original_image imagewidth (px) 1.28k 1.28k | semantic_counterfactual_image imagewidth (px) 1.28k 1.28k | negative_counterfactual_image imagewidth (px) 1.28k 1.28k | semantic_counterfactual_type stringclasses 10
values | negative_counterfactual_type stringclasses 6
values | semantic_counterfactual_description stringlengths 16 58 | negative_counterfactual_description stringlengths 23 52 | original_question stringlengths 20 75 | semantic_counterfactual_question_1 stringlengths 21 75 | negative_counterfactual_question_1 stringlengths 20 87 | original_question_difficulty stringclasses 1
value | semantic_counterfactual_question_1_difficulty stringclasses 1
value | negative_counterfactual_question_1_difficulty stringclasses 1
value | original_image_answer_to_original_question stringclasses 11
values | original_image_answer_to_semantic_counterfactual_question_1 stringclasses 11
values | original_image_answer_to_negative_counterfactual_question_1 stringclasses 11
values | semantic_counterfactual_image_answer_to_original_question stringclasses 12
values | semantic_counterfactual_image_answer_to_semantic_counterfactual_question_1 stringclasses 12
values | semantic_counterfactual_image_answer_to_negative_counterfactual_question_1 stringclasses 12
values | negative_counterfactual_image_answer_to_original_question stringclasses 11
values | negative_counterfactual_image_answer_to_semantic_counterfactual_question_1 stringclasses 11
values | negative_counterfactual_image_answer_to_negative_counterfactual_question_1 stringclasses 11
values |
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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 |
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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
pip install -r requirements.txt- Set
HF_TOKENto a write token. - 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-remoteremoves prior top-level files/folders on the Hub (for exampleoutput/, olddata/) before uploading new shards.--upload-auxrefreshes this README,.gitattributes,requirements.txt, andbuild_hub_dataset.pyon 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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