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Datasets:
KHUjongseo
/
E2E_real_object

Tasks:
Video Classification
Question Answering
Modalities:
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Video
Formats:
json
Languages:
English
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< 1K
Tags:
video
spatial-reasoning
direction
VideoLLM
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pandas
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Dataset card Data Studio Files
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51
left/basketball.mp4
left
In which direction is the object moving in this video?
[ "The basketball is moving up", "The basketball is moving down", "The basketball is moving left", "The basketball is moving right" ]
C
0
up/duck.mp4
up
In which direction is the object moving in this video?
[ "The duck is moving up", "The duck is moving down", "The duck is moving left", "The duck is moving right" ]
A
1
right/car.mp4
right
In which direction is the object moving in this video?
[ "The car is moving up", "The car is moving down", "The car is moving left", "The car is moving right" ]
D
2
up/sophia.mp4
up
In which direction is the object moving in this video?
[ "The person is moving up", "The person is moving down", "The person is moving left", "The person is moving right" ]
A
3
down/chair.mp4
down
In which direction is the object moving in this video?
[ "The chair is moving up", "The chair is moving down", "The chair is moving left", "The chair is moving right" ]
B
4
down/horse.mp4
down
In which direction is the object moving in this video?
[ "The horse is moving up", "The horse is moving down", "The horse is moving left", "The horse is moving right" ]
B
5
up/dog.mp4
up
In which direction is the object moving in this video?
[ "The dog is moving up", "The dog is moving down", "The dog is moving left", "The dog is moving right" ]
A
6
down/laptop.mp4
down
In which direction is the object moving in this video?
[ "The laptop is moving up", "The laptop is moving down", "The laptop is moving left", "The laptop is moving right" ]
B
7
right/bicycle.mp4
right
In which direction is the object moving in this video?
[ "The bicycle is moving up", "The bicycle is moving down", "The bicycle is moving left", "The bicycle is moving right" ]
D
8
left/duck.mp4
left
In which direction is the object moving in this video?
[ "The duck is moving up", "The duck is moving down", "The duck is moving left", "The duck is moving right" ]
C
9
up/sofa.mp4
up
In which direction is the object moving in this video?
[ "The sofa is moving up", "The sofa is moving down", "The sofa is moving left", "The sofa is moving right" ]
A
10
up/basketball.mp4
up
In which direction is the object moving in this video?
[ "The basketball is moving up", "The basketball is moving down", "The basketball is moving left", "The basketball is moving right" ]
A
11
left/bench.mp4
left
In which direction is the object moving in this video?
[ "The bench is moving up", "The bench is moving down", "The bench is moving left", "The bench is moving right" ]
C
12
left/dog.mp4
left
In which direction is the object moving in this video?
[ "The dog is moving up", "The dog is moving down", "The dog is moving left", "The dog is moving right" ]
C
13
right/basketball.mp4
right
In which direction is the object moving in this video?
[ "The basketball is moving up", "The basketball is moving down", "The basketball is moving left", "The basketball is moving right" ]
D
14
right/sofa.mp4
right
In which direction is the object moving in this video?
[ "The sofa is moving up", "The sofa is moving down", "The sofa is moving left", "The sofa is moving right" ]
D
15
down/car.mp4
down
In which direction is the object moving in this video?
[ "The car is moving up", "The car is moving down", "The car is moving left", "The car is moving right" ]
B
16
up/sphere.mp4
up
In which direction is the object moving in this video?
[ "The sphere is moving up", "The sphere is moving down", "The sphere is moving left", "The sphere is moving right" ]
A
17
right/sophia.mp4
right
In which direction is the object moving in this video?
[ "The person is moving up", "The person is moving down", "The person is moving left", "The person is moving right" ]
D
18
down/dog.mp4
down
In which direction is the object moving in this video?
[ "The dog is moving up", "The dog is moving down", "The dog is moving left", "The dog is moving right" ]
B
19
right/horse.mp4
right
In which direction is the object moving in this video?
[ "The horse is moving up", "The horse is moving down", "The horse is moving left", "The horse is moving right" ]
D
20
up/chair.mp4
up
In which direction is the object moving in this video?
[ "The chair is moving up", "The chair is moving down", "The chair is moving left", "The chair is moving right" ]
A
21
right/laptop.mp4
right
In which direction is the object moving in this video?
[ "The laptop is moving up", "The laptop is moving down", "The laptop is moving left", "The laptop is moving right" ]
D
22
left/car.mp4
left
In which direction is the object moving in this video?
[ "The car is moving up", "The car is moving down", "The car is moving left", "The car is moving right" ]
C
23
up/bicycle.mp4
up
In which direction is the object moving in this video?
[ "The bicycle is moving up", "The bicycle is moving down", "The bicycle is moving left", "The bicycle is moving right" ]
A
24
up/bed.mp4
up
In which direction is the object moving in this video?
[ "The bed is moving up", "The bed is moving down", "The bed is moving left", "The bed is moving right" ]
A
25
down/sophia.mp4
down
In which direction is the object moving in this video?
[ "The person is moving up", "The person is moving down", "The person is moving left", "The person is moving right" ]
B
26
up/bench.mp4
up
In which direction is the object moving in this video?
[ "The bench is moving up", "The bench is moving down", "The bench is moving left", "The bench is moving right" ]
A
27
left/sphere.mp4
left
In which direction is the object moving in this video?
[ "The sphere is moving up", "The sphere is moving down", "The sphere is moving left", "The sphere is moving right" ]
C
28
left/sophia.mp4
left
In which direction is the object moving in this video?
[ "The person is moving up", "The person is moving down", "The person is moving left", "The person is moving right" ]
C
29
up/car.mp4
up
In which direction is the object moving in this video?
[ "The car is moving up", "The car is moving down", "The car is moving left", "The car is moving right" ]
A
30
down/bed.mp4
down
In which direction is the object moving in this video?
[ "The bed is moving up", "The bed is moving down", "The bed is moving left", "The bed is moving right" ]
B
31
down/sofa.mp4
down
In which direction is the object moving in this video?
[ "The sofa is moving up", "The sofa is moving down", "The sofa is moving left", "The sofa is moving right" ]
B
32
right/chair.mp4
right
In which direction is the object moving in this video?
[ "The chair is moving up", "The chair is moving down", "The chair is moving left", "The chair is moving right" ]
D
33
left/bed.mp4
left
In which direction is the object moving in this video?
[ "The bed is moving up", "The bed is moving down", "The bed is moving left", "The bed is moving right" ]
C
34
right/bed.mp4
right
In which direction is the object moving in this video?
[ "The bed is moving up", "The bed is moving down", "The bed is moving left", "The bed is moving right" ]
D
35
left/horse.mp4
left
In which direction is the object moving in this video?
[ "The horse is moving up", "The horse is moving down", "The horse is moving left", "The horse is moving right" ]
C
36
left/laptop.mp4
left
In which direction is the object moving in this video?
[ "The laptop is moving up", "The laptop is moving down", "The laptop is moving left", "The laptop is moving right" ]
C
37
down/bench.mp4
down
In which direction is the object moving in this video?
[ "The bench is moving up", "The bench is moving down", "The bench is moving left", "The bench is moving right" ]
B
38
up/horse.mp4
up
In which direction is the object moving in this video?
[ "The horse is moving up", "The horse is moving down", "The horse is moving left", "The horse is moving right" ]
A
39
down/bicycle.mp4
down
In which direction is the object moving in this video?
[ "The bicycle is moving up", "The bicycle is moving down", "The bicycle is moving left", "The bicycle is moving right" ]
B
40
up/laptop.mp4
up
In which direction is the object moving in this video?
[ "The laptop is moving up", "The laptop is moving down", "The laptop is moving left", "The laptop is moving right" ]
A
41
left/bicycle.mp4
left
In which direction is the object moving in this video?
[ "The bicycle is moving up", "The bicycle is moving down", "The bicycle is moving left", "The bicycle is moving right" ]
C
42
right/duck.mp4
right
In which direction is the object moving in this video?
[ "The duck is moving up", "The duck is moving down", "The duck is moving left", "The duck is moving right" ]
D
43
down/sphere.mp4
down
In which direction is the object moving in this video?
[ "The sphere is moving up", "The sphere is moving down", "The sphere is moving left", "The sphere is moving right" ]
B
44
left/chair.mp4
left
In which direction is the object moving in this video?
[ "The chair is moving up", "The chair is moving down", "The chair is moving left", "The chair is moving right" ]
C
45
right/bench.mp4
right
In which direction is the object moving in this video?
[ "The bench is moving up", "The bench is moving down", "The bench is moving left", "The bench is moving right" ]
D
46
right/sphere.mp4
right
In which direction is the object moving in this video?
[ "The sphere is moving up", "The sphere is moving down", "The sphere is moving left", "The sphere is moving right" ]
D
47
down/duck.mp4
down
In which direction is the object moving in this video?
[ "The duck is moving up", "The duck is moving down", "The duck is moving left", "The duck is moving right" ]
B
48
right/dog.mp4
right
In which direction is the object moving in this video?
[ "The dog is moving up", "The dog is moving down", "The dog is moving left", "The dog is moving right" ]
D
49
left/sofa.mp4
left
In which direction is the object moving in this video?
[ "The sofa is moving up", "The sofa is moving down", "The sofa is moving left", "The sofa is moving right" ]
C
50
down/basketball.mp4
down
In which direction is the object moving in this video?
[ "The basketball is moving up", "The basketball is moving down", "The basketball is moving left", "The basketball is moving right" ]
B
51

E2E Real Object Direction

A video-based benchmark for evaluating VideoLLMs' directional reasoning and object recognition on real-world objects.

Conditions

Condition Question Answer Purpose
direction_only "In which direction is the object moving?" "Up" Baseline direction recognition
direction_obj_in_q "In which direction is the car moving?" "Up" Does naming the object help?
direction_obj_in_a "In which direction is the object moving?" "The car is moving up" Object grounding in answer
direction_obj_in_qa "In which direction is the car moving?" "The car is moving up" Full object grounding
object_recognition "What is the object moving in this video?" "Car" Object identification only

Each condition has both close_ended (MCQ) and open_ended (free-form) variants.

Usage 

from datasets import load_dataset

ds = load_dataset("YOUR_HF_ID/E2E_real_object", name="direction_only_close_ended", split="val")

Data Format

Direction tasks (close_ended) 

{
  "id": 0,
  "video": "up/horse.mp4",
  "category": "up",
  "question": "In which direction is the object moving in this video?",
  "options": ["Up", "Down", "Left", "Right"],
  "answer": "A"
}

Object recognition (close_ended) 

{
  "id": 0,
  "video": "up/horse.mp4",
  "category": "up",
  "question": "What is the object moving in this video?",
  "options": ["Horse", "Car", "Dog", "Laptop"],
  "answer": "A"
}

Video Structure 

E2E_real_object/
├── up/
│   ├── car.mp4
│   ├── dog.mp4
│   └── ...
├── down/
├── left/
└── right/

Objects

bicycle, car, dog, bed, basketball, bench, sophia, chair, sofa, horse, laptop, duck, sphere
Downloads last month
35
Size of downloaded dataset files:
118 kB
Size of the auto-converted Parquet files:
56 kB
Number of rows:
520