifiervideo_id: video filename stem without.mp4question: question textanswer_choice_0toanswer_choice_4: five answer optionsanswer_id: zero-based index of the correct optionanswer: text form of the correct answercategory: semantic categorydifficulty: difficulty label
Data Files
This Hugging Face dataset repository contains:
questions.json: root-level annotation file used by Hugging Face Dataset Preview and Data Studiodata/<video_id>.<ext>: benchmark video files downloaded by the official helper scriptREADME.md: Hugging Face dataset cardLICENSE: custom research-use terms for the benchmark materials
The canonical annotation file used by the evaluator remains:
benchmark/annotations/1-1114.jsonin the GitHub repository
The official evaluation code prepares videos into the following local layout:
benchmark/videos/<video_id>.mp4
Use the official download script from the GitHub repository:
git clone https://github.com/hrinnnn/PerceptionComp.git
cd PerceptionComp
pip install -r requirements.txt
python3 scripts/download_data.py --repo-id hrinnnn/PerceptionComp
If your environment provides python instead of python3, use that alias consistently for the commands below.
Data Splits
The current public release uses one official evaluation split:
test: 1,114 multiple-choice questions over 273 referenced video IDs, exposed throughquestions.json
Dataset Creation
Curation Rationale
PerceptionComp was created to evaluate a failure mode that is not well covered by simpler video benchmarks: questions that require models to combine multiple perceptual constraints over time instead of relying on a single salient frame or a short summary.
Source Data
The benchmark uses real-world videos paired with manually written multiple-choice questions.
Data Collection and Processing
Videos were collected and organized for benchmark evaluation. Annotation authors then wrote perception-centric multiple-choice questions for the selected videos. Each question was designed to require visual evidence from the video rather than simple prior knowledge or caption-level shortcuts.
The release process includes:
- associating each question with a
video_id - formatting each sample as a five-choice multiple-choice item
- assigning semantic categories
- assigning difficulty labels
- consolidating the release into one official annotation file
Who are the source data producers?
The underlying videos may originate from third-party public sources. The benchmark annotations were created by the PerceptionComp authors and collaborators.
Annotations
Annotation Process
PerceptionComp contains 1,114 manually annotated five-choice questions. Questions were written to test perception-centric reasoning over videos rather than single-frame recognition alone.
Who are the annotators?
The annotations were created by the PerceptionComp project team.
Personal and Sensitive Information
The videos may contain people, faces, voices, public scenes, or other naturally occurring visual content. The dataset is intended for research evaluation, not for identity inference or sensitive attribute prediction.
Recommendations
Users should:
- report results with the official evaluation code
- avoid changing prompts, parsing rules, or metrics when claiming benchmark numbers
- verify that their usage complies with the terms of the original video sources
- avoid using the dataset for surveillance, identity recognition, or sensitive attribute inference
Citation
If you use PerceptionComp, please cite the project paper:
@misc{perceptioncomp2026,
title={PerceptionComp},
author={PerceptionComp Authors},
year={2026},
eprint={2603.26653},
archivePrefix={arXiv},
primaryClass={cs.CV},
howpublished={Hugging Face dataset and GitHub repository}
}
More Information
Official evaluation code and documentation:
Example evaluation workflow:
git clone https://github.com/hrinnnn/PerceptionComp.git
cd PerceptionComp
pip install -r requirements.txt
python3 scripts/download_data.py --repo-id hrinnnn/PerceptionComp
python3 evaluate/evaluate.py \
--model YOUR_MODEL_NAME \
--provider api \
--api-key YOUR_API_KEY \
--base-url YOUR_BASE_URL \
--video-dir benchmark/videos
Dataset Card Authors
PerceptionComp authors
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