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swap_attribute
apply_chromatic_aberration
swapped colors between yellow cube and red cube
applied chromatic aberration filter (strength: 3.33)
How many large red objects are there?
How many small red objects are there?
How many large red objects can be found in the scene?
0
1
0
1
0
1
0
1
0
replace_object
apply_blur
replaced red cylinder with purple cube
applied blur filter (strength: 12.88)
How many rubber objects are there?
How many metal objects are there?
How many rubber objects are in the scene?
2
3
5
3
2
5
2
3
5
replace_object
apply_vignette
replaced gray sphere with yellow cylinder
applied vignette filter (strength: 3.34)
How many gray objects are there?
How many yellow objects are there?
What is the total number of gray objects?
1
0
1
0
1
0
1
0
1
remove_object
add_noise
removed blue sphere
added medium noise (min: light)
Is the material of the blue object the same as the large object?
Is the material of the blue object the same as the small object?
Are the blue object and the large object the same material?
yes
no
yes
no
yes
no
yes
no
yes
swap_attribute
change_lighting
swapped colors between gray cube and green cube
changed lighting to cool
How many large gray objects are there?
How many large green objects are there?
How many large gray objects can be found in the scene?
0
1
0
1
0
1
0
1
0
change_color
apply_vignette
changed yellow sphere to cyan
applied vignette filter (strength: 4.55)
How many small yellow objects are there?
How many small cyan objects are there?
What is the total number of small yellow objects?
1
0
1
0
1
0
1
0
1
remove_object
apply_chromatic_aberration
removed purple sphere
applied chromatic aberration filter (strength: 1.08)
How many objects are in the scene?
Are there fewer than 6 objects?
What is the count of objects in the scene?
6
no
6
5
yes
5
6
no
6
replace_object
apply_chromatic_aberration
replaced purple cube with blue cylinder
applied chromatic aberration filter (strength: 1.27)
What is the total number of blue metal objects?
What is the total number of purple metal objects?
How many blue metal objects are there in total?
0
1
0
1
0
1
0
1
0
relational_flip
add_noise
moved purple cylinder from right of cyan cylinder to left
added heavy noise (min: light)
Is there a small rubber object left of the cylinder?
Is there a small rubber object right of the cylinder?
Is there a small rubber object left of the cylinder present in this scene?
no
yes
no
yes
no
yes
no
yes
no
swap_attribute
apply_chromatic_aberration
swapped colors between purple cylinder and yellow sphere
applied chromatic aberration filter (strength: 1.18)
How many objects are either purple or sphere?
How many objects are either yellow or sphere?
What is the count of objects that are either purple or sphere?
3
2
3
2
3
2
3
2
3
add_object
change_lighting
added blue rubber cube
changed lighting to dim
How many objects are either blue or sphere?
How many objects are either blue or cube?
What is the total number of objects that are either blue or sphere?
2
4
2
3
5
3
2
4
2
relational_flip
apply_chromatic_aberration
moved purple cylinder from left of green cylinder to right
applied chromatic aberration filter (strength: 3.37)
Is there a purple object left of the sphere?
Is there a purple object right of the sphere?
Is there at least one purple object positioned left of the sphere?
yes
no
yes
no
yes
no
yes
no
yes
relational_flip
change_background
moved blue sphere from right of brown sphere to left
changed background to orange
Is there a large rubber object left of the cube?
Is there a large rubber object right of the cube?
Is there at least one large rubber object positioned left of the cube?
no
yes
no
yes
no
yes
no
yes
no
change_position
apply_chromatic_aberration
moved gray cylinder from (2.1,-2.2) to (0.4,-0.8)
applied chromatic aberration filter (strength: 3.64)
Is there a large metal object right of the cylinder?
Is there a large metal object left of the cylinder?
Is there at least one large metal object right of the cylinder?
no
yes
no
yes
no
yes
no
yes
no
add_object
apply_vignette
added blue metal cylinder
applied vignette filter (strength: 3.24)
What is the total number of objects that are either large or sphere?
What is the total number of objects that are either large or cylinder?
How many objects that are either large or sphere are present in the scene?
3
2
3
4
3
4
3
2
3
change_color
apply_vignette
changed gray sphere to blue
applied vignette filter (strength: 4.85)
How many large gray objects are there?
How many large blue objects are there?
How many large gray objects can be found in the scene?
1
0
1
0
1
0
1
0
1
change_shape
change_background
changed yellow sphere to cube
changed background to white
Are there any yellow spheres?
Are there any yellow cubes?
Are there any yellow spheres present in the scene?
yes
no
yes
no
yes
no
yes
no
yes
remove_object
apply_blur
removed purple cube
applied blur filter (strength: 9.87)
How many objects are in the scene?
Are there fewer than 4 objects?
How many objects are visible in the scene?
4
no
4
3
yes
3
4
no
4
change_position
change_background
moved purple sphere from (-1.4,-1.8) to (-2.0,2.4)
changed background to brown
Is there a purple object behind the cylinder?
Is there a purple object in front of the cylinder?
Are there any purple objects positioned behind the cylinder?
no
yes
no
yes
no
no
no
yes
no
remove_object
change_background
removed gray cube
changed background to orange
Does the scene contain an equal number of gray objects and red objects?
Does the scene contain an equal number of gray objects and green objects?
In this scene, does it contain an equal number of gray objects and red objects?
yes
no
yes
no
yes
no
yes
no
yes
change_material
add_noise
changed purple cylinder from rubber to metal
added heavy noise (min: light)
What is the total number of metal objects?
What is the total number of rubber objects?
How many metal objects are there?
4
1
4
5
0
5
4
1
4
change_shape
change_background
changed yellow cube to cylinder
changed background to blue
What is the total number of objects that are either small or cylinder?
What is the total number of objects that are either small or cube?
How many objects in the scene are either small or cylinder?
4
5
4
5
4
5
4
5
4
remove_object
apply_vignette
removed cyan cube
applied vignette filter (strength: 4.73)
Does the scene contain an equal number of red objects and cyan objects?
Does the scene contain an equal number of gray objects and cyan objects?
Is it true that the scene contains an equal number of red objects and cyan objects?
yes
no
yes
no
yes
no
yes
no
yes
change_size
change_background
changed blue sphere from small to large
changed background to gray
What is the total number of small objects?
What is the total number of large objects?
How many small objects are there altogether?
1
2
1
0
3
0
1
2
1
change_shape
apply_chromatic_aberration
changed red cube to sphere
applied chromatic aberration filter (strength: 1.33)
Are there any red spheres?
Are there any red cubes?
Is there a red sphere?
no
yes
no
yes
no
yes
no
yes
no
change_material
apply_chromatic_aberration
changed red sphere from rubber to metal
applied chromatic aberration filter (strength: 1.48)
What is the total number of red rubber objects?
What is the total number of red metal objects?
How many red rubber objects are in the scene?
1
0
4
0
1
4
1
0
4
remove_object
apply_chromatic_aberration
removed red sphere
applied chromatic aberration filter (strength: 2.78)
Does the scene contain an equal number of cyan objects and red objects?
Does the scene contain an equal number of gray objects and red objects?
Is the number of red objects equal to the number of cyan objects?
no
yes
no
yes
no
yes
no
yes
no
change_shape
apply_vignette
changed brown cube to sphere
applied vignette filter (strength: 4.77)
How many objects are either green or sphere?
How many objects are either red or sphere?
What is the count of objects that are either green or sphere?
1
4
1
2
5
2
1
4
1
change_color
apply_chromatic_aberration
changed blue cylinder to yellow
applied chromatic aberration filter (strength: 1.04)
How many objects are either yellow or sphere?
How many objects are either blue or sphere?
How many objects are yellow or sphere?
3
4
1
4
3
1
3
4
1
change_shape
add_noise
changed red cylinder to cube
added heavy noise (min: light)
Is there a rubber cube?
Is there a rubber cylinder?
Are there any rubber cubes in the scene?
no
yes
no
yes
no
yes
no
yes
no
change_size
add_noise
changed blue cylinder from large to small
added heavy noise (min: light)
What is the total number of large objects?
What is the total number of small objects?
How many large objects are in the scene?
2
4
6
1
5
6
2
4
6
relational_flip
apply_blur
moved purple cube from right of green cylinder to left
applied blur filter (strength: 8.10)
Is there a small rubber object right of the cylinder?
Is there a small rubber object left of the cylinder?
Is there at least one small rubber object right of the cylinder?
yes
no
yes
no
yes
no
yes
no
yes
relational_flip
apply_blur
moved cyan cube from right of purple sphere to left
applied blur filter (strength: 10.30)
Is there a cyan object behind the sphere?
Is there a cyan object in front of the sphere?
Is there at least one cyan object behind the sphere?
yes
no
yes
no
yes
no
yes
no
yes
change_color
apply_blur
changed yellow cube to brown
applied blur filter (strength: 11.50)
Is the material of the yellow object the same as the small object?
Is the material of the brown object the same as the small object?
Is the yellow object the same material as the small object?
yes
no
yes
no
yes
no
yes
no
yes
replace_object
apply_chromatic_aberration
replaced green cube with red sphere
applied chromatic aberration filter (strength: 1.61)
How many metal objects are there?
How many rubber objects are there?
What is the count of metal objects in the scene?
2
1
3
3
0
3
2
1
3
change_material
change_background
changed red sphere from rubber to metal
changed background to purple
What is the total number of red rubber objects?
What is the total number of red metal objects?
What is the count of red rubber objects?
1
0
6
0
1
6
1
0
6
add_object
add_noise
added gray rubber cylinder
added heavy noise (min: light)
How many objects are in the scene?
Are there more than 6 objects?
What is the count of objects in the scene?
6
no
6
7
yes
7
6
no
6
swap_attribute
apply_chromatic_aberration
swapped colors between purple cube and cyan cube
applied chromatic aberration filter (strength: 3.77)
Is the cyan cube matte or shiny?
Is the purple cube matte or shiny?
What is the surface appearance of the cyan cube: matte or shiny?
shiny
matte
6
matte
shiny
6
shiny
matte
6
change_color
change_background
changed cyan sphere to gray
changed background to white
What is the total number of cyan metal objects?
What is the total number of gray metal objects?
How many cyan metal objects are there in total?
1
0
1
0
1
0
1
0
1
change_size
change_background
changed gray cylinder from small to large
changed background to blue
How many large gray objects are there?
How many small gray objects are there?
How many large gray objects are in the scene?
0
1
5
1
0
5
0
1
5
replace_object
change_lighting
replaced purple cube with blue cylinder
changed lighting to cool
What is the total number of large objects?
What is the total number of small objects?
How many large objects are there altogether?
1
5
1
2
4
2
1
5
1
change_size
change_lighting
changed yellow cylinder from large to small
changed lighting to dramatic
What is the total number of small objects?
What is the total number of large objects?
How many small objects can be found in the scene?
1
4
1
2
3
2
1
4
1
change_position
apply_blur
moved blue cylinder from (-2.4,-1.1) to (2.1,-2.5)
applied blur filter (strength: 11.07)
Is there a red object left of the cylinder?
Is there a red object right of the cylinder?
Are there any red objects left of the cylinder?
no
yes
no
yes
no
no
no
yes
no
add_object
apply_blur
added gray rubber sphere
applied blur filter (strength: 11.12)
What is the total number of objects that are either large or cylinder?
What is the total number of objects that are either large or cube?
What is the total number of objects that are large or cylinder?
3
5
3
4
6
3
3
5
3
change_shape
add_noise
changed red cube to cylinder
added medium noise (min: light)
How many objects are either purple or cube?
How many objects are either purple or cylinder?
How many objects in the scene are either purple or cube?
4
1
4
3
2
3
4
1
4
add_object
change_lighting
added gray rubber sphere
changed lighting to warm
What is the total number of objects that are either large or cube?
What is the total number of objects that are either large or sphere?
How many objects are large or cube?
3
2
1
4
3
1
3
2
1
add_object
apply_vignette
added red metal sphere
applied vignette filter (strength: 4.22)
What is the total number of objects that are either large or cylinder?
What is the total number of objects that are either large or sphere?
How many objects in the scene are either large or cylinder?
4
3
4
5
4
5
4
3
4
replace_object
add_noise
replaced purple sphere with blue cylinder
added medium noise (min: light)
How many rubber objects are there?
How many metal objects are there?
How many rubber objects are in the scene?
2
1
3
1
2
3
2
1
3
change_material
apply_vignette
changed green sphere from rubber to metal
applied vignette filter (strength: 3.23)
What is the total number of green rubber objects?
What is the total number of green metal objects?
What is the count of green rubber objects?
1
0
4
0
1
4
1
0
4
change_material
apply_chromatic_aberration
changed brown sphere from metal to rubber
applied chromatic aberration filter (strength: 2.03)
What is the total number of brown rubber objects?
What is the total number of brown metal objects?
How many brown rubber objects can be found in the scene?
0
1
0
1
0
1
0
1
0
add_object
apply_blur
added brown rubber sphere
applied blur filter (strength: 12.93)
What is the total number of objects that are either large or sphere?
What is the total number of objects that are either small or sphere?
How many objects in the scene are either large or sphere?
5
3
5
6
4
6
5
3
5
change_size
apply_chromatic_aberration
changed yellow cylinder from large to small
applied chromatic aberration filter (strength: 3.70)
How many large yellow objects are there?
How many small yellow objects are there?
How many large yellow objects are in the scene?
1
0
3
0
1
3
1
0
3
change_color
change_background
changed yellow sphere to blue
changed background to gray
Does the scene contain an equal number of yellow objects and red objects?
Does the scene contain an equal number of blue objects and red objects?
Is it true that the scene contains an equal number of yellow objects and red objects?
yes
no
yes
no
yes
no
yes
no
yes
replace_object
apply_chromatic_aberration
replaced red cube with gray sphere
applied chromatic aberration filter (strength: 2.98)
What is the total number of red metal objects?
What is the total number of gray metal objects?
How many red metal objects are in the scene?
1
0
3
0
1
3
1
0
3
swap_attribute
apply_chromatic_aberration
swapped colors between yellow sphere and green cube
applied chromatic aberration filter (strength: 2.45)
Is there a yellow sphere?
Is there a green sphere?
Is there a yellow sphere present in this scene?
yes
no
yes
no
yes
no
yes
no
yes
change_position
change_lighting
moved red cube from (-1.8,-0.2) to (2.5,2.9)
changed lighting to bright
Is there a large metal object left of the cube?
Is there a large metal object right of the cube?
Is there a large metal object left of the cube present in this scene?
no
yes
no
yes
no
yes
no
yes
no
add_object
change_background
added brown rubber cylinder
changed background to blue
What is the total number of objects that are either large or cube?
What is the total number of objects that are either large or sphere?
How many objects are either large or cube?
5
3
5
6
4
6
5
3
5
change_material
apply_vignette
changed green sphere from metal to rubber
applied vignette filter (strength: 3.46)
What is the total number of metal objects?
What is the total number of rubber objects?
How many metal objects are there?
5
1
5
4
2
4
5
1
5
add_object
change_background
added brown metal sphere
changed background to dark_gray
What is the total number of objects that are either large or sphere?
What is the total number of objects that are either small or sphere?
How many objects in the scene are either large or sphere?
4
3
4
5
4
5
4
3
4
swap_attribute
apply_blur
swapped colors between red cylinder and blue cube
applied blur filter (strength: 13.91)
How many small red objects are there?
How many small blue objects are there?
How many small red objects can be found in the scene?
0
1
0
1
0
1
0
1
0
change_shape
apply_blur
changed cyan sphere to cylinder
applied blur filter (strength: 13.56)
How many objects are either green or sphere?
How many objects are either green or cylinder?
What is the total number of objects that are green or sphere?
4
1
0
3
2
0
4
1
0
change_color
change_background
changed cyan cube to purple
changed background to green
How many objects are either cyan or cylinder?
How many objects are either purple or cylinder?
What is the total number of objects that are either cyan or cylinder?
2
1
2
1
2
1
2
1
2
replace_object
apply_vignette
replaced green sphere with purple cube
applied vignette filter (strength: 3.74)
How many large green objects are there?
How many large purple objects are there?
How many large green objects are in the scene?
1
0
6
0
1
6
1
0
6
swap_attribute
apply_chromatic_aberration
swapped colors between green sphere and cyan sphere
applied chromatic aberration filter (strength: 2.29)
Is the green sphere matte or shiny?
Is the cyan sphere matte or shiny?
What finish does the green sphere have — matte or shiny?
matte
shiny
6
shiny
matte
6
matte
shiny
6
add_object
add_noise
added green rubber cube
added heavy noise (min: light)
What is the total number of objects that are either small or cylinder?
What is the total number of objects that are either small or cube?
What is the total number of objects that are small or cylinder?
5
3
0
6
4
0
5
3
0
change_position
apply_blur
moved cyan cylinder from (-1.8,-0.0) to (0.8,0.3)
applied blur filter (strength: 10.76)
Is there a small metal object right of the cylinder?
Is there a small metal object left of the cylinder?
Are there any small metal objects positioned right of the cylinder?
yes
no
yes
no
yes
yes
yes
no
yes
replace_object
apply_chromatic_aberration
replaced gray cylinder with cyan sphere
applied chromatic aberration filter (strength: 3.72)
What is the total number of gray metal objects?
What is the total number of cyan metal objects?
How many gray metal objects can be found in the scene?
1
0
1
0
1
0
1
0
1
relational_flip
apply_blur
moved brown sphere from left of cyan sphere to right
applied blur filter (strength: 11.04)
Is there a large rubber object in front of the sphere?
Is there a large rubber object behind the sphere?
Is there at least one large rubber object positioned in front of the sphere?
yes
no
yes
no
yes
no
yes
no
yes
replace_object
change_background
replaced green cube with purple cylinder
changed background to purple
What is the total number of small objects?
What is the total number of large objects?
How many small objects can be found in the scene?
1
2
1
0
3
0
1
2
1
remove_object
apply_chromatic_aberration
removed yellow sphere
applied chromatic aberration filter (strength: 3.06)
How many objects are in the scene?
Are there fewer than 4 objects?
How many objects are in the scene in total?
4
no
4
3
yes
3
4
no
4
add_object
change_lighting
added yellow rubber cube
changed lighting to dramatic
How many objects are in the scene?
Are there more than 6 objects?
How many objects are in the scene right now?
6
no
6
7
yes
7
6
no
6
change_shape
apply_blur
changed purple cylinder to sphere
applied blur filter (strength: 11.73)
Are there any purple spheres?
Are there any purple cylinders?
Are there any purple spheres visible in this scene?
no
yes
no
yes
no
yes
no
yes
no
change_material
change_lighting
changed cyan cylinder from metal to rubber
changed lighting to dramatic
How many metal objects are there?
How many rubber objects are there?
What is the total number of metal objects?
3
0
3
2
1
2
3
0
3
change_shape
apply_vignette
changed purple cube to sphere
applied vignette filter (strength: 3.43)
What is the total number of objects that are either large or cube?
What is the total number of objects that are either large or sphere?
What is the count of objects that are either large or cube?
2
3
2
1
4
1
2
3
2
relational_flip
add_noise
moved red sphere from left of green cylinder to right
added medium noise (min: light)
Is there a small metal object in front of the sphere?
Is there a small metal object behind the sphere?
Are there any small metal objects positioned in front of the sphere?
no
yes
yes
yes
no
yes
no
yes
yes
relational_flip
change_background
moved brown cylinder from right of gray sphere to left
changed background to orange
Is there a small metal object behind the sphere?
Is there a small metal object in front of the sphere?
Is there at least one small metal object behind the sphere?
yes
no
yes
no
yes
no
yes
no
yes
change_position
add_noise
moved yellow cube from (0.9,-1.6) to (-0.3,1.2)
added heavy noise (min: light)
Is there a small metal object behind the cylinder?
Is there a small metal object in front of the cylinder?
Is there at least one small metal object behind the cylinder?
no
yes
no
yes
no
yes
no
yes
no
change_color
change_background
changed green sphere to yellow
changed background to blue
How many large green objects are there?
How many large yellow objects are there?
How many large green objects can be found in the scene?
1
0
1
0
1
0
1
0
1
change_size
apply_blur
changed purple cube from small to large
applied blur filter (strength: 11.68)
What is the total number of small objects?
What is the total number of large objects?
What is the count of small objects in the scene?
2
4
6
1
5
6
2
4
6
add_object
change_background
added red metal cube
changed background to blue
How many objects are in the scene?
Are there more than 3 objects?
What is the count of objects in the scene?
3
no
3
4
yes
4
3
no
3
change_size
apply_vignette
changed blue sphere from small to large
applied vignette filter (strength: 4.00)
How many small blue objects are there?
How many large blue objects are there?
What is the count of small blue objects in the scene?
1
0
6
0
1
6
1
0
6
add_object
add_noise
added cyan metal sphere
added heavy noise (min: light)
How many objects are in the scene?
Are there more than 6 objects?
How many objects are in the scene right now?
6
no
6
7
yes
7
6
no
6
change_color
change_background
changed brown sphere to purple
changed background to purple
Are there any brown spheres?
Are there any purple spheres?
Is there at least one brown sphere in the scene?
yes
no
yes
no
yes
no
yes
no
yes
replace_object
apply_blur
replaced cyan cylinder with red sphere
applied blur filter (strength: 12.48)
How many red objects are there?
How many cyan objects are there?
What is the count of red objects in the scene?
2
1
6
3
0
6
2
1
6
change_color
change_lighting
changed brown sphere to purple
changed lighting to dim
How many objects are either brown or cube?
How many objects are either purple or cube?
What is the total number of objects that are brown or cube?
5
2
0
4
3
0
5
2
0
remove_object
apply_blur
removed blue cylinder
applied blur filter (strength: 10.96)
Does the scene contain an equal number of blue objects and yellow objects?
Does the scene contain an equal number of blue objects and red objects?
Is it true that the scene contains an equal number of blue objects and yellow objects?
yes
no
yes
no
yes
no
yes
no
yes
replace_object
change_lighting
replaced yellow cube with purple cylinder
changed lighting to dramatic
How many yellow objects are there?
How many purple objects are there?
What is the count of yellow objects?
1
0
4
0
1
4
1
0
4
relational_flip
apply_vignette
moved green cube from right of green cylinder to left
applied vignette filter (strength: 3.49)
Is there a green object behind the cube?
Is there a green object in front of the cube?
Is there at least one green object positioned behind the cube?
no
yes
no
yes
no
yes
no
yes
no
relational_flip
add_noise
moved yellow cube from right of cyan cylinder to left
added medium noise (min: light)
Is there a yellow object in front of the cylinder?
Is there a yellow object behind the cylinder?
Is there at least one yellow object positioned in front of the cylinder?
no
yes
no
yes
no
yes
no
yes
no
change_shape
add_noise
changed blue cylinder to cube
added heavy noise (min: light)
Is there a rubber cylinder?
Is there a rubber cube?
Is there at least one rubber cylinder in the scene?
yes
no
yes
no
yes
no
yes
no
yes
relational_flip
apply_vignette
moved green cube from right of yellow sphere to left
applied vignette filter (strength: 3.47)
Is there a large metal object right of the sphere?
Is there a large metal object left of the sphere?
Are there any large metal objects positioned right of the sphere?
yes
no
yes
no
yes
yes
yes
no
yes
change_shape
change_background
changed gray cube to sphere
changed background to green
How many objects are either purple or cube?
How many objects are either purple or sphere?
How many objects in the scene are either purple or cube?
2
4
2
1
5
1
2
4
2
replace_object
change_lighting
replaced gray sphere with yellow cylinder
changed lighting to bright
How many large gray objects are there?
How many large yellow objects are there?
How many large gray objects can be found in the scene?
1
0
1
0
1
0
1
0
1
add_object
add_noise
added cyan rubber cylinder
added medium noise (min: light)
Does the scene contain an equal number of purple objects and cyan objects?
Does the scene contain an equal number of blue objects and cyan objects?
Is it true that the scene contains an equal number of purple objects and cyan objects?
yes
no
yes
no
yes
no
yes
no
yes
change_shape
change_lighting
changed gray cylinder to cube
changed lighting to dim
Is the number of yellow objects equal to the number of cylinders?
Is the number of red objects equal to the number of cylinders?
Is the number of cylinders equal to the number of yellow objects?
yes
no
yes
no
yes
no
yes
no
yes
swap_attribute
change_lighting
swapped colors between purple cube and green cube
changed lighting to dramatic
Is the purple cube matte or shiny?
Is the green cube matte or shiny?
Is the purple cube a matte or shiny object?
matte
shiny
matte
shiny
matte
shiny
matte
shiny
matte
change_shape
apply_vignette
changed purple cylinder to cube
applied vignette filter (strength: 3.32)
What is the total number of objects that are either large or cube?
What is the total number of objects that are either large or cylinder?
What is the count of objects that are either large or cube?
2
3
2
3
2
3
2
3
2
End of preview. Expand in Data Studio

Anon Counterfactual Dataset

Dataset repo: https://huggingface.co/datasets/dataset-author-404/Anon-CounterFactual-Dataset

Synthetic CLEVR-style 3D scenes with original, semantic counterfactual, and negative (artifact) PNG renders, plus VQA-style questions, difficulties, and a 3×3 answer matrix. Built from the MMB counterfactual pipeline run folder dataset_720p_v2 (see build_hub_dataset.py in this repo snapshot).

This revision replaces the previous Hub layout (legacy imagefolder / output/... tree) with a single train split stored as Parquet for datasets 4.x.

Load

from datasets import load_dataset

ds = load_dataset(
    "dataset-author-404/Anon-CounterFactual-Dataset",
    split="train",
)

Schema

  • Images: original_image, semantic_counterfactual_image, negative_counterfactual_image
  • Strings: counterfactual types and descriptions; original_question, semantic_counterfactual_question_1, negative_counterfactual_question_1; difficulty fields; nine *_answer_* columns (each image answered against each question), matching the wide CSV from the generator.

Reproduce / refresh from local files

  1. pip install -r requirements.txt
  2. Set HF_TOKEN to a write token.
  3. From this directory:
python build_hub_dataset.py `
  --data-dir "path\to\MMB-Counterfactual-Image-Generation-Tool\output\dataset_720p_v2" `
  --repo-id dataset-author-404/Anon-CounterFactual-Dataset `
  --clear-remote `
  --upload-aux
  • --clear-remote removes prior top-level files/folders on the Hub (for example output/, old data/) before uploading new shards.
  • --upload-aux refreshes this README, .gitattributes, requirements.txt, and build_hub_dataset.py on the Hub.

Source layout (input folder)

Path Description
image_mapping_with_questions_full.csv One row per scene (preferred)
image_mapping_with_questions_800.csv Used if the full CSV is missing
images/*.png Filenames referenced by the CSV

License

MIT

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