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occlusion_change | apply_vignette | moved cyan sphere to partially occlude blue cube | applied vignette filter (strength: 3.29) | What is the total number of gray metal objects? | Are there any gray objects? | What is the total number of small objects? | hard | medium | medium | 0 | yes | 4 | 0 | yes | 4 | 0 | yes | 4 | |||
change_color | change_background | changed green cylinder to brown | changed background to white | Is there a metal sphere? | How many green objects are there? | How many yellow objects are there? | hard | medium | medium | yes | 1 | 1 | yes | 0 | 1 | yes | 1 | 1 | |||
add_object | apply_vignette | added red rubber sphere | applied vignette filter (strength: 4.39) | What is the total number of small objects? | What is the total number of red objects? | How many objects are in the scene? | medium | medium | easy | 4 | 2 | 6 | 4 | 3 | 7 | 4 | 2 | 6 | |||
change_material | apply_blur | changed blue sphere from rubber to metal | applied blur filter (strength: 13.31) | What is the total number of large objects? | Are there any metal objects? | How many brown objects are there? | medium | medium | medium | 4 | yes | 1 | 4 | yes | 1 | 4 | yes | 1 | |||
swap_attribute | change_background | swapped colors between green sphere and brown cylinder | changed background to purple | How many large gray objects are there? | What is the total number of green objects? | How many metal objects are there? | hard | medium | medium | 0 | 2 | 3 | 0 | 2 | 3 | 0 | 2 | 3 | |||
occlusion_change | apply_chromatic_aberration | moved green cube to partially occlude gray sphere | applied chromatic aberration filter (strength: 3.32) | How many rubber objects are there? | What is the total number of green objects? | How many gray objects are there? | medium | medium | medium | 1 | 2 | 2 | 1 | 2 | 2 | 1 | 2 | 2 | |||
swap_attribute | apply_blur | swapped colors between green cube and gray sphere | applied blur filter (strength: 11.91) | What is the total number of gray rubber objects? | How many green objects are there? | How many rubber objects are there? | hard | medium | medium | 0 | 2 | 4 | 1 | 2 | 4 | 0 | 2 | 4 | |||
add_object | add_noise | added blue rubber cube | added heavy noise (min: light) | What is the total number of rubber objects? | Are there any blue objects? | How many rubber objects are there? | medium | medium | medium | 2 | no | 2 | 3 | yes | 3 | 2 | no | 2 | |||
remove_object | add_noise | removed gray cube | added medium noise (min: light) | What is the total number of metallic objects? | How many gray objects are there? | What is the total number of large objects? | medium | medium | medium | 4 | 1 | 3 | 4 | 0 | 2 | 4 | 1 | 3 | |||
change_color | apply_vignette | changed purple cube to blue | applied vignette filter (strength: 4.60) | Are there any sphere objects? | What is the total number of purple objects? | Are there any sphere objects? | medium | medium | medium | yes | 2 | yes | yes | 1 | yes | yes | 2 | yes | |||
change_size | apply_vignette | changed gray cube from small to large | applied vignette filter (strength: 4.05) | What is the total number of large objects? | What is the total number of small objects? | How many green objects are there? | medium | medium | medium | 1 | 8 | 1 | 2 | 7 | 1 | 1 | 8 | 1 | |||
change_color | change_background | changed blue cylinder to green | changed background to white | Are there any cyan cubes? | How many green objects are there? | Are there any cube objects? | hard | medium | medium | no | 0 | yes | no | 1 | yes | no | 0 | yes | |||
change_shape | apply_vignette | changed yellow cube to sphere | applied vignette filter (strength: 3.41) | Is the gray cube matte or shiny? | Are there any spheres? | What is the total number of large objects? | hard | medium | medium | matte | yes | 5 | matte | yes | 5 | matte | yes | 5 | |||
add_object | change_background | added red metal cube | changed background to green | How many metal objects are there? | What is the total number of red objects? | How many green objects are there? | medium | medium | medium | 2 | 0 | 1 | 3 | 1 | 1 | 2 | 0 | 1 | |||
occlusion_change | change_lighting | moved yellow sphere to partially occlude blue sphere | changed lighting to cool | Are there any cylinders present? | How many blue objects are there? | Are there any sphere objects? | medium | medium | medium | yes | 1 | yes | yes | 1 | yes | yes | 1 | yes | |||
replace_object | apply_chromatic_aberration | replaced purple sphere with gray cylinder | applied chromatic aberration filter (strength: 1.18) | Is there a metal cylinder? | Are there any purple objects? | How many metal objects are there? | hard | medium | medium | yes | yes | 6 | yes | no | 5 | yes | yes | 6 | |||
change_position | change_background | moved green cube from (-2.5,0.8) to (-2.9,-0.6) | changed background to white | What is the total number of large objects? | How many green objects are there? | Are there any cube objects? | medium | medium | medium | 5 | 3 | yes | 5 | 3 | yes | 5 | 3 | yes | |||
change_shape | apply_vignette | changed gray cylinder to sphere | applied vignette filter (strength: 4.74) | How many rubber objects are there? | Are there any cylinders? | What is the total number of small objects? | medium | medium | medium | 1 | yes | 5 | 1 | yes | 5 | 1 | yes | 5 | |||
relational_flip | apply_blur | moved blue cylinder from left of green cube to right | applied blur filter (strength: 13.50) | Are there any cubes present? | How many brown objects are there? | How many rubber objects are there? | medium | medium | medium | yes | 1 | 3 | yes | 1 | 3 | yes | 1 | 3 | |||
change_size | apply_chromatic_aberration | changed brown cylinder from small to large | applied chromatic aberration filter (strength: 2.83) | What is the total number of metallic objects? | How many small objects are there? | How many yellow objects are there? | medium | medium | medium | 4 | 8 | 2 | 4 | 7 | 2 | 4 | 8 | 2 | |||
change_size | apply_chromatic_aberration | changed yellow cylinder from large to small | applied chromatic aberration filter (strength: 2.55) | What is the total number of large objects? | Are there any small objects? | How many rubber objects are there? | medium | medium | medium | 5 | yes | 6 | 4 | yes | 6 | 5 | yes | 6 | |||
change_color | change_lighting | changed red cylinder to purple | changed lighting to dim | How many rubber objects are there? | What is the total number of purple objects? | How many red objects are there? | medium | medium | medium | 2 | 0 | 1 | 2 | 1 | 0 | 2 | 0 | 1 | |||
remove_object | add_noise | removed yellow cylinder | added medium noise (min: light) | What is the total number of metallic objects? | How many yellow objects are there? | How many green objects are there? | medium | medium | medium | 6 | 1 | 1 | 5 | 0 | 1 | 6 | 1 | 1 | |||
swap_attribute | add_noise | swapped colors between gray cube and brown cylinder | added medium noise (min: light) | How many rubber objects are there? | How many gray objects are there? | How many cyan objects are there? | medium | medium | medium | 4 | 1 | 1 | 4 | 1 | 1 | 4 | 1 | 1 | |||
relational_flip | apply_chromatic_aberration | moved cyan cylinder from left of red cube to right | applied chromatic aberration filter (strength: 1.85) | What is the total number of large objects? | How many red objects are there? | How many objects are in the scene? | medium | medium | easy | 2 | 3 | 8 | 2 | 3 | 8 | 2 | 3 | 8 | |||
change_size | apply_blur | changed blue cylinder from small to large | applied blur filter (strength: 11.18) | How many blue objects are there? | What is the total number of small objects? | What is the total number of large objects? | medium | medium | medium | 1 | 1 | 4 | 1 | 0 | 5 | 1 | 1 | 4 | |||
add_object | add_noise | added blue metal sphere | added medium noise (min: light) | How many objects are in the scene? | What is the total number of blue objects? | How many yellow objects are there? | easy | medium | medium | 6 | 1 | 1 | 7 | 2 | 1 | 6 | 1 | 1 | |||
replace_object | apply_blur | replaced cyan cube with purple cylinder | applied blur filter (strength: 12.56) | How many metal objects are there? | What is the total number of purple objects? | What is the total number of small objects? | medium | medium | medium | 2 | 0 | 2 | 1 | 1 | 1 | 2 | 0 | 2 | |||
add_object | add_noise | added cyan metal cube | added heavy noise (min: light) | Are there any cylinders present? | What is the total number of cyan objects? | How many objects are in the scene? | medium | medium | easy | yes | 0 | 6 | yes | 1 | 7 | yes | 0 | 6 | |||
replace_object | change_lighting | replaced gray cylinder with green cube | changed lighting to warm | How many cyan objects are there? | Are there any green objects? | How many objects are in the scene? | medium | medium | easy | 1 | yes | 9 | 1 | yes | 9 | 1 | yes | 9 | |||
replace_object | change_background | replaced red cube with purple cylinder | changed background to white | How many small green objects are there? | Are there any purple objects? | How many rubber objects are there? | hard | medium | medium | 0 | yes | 4 | 0 | yes | 4 | 0 | yes | 4 | |||
remove_object | apply_vignette | removed purple cube | applied vignette filter (strength: 4.80) | Are there any cubes present? | Are there any purple objects? | How many objects are in the scene? | medium | medium | easy | yes | yes | 5 | yes | no | 4 | yes | yes | 5 | |||
occlusion_change | apply_chromatic_aberration | moved red cube to partially occlude brown cube | applied chromatic aberration filter (strength: 3.36) | Are there any cube objects? | What is the total number of gray objects? | How many objects are in the scene? | medium | medium | easy | yes | 2 | 8 | yes | 2 | 8 | yes | 2 | 8 | |||
relational_flip | change_lighting | moved brown cylinder from left of purple cube to right | changed lighting to dim | What is the total number of metallic objects? | What is the total number of purple objects? | What is the total number of small objects? | medium | medium | medium | 4 | 1 | 3 | 4 | 1 | 3 | 4 | 1 | 3 | |||
change_position | apply_chromatic_aberration | moved gray cylinder from (0.5,2.2) to (-2.7,0.4) | applied chromatic aberration filter (strength: 2.36) | How many brown objects are there? | What is the total number of gray objects? | How many cyan objects are there? | medium | medium | medium | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | |||
change_material | apply_blur | changed brown cylinder from metal to rubber | applied blur filter (strength: 14.11) | Are there any spheres present? | How many metal objects are there? | How many metal objects are there? | medium | medium | medium | yes | 4 | 4 | yes | 3 | 3 | yes | 4 | 4 | |||
add_object | add_noise | added purple rubber cylinder | added heavy noise (min: light) | What is the total number of gray rubber objects? | Are there any purple objects? | What is the total number of large objects? | hard | medium | medium | 0 | yes | 4 | 0 | yes | 4 | 0 | yes | 4 | |||
add_object | add_noise | added cyan metal cylinder | added medium noise (min: light) | How many objects are in the scene? | How many cyan objects are there? | How many objects are in the scene? | easy | medium | easy | 5 | 2 | 5 | 6 | 3 | 6 | 5 | 2 | 5 | |||
change_position | change_background | moved yellow sphere from (-0.5,3.0) to (2.7,-0.7) | changed background to gray | How many rubber objects are there? | What is the total number of green objects? | How many metal objects are there? | medium | medium | medium | 3 | 3 | 6 | 3 | 3 | 6 | 3 | 3 | 6 | |||
change_size | apply_chromatic_aberration | changed yellow cylinder from large to small | applied chromatic aberration filter (strength: 1.86) | How many rubber objects are there? | How many small objects are there? | How many red objects are there? | medium | medium | medium | 3 | 4 | 1 | 3 | 5 | 1 | 3 | 4 | 1 | |||
occlusion_change | change_background | moved blue sphere to partially occlude yellow cube | changed background to blue | What is the total number of metal objects? | What is the total number of green objects? | How many green objects are there? | medium | medium | medium | 2 | 1 | 1 | 2 | 1 | 1 | 2 | 1 | 1 | |||
change_color | apply_chromatic_aberration | changed cyan sphere to green | applied chromatic aberration filter (strength: 3.18) | Are there any cylinder objects? | What is the total number of green objects? | What is the total number of large objects? | medium | medium | medium | yes | 0 | 3 | yes | 1 | 3 | yes | 0 | 3 | |||
change_shape | apply_blur | changed blue cube to cylinder | applied blur filter (strength: 10.79) | How many rubber objects are there? | Are there any cylinders? | Are there any sphere objects? | medium | medium | medium | 5 | yes | yes | 5 | yes | yes | 5 | yes | yes | |||
swap_attribute | apply_vignette | swapped colors between gray cylinder and yellow sphere | applied vignette filter (strength: 4.94) | How many large green objects are there? | Are there any gray objects? | How many objects are in the scene? | hard | medium | easy | 1 | yes | 6 | 1 | yes | 6 | 1 | yes | 6 | |||
change_material | change_lighting | changed purple sphere from metal to rubber | changed lighting to dim | How many purple objects are there? | Are there any rubber objects? | How many objects are in the scene? | medium | medium | easy | 1 | yes | 9 | 1 | yes | 9 | 1 | yes | 9 | |||
occlusion_change | apply_vignette | moved yellow cube to partially occlude purple sphere | applied vignette filter (strength: 4.20) | How many metal objects are there? | Are there any cyan objects? | What is the total number of large objects? | medium | medium | medium | 2 | yes | 2 | 2 | yes | 2 | 2 | yes | 2 | |||
swap_attribute | apply_blur | swapped colors between gray cube and green cylinder | applied blur filter (strength: 12.77) | How many gray objects are there? | How many green objects are there? | How many objects are in the scene? | medium | medium | easy | 1 | 2 | 6 | 1 | 2 | 6 | 1 | 2 | 6 | |||
change_material | apply_vignette | changed brown cylinder from metal to rubber | applied vignette filter (strength: 3.62) | What is the total number of metal objects? | Are there any metal objects? | How many rubber objects are there? | medium | medium | medium | 2 | yes | 5 | 1 | yes | 6 | 2 | yes | 5 | |||
swap_attribute | apply_chromatic_aberration | swapped colors between cyan sphere and purple cylinder | applied chromatic aberration filter (strength: 3.32) | Is the gray cube matte or shiny? | What is the total number of purple objects? | Are there any sphere objects? | hard | medium | medium | shiny | 4 | yes | shiny | 4 | yes | shiny | 4 | yes | |||
remove_object | change_lighting | removed cyan cube | changed lighting to bright | Are there any spheres present? | What is the total number of cyan objects? | What is the total number of large objects? | medium | medium | medium | yes | 1 | 3 | yes | 0 | 3 | yes | 1 | 3 | |||
remove_object | add_noise | removed cyan sphere | added medium noise (min: light) | What is the total number of metal objects? | What is the total number of cyan objects? | Are there any sphere objects? | medium | medium | medium | 3 | 1 | yes | 2 | 0 | no | 3 | 1 | yes | |||
change_material | change_lighting | changed yellow sphere from rubber to metal | changed lighting to warm | Are there any cubes present? | How many rubber objects are there? | What is the total number of large objects? | medium | medium | medium | yes | 4 | 3 | yes | 3 | 3 | yes | 4 | 3 | |||
change_size | change_background | changed brown cube from small to large | changed background to brown | How many objects are in the scene? | How many small objects are there? | How many objects are in the scene? | easy | medium | easy | 9 | 6 | 9 | 9 | 5 | 9 | 9 | 6 | 9 | |||
change_color | change_lighting | changed green cube to yellow | changed lighting to dramatic | Is the blue cylinder matte or shiny? | What is the total number of green objects? | Are there any sphere objects? | hard | medium | medium | shiny | 2 | yes | shiny | 1 | yes | shiny | 2 | yes | |||
swap_attribute | change_lighting | swapped colors between cyan sphere and purple cylinder | changed lighting to bright | What is the total number of metallic objects? | How many cyan objects are there? | How many rubber objects are there? | medium | medium | medium | 3 | 1 | 3 | 3 | 1 | 3 | 3 | 1 | 3 | |||
change_size | change_lighting | changed red cube from small to large | changed lighting to bright | What is the total number of rubber objects? | What is the total number of small objects? | How many yellow objects are there? | medium | medium | medium | 2 | 4 | 1 | 2 | 3 | 1 | 2 | 4 | 1 | |||
occlusion_change | apply_blur | moved red sphere to partially occlude red cylinder | applied blur filter (strength: 10.09) | Is there a metal cylinder? | Are there any blue objects? | Are there any cylinder objects? | hard | medium | medium | yes | yes | yes | yes | yes | yes | yes | yes | yes | |||
occlusion_change | apply_chromatic_aberration | moved purple sphere to partially occlude red sphere | applied chromatic aberration filter (strength: 2.14) | What is the total number of red rubber objects? | Are there any brown objects? | What is the total number of small objects? | hard | medium | medium | 1 | yes | 3 | 1 | yes | 3 | 1 | yes | 3 | |||
occlusion_change | apply_blur | moved gray cube to partially occlude red cube | applied blur filter (strength: 12.12) | What is the total number of metal objects? | What is the total number of green objects? | How many metal objects are there? | medium | medium | medium | 3 | 1 | 3 | 3 | 1 | 3 | 3 | 1 | 3 | |||
change_color | add_noise | changed yellow cube to green | added heavy noise (min: light) | Is there a rubber cube? | How many green objects are there? | How many metal objects are there? | hard | medium | medium | no | 1 | 7 | no | 2 | 7 | no | 1 | 7 | |||
relational_flip | add_noise | moved purple cube from left of blue sphere to right | added heavy noise (min: light) | What is the total number of small objects? | How many blue objects are there? | How many rubber objects are there? | medium | medium | medium | 3 | 3 | 2 | 3 | 3 | 2 | 3 | 3 | 2 | |||
relational_flip | apply_blur | moved gray sphere from right of yellow cube to left | applied blur filter (strength: 11.79) | Is there a rubber sphere? | How many yellow objects are there? | How many cyan objects are there? | hard | medium | medium | no | 1 | 1 | no | 1 | 1 | no | 1 | 1 | |||
occlusion_change | change_background | moved cyan cube to partially occlude brown cube | changed background to gray | How many metal objects are there? | How many blue objects are there? | How many green objects are there? | medium | medium | medium | 5 | 4 | 1 | 5 | 4 | 1 | 5 | 4 | 1 | |||
replace_object | change_background | replaced yellow cylinder with blue cube | changed background to blue | What is the total number of metallic objects? | What is the total number of yellow objects? | What is the total number of small objects? | medium | medium | medium | 5 | 2 | 8 | 4 | 1 | 8 | 5 | 2 | 8 | |||
change_material | apply_vignette | changed cyan sphere from metal to rubber | applied vignette filter (strength: 4.63) | What is the total number of yellow rubber objects? | Are there any rubber objects? | How many metal objects are there? | hard | medium | medium | 1 | yes | 5 | 1 | yes | 4 | 1 | yes | 5 | |||
relational_flip | add_noise | moved red sphere from right of green sphere to left | added medium noise (min: light) | How many large red objects are there? | How many brown objects are there? | How many blue objects are there? | hard | medium | medium | 0 | 1 | 2 | 0 | 1 | 2 | 0 | 1 | 2 | |||
occlusion_change | apply_blur | moved brown cylinder to partially occlude yellow cylinder | applied blur filter (strength: 14.40) | What is the total number of rubber objects? | Are there any blue objects? | Are there any cylinder objects? | medium | medium | medium | 3 | yes | yes | 3 | yes | yes | 3 | yes | yes | |||
change_size | apply_chromatic_aberration | changed blue cube from small to large | applied chromatic aberration filter (strength: 2.36) | Is there a metal cube? | What is the total number of small objects? | How many objects are in the scene? | hard | medium | easy | yes | 3 | 6 | yes | 2 | 6 | yes | 3 | 6 | |||
change_position | apply_blur | moved gray sphere from (2.0,-0.2) to (-1.5,0.8) | applied blur filter (strength: 13.00) | Are there any cylinder objects? | How many brown objects are there? | How many rubber objects are there? | medium | medium | medium | yes | 1 | 2 | yes | 1 | 2 | yes | 1 | 2 | |||
change_color | change_background | changed blue cube to brown | changed background to white | Is there a brown cube? | What is the total number of brown objects? | How many gray objects are there? | hard | medium | medium | no | 1 | 1 | yes | 2 | 1 | no | 1 | 1 | |||
change_shape | change_background | changed gray sphere to cube | changed background to blue | How many objects are in the scene? | What is the total number of spheres? | How many blue objects are there? | easy | medium | medium | 6 | 2 | 1 | 6 | 1 | 1 | 6 | 2 | 1 | |||
change_position | apply_chromatic_aberration | moved brown sphere from (1.6,-0.1) to (3.0,1.3) | applied chromatic aberration filter (strength: 2.01) | What is the total number of metal objects? | How many brown objects are there? | Are there any cylinder objects? | medium | medium | medium | 1 | 1 | yes | 1 | 1 | yes | 1 | 1 | yes | |||
relational_flip | apply_vignette | moved cyan cube from right of gray sphere to left | applied vignette filter (strength: 4.64) | How many objects are in the scene? | How many cyan objects are there? | How many gray objects are there? | easy | medium | medium | 6 | 1 | 2 | 6 | 1 | 2 | 6 | 1 | 2 | |||
change_material | apply_vignette | changed cyan cube from rubber to metal | applied vignette filter (strength: 4.66) | Are there any yellow cylinders? | How many metal objects are there? | How many objects are in the scene? | hard | medium | easy | no | 2 | 6 | no | 3 | 6 | no | 2 | 6 | |||
add_object | apply_vignette | added brown rubber cube | applied vignette filter (strength: 3.50) | What is the total number of cyan rubber objects? | What is the total number of brown objects? | What is the total number of small objects? | hard | medium | medium | 0 | 0 | 4 | 0 | 1 | 4 | 0 | 0 | 4 | |||
relational_flip | apply_chromatic_aberration | moved green cylinder from right of yellow cylinder to left | applied chromatic aberration filter (strength: 1.76) | Are there any blue cubes? | How many yellow objects are there? | Are there any cylinder objects? | hard | medium | medium | yes | 1 | yes | yes | 1 | yes | yes | 1 | yes | |||
change_position | apply_blur | moved brown cylinder from (-2.6,0.5) to (0.5,0.5) | applied blur filter (strength: 11.75) | What is the total number of small objects? | How many cyan objects are there? | How many objects are in the scene? | medium | medium | easy | 3 | 1 | 7 | 3 | 1 | 7 | 3 | 1 | 7 | |||
add_object | add_noise | added green rubber sphere | added medium noise (min: light) | What is the total number of metallic objects? | How many green objects are there? | How many brown objects are there? | medium | medium | medium | 3 | 0 | 3 | 3 | 1 | 3 | 3 | 0 | 3 | |||
change_position | apply_vignette | moved red cube from (2.7,-2.9) to (-1.0,-0.7) | applied vignette filter (strength: 4.35) | Is there a gray sphere? | What is the total number of yellow objects? | How many metal objects are there? | hard | medium | medium | no | 3 | 4 | no | 3 | 4 | no | 3 | 4 | |||
change_material | apply_chromatic_aberration | changed brown sphere from metal to rubber | applied chromatic aberration filter (strength: 2.97) | Is there a yellow cube? | What is the total number of metal objects? | How many objects are in the scene? | hard | medium | easy | yes | 3 | 8 | yes | 2 | 8 | yes | 3 | 8 | |||
remove_object | add_noise | removed green cylinder | added heavy noise (min: light) | Are there any cube objects? | How many green objects are there? | How many green objects are there? | medium | medium | medium | yes | 1 | 1 | yes | 0 | 0 | yes | 1 | 1 | |||
change_shape | apply_vignette | changed green cylinder to cube | applied vignette filter (strength: 4.02) | How many objects are in the scene? | Are there any cylinders? | How many objects are in the scene? | easy | medium | easy | 5 | yes | 5 | 5 | yes | 5 | 5 | yes | 5 | |||
swap_attribute | change_background | swapped colors between yellow cylinder and cyan cylinder | changed background to blue | Are there any cubes present? | Are there any cyan objects? | How many metal objects are there? | medium | medium | medium | yes | yes | 5 | yes | yes | 5 | yes | yes | 5 | |||
add_object | change_lighting | added cyan rubber cylinder | changed lighting to bright | Are there any yellow cubes? | What is the total number of cyan objects? | How many yellow objects are there? | hard | medium | medium | yes | 0 | 4 | yes | 1 | 4 | yes | 0 | 4 | |||
change_position | change_background | moved cyan cube from (-2.1,-1.2) to (2.5,2.6) | changed background to brown | What is the total number of gray metal objects? | Are there any green objects? | What is the total number of small objects? | hard | medium | medium | 0 | yes | 3 | 0 | yes | 3 | 0 | yes | 3 | |||
change_color | change_background | changed blue sphere to red | changed background to white | Is the blue sphere matte or shiny? | Are there any red objects? | How many brown objects are there? | hard | medium | medium | matte | yes | 1 | not found | yes | 1 | matte | yes | 1 | |||
change_shape | change_lighting | changed green cube to sphere | changed lighting to dramatic | How many blue objects are there? | Are there any spheres? | How many objects are in the scene? | medium | medium | easy | 2 | yes | 7 | 2 | yes | 7 | 2 | yes | 7 | |||
remove_object | apply_blur | removed green sphere | applied blur filter (strength: 9.44) | What is the total number of metal objects? | Are there any green objects? | How many objects are in the scene? | medium | medium | easy | 4 | yes | 8 | 3 | yes | 7 | 4 | yes | 8 | |||
replace_object | apply_chromatic_aberration | replaced cyan sphere with blue cube | applied chromatic aberration filter (strength: 2.80) | How many objects are in the scene? | Are there any blue objects? | How many rubber objects are there? | easy | medium | medium | 7 | yes | 4 | 7 | yes | 4 | 7 | yes | 4 | |||
swap_attribute | add_noise | swapped colors between red cube and cyan sphere | added heavy noise (min: light) | How many yellow objects are there? | What is the total number of cyan objects? | Are there any sphere objects? | medium | medium | medium | 2 | 2 | yes | 2 | 2 | yes | 2 | 2 | yes | |||
change_material | change_lighting | changed cyan cylinder from rubber to metal | changed lighting to dramatic | How many cyan objects are there? | Are there any metal objects? | How many metal objects are there? | medium | medium | medium | 1 | yes | 5 | 1 | yes | 6 | 1 | yes | 5 | |||
occlusion_change | add_noise | moved yellow cylinder to partially occlude gray sphere | added medium noise (min: light) | Are there any cubes present? | Are there any green objects? | What is the total number of small objects? | medium | medium | medium | yes | yes | 1 | yes | yes | 1 | yes | yes | 1 | |||
add_object | change_lighting | added yellow rubber cylinder | changed lighting to dramatic | What is the total number of small objects? | What is the total number of yellow objects? | How many green objects are there? | medium | medium | medium | 2 | 1 | 1 | 3 | 2 | 1 | 2 | 1 | 1 | |||
occlusion_change | change_lighting | moved brown sphere to partially occlude red cylinder | changed lighting to cool | What is the total number of metal objects? | What is the total number of blue objects? | What is the total number of large objects? | medium | medium | medium | 2 | 2 | 5 | 2 | 2 | 5 | 2 | 2 | 5 | |||
remove_object | apply_blur | removed blue sphere | applied blur filter (strength: 8.10) | What is the total number of rubber objects? | How many blue objects are there? | Are there any cube objects? | medium | medium | medium | 4 | 2 | yes | 4 | 1 | yes | 4 | 2 | yes | |||
occlusion_change | apply_blur | moved red cube to partially occlude brown cylinder | applied blur filter (strength: 8.62) | How many metal objects are there? | Are there any yellow objects? | Are there any sphere objects? | medium | medium | medium | 4 | yes | yes | 4 | yes | yes | 4 | yes | yes | |||
add_object | apply_chromatic_aberration | added blue rubber sphere | applied chromatic aberration filter (strength: 3.41) | What is the total number of small objects? | Are there any blue objects? | What is the total number of small objects? | medium | medium | medium | 2 | yes | 2 | 3 | yes | 3 | 2 | yes | 2 | |||
change_material | apply_blur | changed cyan cylinder from metal to rubber | applied blur filter (strength: 14.31) | What is the total number of rubber objects? | How many rubber objects are there? | How many objects are in the scene? | medium | medium | easy | 2 | 2 | 6 | 3 | 3 | 6 | 2 | 2 | 6 | |||
change_shape | apply_chromatic_aberration | changed brown sphere to cube | applied chromatic aberration filter (strength: 3.11) | How many green objects are there? | How many spheres are there? | How many cyan objects are there? | medium | medium | medium | 1 | 2 | 2 | 1 | 1 | 2 | 1 | 2 | 2 | |||
add_object | add_noise | added brown metal sphere | added heavy noise (min: light) | What is the total number of metallic objects? | Are there any brown objects? | How many yellow objects are there? | medium | medium | medium | 4 | yes | 3 | 5 | yes | 3 | 4 | yes | 3 |
MMB Counterfactual Dataset
A counterfactual VQA dataset constructed using the CLEVR blender assets to procedurally generate both negative and normal counter factual VQA images and questions for the Multimodal Benchmark paper.
Dataset Structure
This repository contains counterfactual visual question answering data with:
- Original images and counterfactual variants (modifications to test reasoning)
- Questions for each image variant
- Answer matrices showing how each image answers each question (9 values per scene: 3 images × 3 questions)
Loading from Python
After pushing this repository to the Hub, load it with:
from datasets import load_dataset
ds = load_dataset("scholo/MMB_dataset", split="train")
print(ds[0])
No trust_remote_code=True needed since we use standard Parquet format!
Directory Structure
MMB-Dataset/
├── README.md # This file
├── .gitattributes # Git LFS configuration for images
├── data/ # Dataset files (Parquet format)
│ └── train.parquet # Main dataset file
├── Dataset/ # Current dataset run
│ ├── images/ # All PNG images (referenced by Parquet)
│ ├── scenes/ # JSON scene descriptions (reference)
│ ├── image_mapping_with_questions.csv # Original CSV (source)
│ ├── checkpoint.json # Run metadata
│ └── run_metadata.json # Run metadata
License
MIT
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Size of downloaded dataset files:
29.7 MB
Size of the auto-converted Parquet files:
29.7 MB
Number of rows:
100