Dataset Viewer
Auto-converted to Parquet Duplicate
id
stringlengths
20
107
capability
stringclasses
4 values
task
stringclasses
14 values
image_path
stringlengths
24
113
media_paths
listlengths
1
5
mask_path
stringclasses
71 values
question
stringlengths
20
896
answer
stringlengths
1
890
answer_type
stringclasses
5 values
choices
listlengths
0
4
source
stringclasses
13 values
source_id
stringlengths
3
107
metadata_json
stringlengths
35
1.53k
perception_counting_108
perception
counting
perception/counting/108.jpg
[ "perception/counting/108.jpg" ]
How many floral patterns are there in the image?
4
integer
[]
CountBench
perception_counting_108
{"text":"set of four seamless red floral pattern vector image","source":"CountBench"}
perception_counting_110
perception
counting
perception/counting/110.jpg
[ "perception/counting/110.jpg" ]
How many dice are there in the image?
10
integer
[]
CountBench
perception_counting_110
{"text":"d10 set of ten green dice","source":"CountBench"}
perception_counting_118
perception
counting
perception/counting/118.jpg
[ "perception/counting/118.jpg" ]
How many glasses are there in the image?
4
integer
[]
CountBench
perception_counting_118
{"text":"LSA Wine set of four stemless red wine glasses","source":"CountBench"}
perception_counting_12
perception
counting
perception/counting/12.jpg
[ "perception/counting/12.jpg" ]
How many chairs are there in the image?
8
integer
[]
CountBench
perception_counting_12
{"text":"Set of eight walnut queen anne dining chairs for sale at for Dining room chairs queen anne","source":"CountBench"}
perception_counting_121
perception
counting
perception/counting/121.jpg
[ "perception/counting/121.jpg" ]
How many gears are there in the image?
3
integer
[]
CountBench
perception_counting_121
{"text":"Conceptual three gears with Earth globes - 3d render","source":"CountBench"}
perception_counting_124
perception
counting
perception/counting/124.jpg
[ "perception/counting/124.jpg" ]
How many bridesmaids are there in the image?
8
integer
[]
CountBench
perception_counting_124
{"text":"Smoke gray one-shouldered dresses created a sophisticated and dramatic look for Melissa's eight bridesmaids.","source":"CountBench"}
perception_counting_125
perception
counting
perception/counting/125.jpg
[ "perception/counting/125.jpg" ]
How many apples are there in the image?
7
integer
[]
CountBench
perception_counting_125
{"text":"A set of seven red plastic apples on a white background","source":"CountBench"}
perception_counting_137
perception
counting
perception/counting/137.jpg
[ "perception/counting/137.jpg" ]
How many people are there in the image?
10
integer
[]
CountBench
perception_counting_137
{"text":"Our creative team of ten people with occupations icons","source":"CountBench"}
perception_counting_138
perception
counting
perception/counting/138.jpg
[ "perception/counting/138.jpg" ]
How many couples are there in the image?
8
integer
[]
CountBench
perception_counting_138
{"text":"The eight remaining couples on 'Dancing With The Stars' week 6","source":"CountBench"}
perception_counting_14
perception
counting
perception/counting/14.jpg
[ "perception/counting/14.jpg" ]
How many golfers are there in the image?
9
integer
[]
CountBench
perception_counting_14
{"text":"Watch nine golfers sink putts into same hole","source":"CountBench"}
perception_counting_142
perception
counting
perception/counting/142.jpg
[ "perception/counting/142.jpg" ]
How many roses are there in the image?
9
integer
[]
CountBench
perception_counting_142
{"text":"American Box entry of nine miniature roses","source":"CountBench"}
perception_counting_143
perception
counting
perception/counting/143.jpg
[ "perception/counting/143.jpg" ]
How many people are there in the image?
2
integer
[]
CountBench
perception_counting_143
{"text":"Joshua (left) and Alexander are the 2013 Hill-Stephens Scholars, an honor awarded to two African-American sophomores or juniors at Harvard College.","source":"CountBench"}
perception_counting_145
perception
counting
perception/counting/145.jpg
[ "perception/counting/145.jpg" ]
How many guitars are there in the image?
3
integer
[]
CountBench
perception_counting_145
{"text":"three guitars vector image","source":"CountBench"}
perception_counting_151
perception
counting
perception/counting/151.jpg
[ "perception/counting/151.jpg" ]
How many chairs are there in the image?
5
integer
[]
CountBench
perception_counting_151
{"text":"five solid oak dining chairs by maurice pr france 1950s","source":"CountBench"}
perception_counting_155
perception
counting
perception/counting/155.jpg
[ "perception/counting/155.jpg" ]
How many girls are there in the image?
3
integer
[]
CountBench
perception_counting_155
{"text":"three girls raised their glasses in a nightclub","source":"CountBench"}
perception_counting_157
perception
counting
perception/counting/157.jpg
[ "perception/counting/157.jpg" ]
How many mandalas are there in the image?
9
integer
[]
CountBench
perception_counting_157
{"text":"Set of nine geometric colorful mandala vector","source":"CountBench"}
perception_counting_16
perception
counting
perception/counting/16.jpg
[ "perception/counting/16.jpg" ]
How many outfits are there in the image?
4
integer
[]
CountBench
perception_counting_16
{"text":"A look at style queen Maxima's four inauguration outfits","source":"CountBench"}
perception_counting_174
perception
counting
perception/counting/174.jpg
[ "perception/counting/174.jpg" ]
How many doors are there in the image?
3
integer
[]
CountBench
perception_counting_174
{"text":"Choice of three doors opening to possible vacation or getaway destinations Imagens","source":"CountBench"}
perception_counting_181
perception
counting
perception/counting/181.jpg
[ "perception/counting/181.jpg" ]
How many candles are there in the image?
6
integer
[]
CountBench
perception_counting_181
{"text":"Pack of six LED battery operated tea lights/candles","source":"CountBench"}
perception_counting_183
perception
counting
perception/counting/183.jpg
[ "perception/counting/183.jpg" ]
How many men are there in the image?
2
integer
[]
CountBench
perception_counting_183
{"text":"Portrait of two men, unidentified","source":"CountBench"}
perception_counting_184
perception
counting
perception/counting/184.jpg
[ "perception/counting/184.jpg" ]
How many frames are there in the image?
3
integer
[]
CountBench
perception_counting_184
{"text":"The three Sellwood finish options for Sisi Photography wedding collections - Teal, white and black.","source":"CountBench"}
perception_counting_199
perception
counting
perception/counting/199.jpg
[ "perception/counting/199.jpg" ]
How many figurines are there in the image?
8
integer
[]
CountBench
perception_counting_199
{"text":"All eight kinds of one piece figure skating world collector bulldog figure skating ONE PIECE FILM Z Vol.4 γ€Š immediate delivery product 》","source":"CountBench"}
perception_counting_206
perception
counting
perception/counting/206.jpg
[ "perception/counting/206.jpg" ]
How many dice are there in the image?
10
integer
[]
CountBench
perception_counting_206
{"text":"d10 set of ten - Yellow","source":"CountBench"}
perception_counting_217
perception
counting
perception/counting/217.jpg
[ "perception/counting/217.jpg" ]
How many silhouettes of couples are there in the image?
9
integer
[]
CountBench
perception_counting_217
{"text":"Silhouette of groom and a bride in a nine different poses","source":"CountBench"}
perception_counting_236
perception
counting
perception/counting/236.jpg
[ "perception/counting/236.jpg" ]
How many dice are there in the image?
10
integer
[]
CountBench
perception_counting_236
{"text":"d10 set of ten","source":"CountBench"}
perception_counting_245
perception
counting
perception/counting/245.jpg
[ "perception/counting/245.jpg" ]
How many poinsettias are there in the image?
10
integer
[]
CountBench
perception_counting_245
{"text":"All ten Christmas Poinsettia","source":"CountBench"}
perception_counting_253
perception
counting
perception/counting/253.jpg
[ "perception/counting/253.jpg" ]
How many photos are there in the image?
9
integer
[]
CountBench
perception_counting_253
{"text":"Business collage composed of nine photos of successful and positive business women photo","source":"CountBench"}
perception_counting_277
perception
counting
perception/counting/277.jpg
[ "perception/counting/277.jpg" ]
How many keychains are there in the image?
8
integer
[]
CountBench
perception_counting_277
{"text":"A person on behalf of eight Mushroom Doll Keychain","source":"CountBench"}
perception_counting_28
perception
counting
perception/counting/28.jpg
[ "perception/counting/28.jpg" ]
How many silhouettes are there in the image?
10
integer
[]
CountBench
perception_counting_28
{"text":"Silhouette of ten young women, walking hand in hand.","source":"CountBench"}
perception_counting_285
perception
counting
perception/counting/285.jpg
[ "perception/counting/285.jpg" ]
How many eggs are there in the image?
10
integer
[]
CountBench
perception_counting_285
{"text":"3D illustration of ten eggs in a carton package","source":"CountBench"}
perception_counting_299
perception
counting
perception/counting/299.jpg
[ "perception/counting/299.jpg" ]
How many Cookies are there in the image?
7
integer
[]
CountBench
perception_counting_299
{"text":"Overhead shot of seven Chewy Peanut Butter Cookies with Chocolate M&M's on a white plate.","source":"CountBench"}
perception_counting_326
perception
counting
perception/counting/326.jpg
[ "perception/counting/326.jpg" ]
How many dice are there in the image?
7
integer
[]
CountBench
perception_counting_326
{"text":"set of seven green polyhedral dice for role playing games","source":"CountBench"}
perception_counting_339
perception
counting
perception/counting/339.jpg
[ "perception/counting/339.jpg" ]
How many butterflies are there in the image?
10
integer
[]
CountBench
perception_counting_339
{"text":"Set of ten ornamental butterflies","source":"CountBench"}
perception_counting_382
perception
counting
perception/counting/382.jpg
[ "perception/counting/382.jpg" ]
How many people are in the foreground of this image?
7
integer
[]
CountBench
perception_counting_382
{"text":"Lloyds Bank Commercial Banking has appointed seven new specialist banking professionals dedicated to the property SME sector. Pictured are Harjit, Andy , Dave, Mike, Demetrius, Damian and Dave","source":"CountBench"}
perception_counting_386
perception
counting
perception/counting/386.jpg
[ "perception/counting/386.jpg" ]
How many dice are there in the image?
10
integer
[]
CountBench
perception_counting_386
{"text":"d10 set of ten red dice","source":"CountBench"}
perception_counting_396
perception
counting
perception/counting/396.jpg
[ "perception/counting/396.jpg" ]
How many groomsmen are there in the image?
7
integer
[]
CountBench
perception_counting_396
{"text":"All of Peter's seven groomsmen wore gray Vera Wang tuxedos with slim black ties, forgoing boutonnieres for white pocket squares.","source":"CountBench"}
perception_counting_420
perception
counting
perception/counting/420.jpg
[ "perception/counting/420.jpg" ]
How many children are there in the image?
7
integer
[]
CountBench
perception_counting_420
{"text":"McCain poses with his wife and seven children in 2000. The children, from left, are Andrew, Jimmy, Jack, Bridget, Meghan, Douglas and Sidney.","source":"CountBench"}
perception_counting_425
perception
counting
perception/counting/425.jpg
[ "perception/counting/425.jpg" ]
How many pairs of socks are there in the image?
5
integer
[]
CountBench
perception_counting_425
{"text":"bluezoo - Pack of five boys+ white tip striped socks","source":"CountBench"}
perception_counting_485
perception
counting
perception/counting/485.jpg
[ "perception/counting/485.jpg" ]
How many wooden spoons are there in the image?
9
integer
[]
CountBench
perception_counting_485
{"text":"nine healthy dried berry collection (blueberry, mulberry, cherry, goji, elderberry, chokeberry, cranberry, goldenberry) on isolated wooden spoons, top view","source":"CountBench"}
perception_counting_96
perception
counting
perception/counting/96.jpg
[ "perception/counting/96.jpg" ]
How many silhouettes of couples are there in the image?
10
integer
[]
CountBench
perception_counting_96
{"text":"ten couples silhouettes vector image vector image","source":"CountBench"}
perception_depth_val_Relative_Depth_1
perception
depth
perception/depth/val_Relative_Depth_1.jpg
[ "perception/depth/val_Relative_Depth_1.jpg" ]
Which point is closer to the camera?
(B)
text
[ "A is closer", "B is closer" ]
BLINK
perception_depth_val_Relative_Depth_1
{"coordinates":[[0.437,0.905],[0.565,0.905]],"source":"BLINK"}
perception_depth_val_Relative_Depth_102
perception
depth
perception/depth/val_Relative_Depth_102.jpg
[ "perception/depth/val_Relative_Depth_102.jpg" ]
Which point is closer to the camera?
(B)
text
[ "A is closer", "B is closer" ]
BLINK
perception_depth_val_Relative_Depth_102
{"coordinates":[],"source":"BLINK"}
perception_depth_val_Relative_Depth_103
perception
depth
perception/depth/val_Relative_Depth_103.jpg
[ "perception/depth/val_Relative_Depth_103.jpg" ]
Which point is closer to the camera?
(B)
text
[ "A is closer", "B is closer" ]
BLINK
perception_depth_val_Relative_Depth_103
{"coordinates":[],"source":"BLINK"}
perception_depth_val_Relative_Depth_104
perception
depth
perception/depth/val_Relative_Depth_104.jpg
[ "perception/depth/val_Relative_Depth_104.jpg" ]
Which point is closer to the camera?
(B)
text
[ "A is closer", "B is closer" ]
BLINK
perception_depth_val_Relative_Depth_104
{"coordinates":[],"source":"BLINK"}
perception_depth_val_Relative_Depth_106
perception
depth
perception/depth/val_Relative_Depth_106.jpg
[ "perception/depth/val_Relative_Depth_106.jpg" ]
Which point is closer to the camera?
(B)
text
[ "A is closer", "B is closer" ]
BLINK
perception_depth_val_Relative_Depth_106
{"coordinates":[],"source":"BLINK"}
perception_depth_val_Relative_Depth_108
perception
depth
perception/depth/val_Relative_Depth_108.jpg
[ "perception/depth/val_Relative_Depth_108.jpg" ]
Which point is closer to the camera?
(B)
text
[ "A is closer", "B is closer" ]
BLINK
perception_depth_val_Relative_Depth_108
{"coordinates":[],"source":"BLINK"}
perception_depth_val_Relative_Depth_11
perception
depth
perception/depth/val_Relative_Depth_11.jpg
[ "perception/depth/val_Relative_Depth_11.jpg" ]
Which point is closer to the camera?
(B)
text
[ "A is closer", "B is closer" ]
BLINK
perception_depth_val_Relative_Depth_11
{"coordinates":[[0.777,0.151],[0.456,0.772]],"source":"BLINK"}
perception_depth_val_Relative_Depth_110
perception
depth
perception/depth/val_Relative_Depth_110.jpg
[ "perception/depth/val_Relative_Depth_110.jpg" ]
Which point is closer to the camera?
(A)
text
[ "A is closer", "B is closer" ]
BLINK
perception_depth_val_Relative_Depth_110
{"coordinates":[],"source":"BLINK"}
perception_depth_val_Relative_Depth_111
perception
depth
perception/depth/val_Relative_Depth_111.jpg
[ "perception/depth/val_Relative_Depth_111.jpg" ]
Which point is closer to the camera?
(A)
text
[ "A is closer", "B is closer" ]
BLINK
perception_depth_val_Relative_Depth_111
{"coordinates":[],"source":"BLINK"}
perception_depth_val_Relative_Depth_114
perception
depth
perception/depth/val_Relative_Depth_114.jpg
[ "perception/depth/val_Relative_Depth_114.jpg" ]
Which point is closer to the camera?
(B)
text
[ "A is closer", "B is closer" ]
BLINK
perception_depth_val_Relative_Depth_114
{"coordinates":[],"source":"BLINK"}
perception_depth_val_Relative_Depth_116
perception
depth
perception/depth/val_Relative_Depth_116.jpg
[ "perception/depth/val_Relative_Depth_116.jpg" ]
Which point is closer to the camera?
(B)
text
[ "A is closer", "B is closer" ]
BLINK
perception_depth_val_Relative_Depth_116
{"coordinates":[],"source":"BLINK"}
perception_depth_val_Relative_Depth_121
perception
depth
perception/depth/val_Relative_Depth_121.jpg
[ "perception/depth/val_Relative_Depth_121.jpg" ]
Which point is closer to the camera?
(B)
text
[ "A is closer", "B is closer" ]
BLINK
perception_depth_val_Relative_Depth_121
{"coordinates":[],"source":"BLINK"}
perception_depth_val_Relative_Depth_13
perception
depth
perception/depth/val_Relative_Depth_13.jpg
[ "perception/depth/val_Relative_Depth_13.jpg" ]
Which point is closer to the camera?
(B)
text
[ "A is closer", "B is closer" ]
BLINK
perception_depth_val_Relative_Depth_13
{"coordinates":[[0.326,0.4442],[0.674,0.4442]],"source":"BLINK"}
perception_depth_val_Relative_Depth_16
perception
depth
perception/depth/val_Relative_Depth_16.jpg
[ "perception/depth/val_Relative_Depth_16.jpg" ]
Which point is closer to the camera?
(B)
text
[ "A is closer", "B is closer" ]
BLINK
perception_depth_val_Relative_Depth_16
{"coordinates":[[0.38,0.072],[0.622,0.072]],"source":"BLINK"}
perception_depth_val_Relative_Depth_19
perception
depth
perception/depth/val_Relative_Depth_19.jpg
[ "perception/depth/val_Relative_Depth_19.jpg" ]
Which point is closer to the camera?
(B)
text
[ "A is closer", "B is closer" ]
BLINK
perception_depth_val_Relative_Depth_19
{"coordinates":[[0.137,0.457],[0.866,0.457]],"source":"BLINK"}
perception_depth_val_Relative_Depth_2
perception
depth
perception/depth/val_Relative_Depth_2.jpg
[ "perception/depth/val_Relative_Depth_2.jpg" ]
Which point is closer to the camera?
(B)
text
[ "A is closer", "B is closer" ]
BLINK
perception_depth_val_Relative_Depth_2
{"coordinates":[[0.912,0.1413],[0.576,0.9227]],"source":"BLINK"}
perception_depth_val_Relative_Depth_22
perception
depth
perception/depth/val_Relative_Depth_22.jpg
[ "perception/depth/val_Relative_Depth_22.jpg" ]
Which point is closer to the camera?
(B)
text
[ "A is closer", "B is closer" ]
BLINK
perception_depth_val_Relative_Depth_22
{"coordinates":[],"source":"BLINK"}
perception_depth_val_Relative_Depth_27
perception
depth
perception/depth/val_Relative_Depth_27.jpg
[ "perception/depth/val_Relative_Depth_27.jpg" ]
Which point is closer to the camera?
(A)
text
[ "A is closer", "B is closer" ]
BLINK
perception_depth_val_Relative_Depth_27
{"coordinates":[],"source":"BLINK"}
perception_depth_val_Relative_Depth_3
perception
depth
perception/depth/val_Relative_Depth_3.jpg
[ "perception/depth/val_Relative_Depth_3.jpg" ]
Which point is closer to the camera?
(B)
text
[ "A is closer", "B is closer" ]
BLINK
perception_depth_val_Relative_Depth_3
{"coordinates":[[0.122,0.0952],[0.208,0.8065]],"source":"BLINK"}
perception_depth_val_Relative_Depth_32
perception
depth
perception/depth/val_Relative_Depth_32.jpg
[ "perception/depth/val_Relative_Depth_32.jpg" ]
Which point is closer to the camera?
(B)
text
[ "A is closer", "B is closer" ]
BLINK
perception_depth_val_Relative_Depth_32
{"coordinates":[],"source":"BLINK"}
perception_depth_val_Relative_Depth_33
perception
depth
perception/depth/val_Relative_Depth_33.jpg
[ "perception/depth/val_Relative_Depth_33.jpg" ]
Which point is closer to the camera?
(B)
text
[ "A is closer", "B is closer" ]
BLINK
perception_depth_val_Relative_Depth_33
{"coordinates":[],"source":"BLINK"}
perception_depth_val_Relative_Depth_38
perception
depth
perception/depth/val_Relative_Depth_38.jpg
[ "perception/depth/val_Relative_Depth_38.jpg" ]
Which point is closer to the camera?
(B)
text
[ "A is closer", "B is closer" ]
BLINK
perception_depth_val_Relative_Depth_38
{"coordinates":[],"source":"BLINK"}
perception_depth_val_Relative_Depth_47
perception
depth
perception/depth/val_Relative_Depth_47.jpg
[ "perception/depth/val_Relative_Depth_47.jpg" ]
Which point is closer to the camera?
(B)
text
[ "A is closer", "B is closer" ]
BLINK
perception_depth_val_Relative_Depth_47
{"coordinates":[],"source":"BLINK"}
perception_depth_val_Relative_Depth_50
perception
depth
perception/depth/val_Relative_Depth_50.jpg
[ "perception/depth/val_Relative_Depth_50.jpg" ]
Which point is closer to the camera?
(B)
text
[ "A is closer", "B is closer" ]
BLINK
perception_depth_val_Relative_Depth_50
{"coordinates":[],"source":"BLINK"}
perception_depth_val_Relative_Depth_53
perception
depth
perception/depth/val_Relative_Depth_53.jpg
[ "perception/depth/val_Relative_Depth_53.jpg" ]
Which point is closer to the camera?
(B)
text
[ "A is closer", "B is closer" ]
BLINK
perception_depth_val_Relative_Depth_53
{"coordinates":[],"source":"BLINK"}
perception_depth_val_Relative_Depth_67
perception
depth
perception/depth/val_Relative_Depth_67.jpg
[ "perception/depth/val_Relative_Depth_67.jpg" ]
Which point is closer to the camera?
(B)
text
[ "A is closer", "B is closer" ]
BLINK
perception_depth_val_Relative_Depth_67
{"coordinates":[],"source":"BLINK"}
perception_depth_val_Relative_Depth_76
perception
depth
perception/depth/val_Relative_Depth_76.jpg
[ "perception/depth/val_Relative_Depth_76.jpg" ]
Which point is closer to the camera?
(B)
text
[ "A is closer", "B is closer" ]
BLINK
perception_depth_val_Relative_Depth_76
{"coordinates":[],"source":"BLINK"}
perception_depth_val_Relative_Depth_79
perception
depth
perception/depth/val_Relative_Depth_79.jpg
[ "perception/depth/val_Relative_Depth_79.jpg" ]
Which point is closer to the camera?
(B)
text
[ "A is closer", "B is closer" ]
BLINK
perception_depth_val_Relative_Depth_79
{"coordinates":[],"source":"BLINK"}
perception_depth_val_Relative_Depth_8
perception
depth
perception/depth/val_Relative_Depth_8.jpg
[ "perception/depth/val_Relative_Depth_8.jpg" ]
Which point is closer to the camera?
(B)
text
[ "A is closer", "B is closer" ]
BLINK
perception_depth_val_Relative_Depth_8
{"coordinates":[[0.3202,0.0913],[0.5914,0.1872]],"source":"BLINK"}
perception_depth_val_Relative_Depth_85
perception
depth
perception/depth/val_Relative_Depth_85.jpg
[ "perception/depth/val_Relative_Depth_85.jpg" ]
Which point is closer to the camera?
(B)
text
[ "A is closer", "B is closer" ]
BLINK
perception_depth_val_Relative_Depth_85
{"coordinates":[],"source":"BLINK"}
size_sphere_manipulation_144.1
perception
size
perception/size/sphere_manipulation_144_1.jpg
[ "perception/size/sphere_manipulation_144_1.jpg" ]
Is the steel bowl narrower than the shoulder of the lady behind?
no
text
[ "no", "yes" ]
SPHERE-VLM/object_manipulation
144.1
{"source":"SPHERE-VLM/object_manipulation","source_id":"144.1","source_scene_id":"coco_test2017:6284","difficulty":"hard","difficulty_factors":["cross_category_extent_transfer","near_equal_scale","perspective_variation"],"visual_evidence_type":"cross_category_visible_width_comparison","visual_verifiability":"inferable_...
size_sphere_size_only_1.0
perception
size
perception/size/sphere_size_only_1_0.jpg
[ "perception/size/sphere_size_only_1_0.jpg" ]
Which person is taller?
the right
text
[ "the left", "the right" ]
SPHERE-VLM/size_only
1.0
{"source":"SPHERE-VLM/size_only","source_id":"1.0","source_scene_id":"coco_test2017:202","difficulty":"hard","difficulty_factors":["same_category_size_discrimination","near_equal_scale","perspective_variation"],"visual_evidence_type":"visible_comparative_extent","visual_verifiability":"directly_verifiable_from_visible_...
size_sphere_size_only_109.0
perception
size
perception/size/sphere_size_only_109_0.jpg
[ "perception/size/sphere_size_only_109_0.jpg" ]
Which chandelier is bigger?
the left chandelier
text
[ "the left chandelier", "the right chandelier" ]
SPHERE-VLM/size_only
109.0
{"source":"SPHERE-VLM/size_only","source_id":"109.0","source_scene_id":"coco_test2017:27634","difficulty":"hard","difficulty_factors":["same_category_size_discrimination","perspective_variation","small_target"],"visual_evidence_type":"visible_comparative_extent","visual_verifiability":"directly_verifiable_from_visible_...
size_sphere_size_only_11.0
perception
size
perception/size/sphere_size_only_11_0.jpg
[ "perception/size/sphere_size_only_11_0.jpg" ]
Which sheep is the shortest?
the middle sheep
text
[ "the leftmost sheep", "the middle sheep" ]
SPHERE-VLM/size_only
11.0
{"source":"SPHERE-VLM/size_only","source_id":"11.0","source_scene_id":"coco_test2017:1380","difficulty":"hard","difficulty_factors":["same_category_size_discrimination","near_equal_scale","perspective_variation","small_target","partial_occlusion"],"visual_evidence_type":"visible_comparative_extent","visual_verifiabilit...
size_sphere_size_only_127.0
perception
size
perception/size/sphere_size_only_127_0.jpg
[ "perception/size/sphere_size_only_127_0.jpg" ]
Which vase is the highest?
second vase from the right
text
[ "first vase from the right", "second vase from the right" ]
SPHERE-VLM/size_only
127.0
{"source":"SPHERE-VLM/size_only","source_id":"127.0","source_scene_id":"coco_test2017:31571","difficulty":"hard","difficulty_factors":["same_category_size_discrimination","perspective_variation","small_target","partial_occlusion"],"visual_evidence_type":"visible_comparative_extent","visual_verifiability":"directly_veri...
size_sphere_size_only_135.0
perception
size
perception/size/sphere_size_only_135_0.jpg
[ "perception/size/sphere_size_only_135_0.jpg" ]
Which utensil is shorter?
fork
text
[ "knife", "fork" ]
SPHERE-VLM/size_only
135.0
{"source":"SPHERE-VLM/size_only","source_id":"135.0","source_scene_id":"coco_test2017:34504","difficulty":"medium","difficulty_factors":["same_category_size_discrimination","near_equal_scale"],"visual_evidence_type":"visible_comparative_extent","visual_verifiability":"directly_verifiable_from_visible_object_extents","s...
size_sphere_size_only_138.0
perception
size
perception/size/sphere_size_only_138_0.jpg
[ "perception/size/sphere_size_only_138_0.jpg" ]
Are the three black goblets the same height?
yes
text
[ "no", "yes" ]
SPHERE-VLM/size_only
138.0
{"source":"SPHERE-VLM/size_only","source_id":"138.0","source_scene_id":"coco_test2017:35665","difficulty":"hard","difficulty_factors":["same_category_size_discrimination","equal_or_different_scale_judgment","near_equal_scale"],"visual_evidence_type":"visible_comparative_extent","visual_verifiability":"directly_verifiab...
size_sphere_size_only_139.0
perception
size
perception/size/sphere_size_only_139_0.jpg
[ "perception/size/sphere_size_only_139_0.jpg" ]
Is the rightmost pumpkin the biggest?
yes
text
[ "no", "yes" ]
SPHERE-VLM/size_only
139.0
{"source":"SPHERE-VLM/size_only","source_id":"139.0","source_scene_id":"coco_test2017:35675","difficulty":"hard","difficulty_factors":["same_category_size_discrimination","near_equal_scale","perspective_variation"],"visual_evidence_type":"visible_comparative_extent","visual_verifiability":"directly_verifiable_from_visi...
size_sphere_size_only_145.0
perception
size
perception/size/sphere_size_only_145_0.jpg
[ "perception/size/sphere_size_only_145_0.jpg" ]
Do the two cows look the same height?
yes
text
[ "no", "yes" ]
SPHERE-VLM/size_only
145.0
{"source":"SPHERE-VLM/size_only","source_id":"145.0","source_scene_id":"coco_test2017:36683","difficulty":"hard","difficulty_factors":["same_category_size_discrimination","equal_or_different_scale_judgment","near_equal_scale","perspective_variation","small_target","partial_occlusion"],"visual_evidence_type":"visible_co...
size_sphere_size_only_15.0
perception
size
perception/size/sphere_size_only_15_0.jpg
[ "perception/size/sphere_size_only_15_0.jpg" ]
Are the table lamps on the left and right sides of the bed of the same size?
yes
text
[ "no", "yes" ]
SPHERE-VLM/size_only
15.0
{"source":"SPHERE-VLM/size_only","source_id":"15.0","source_scene_id":"coco_test2017:2797","difficulty":"hard","difficulty_factors":["same_category_size_discrimination","equal_or_different_scale_judgment","near_equal_scale"],"visual_evidence_type":"visible_comparative_extent","visual_verifiability":"directly_verifiable...
size_sphere_size_only_150.0
perception
size
perception/size/sphere_size_only_150_0.jpg
[ "perception/size/sphere_size_only_150_0.jpg" ]
Do the two giraffes have different height?
yes
text
[ "no", "yes" ]
SPHERE-VLM/size_only
150.0
{"source":"SPHERE-VLM/size_only","source_id":"150.0","source_scene_id":"coco_test2017:37948","difficulty":"hard","difficulty_factors":["same_category_size_discrimination","equal_or_different_scale_judgment","perspective_variation","small_target","partial_occlusion"],"visual_evidence_type":"visible_comparative_extent","...
size_sphere_size_only_152.0
perception
size
perception/size/sphere_size_only_152_0.jpg
[ "perception/size/sphere_size_only_152_0.jpg" ]
Do the two zebras have different height?
yes
text
[ "no", "yes" ]
SPHERE-VLM/size_only
152.0
{"source":"SPHERE-VLM/size_only","source_id":"152.0","source_scene_id":"coco_test2017:38150","difficulty":"hard","difficulty_factors":["same_category_size_discrimination","equal_or_different_scale_judgment","perspective_variation","small_target","partial_occlusion"],"visual_evidence_type":"visible_comparative_extent","...
size_sphere_size_only_160.0
perception
size
perception/size/sphere_size_only_160_0.jpg
[ "perception/size/sphere_size_only_160_0.jpg" ]
Do the five cups in the first row look the same height?
yes
text
[ "no", "yes" ]
SPHERE-VLM/size_only
160.0
{"source":"SPHERE-VLM/size_only","source_id":"160.0","source_scene_id":"coco_test2017:38792","difficulty":"hard","difficulty_factors":["same_category_size_discrimination","equal_or_different_scale_judgment","near_equal_scale"],"visual_evidence_type":"visible_comparative_extent","visual_verifiability":"directly_verifiab...
size_sphere_size_only_187.0
perception
size
perception/size/sphere_size_only_187_0.jpg
[ "perception/size/sphere_size_only_187_0.jpg" ]
Which giraffe is taller
the right
text
[ "the left", "the right" ]
SPHERE-VLM/size_only
187.0
{"source":"SPHERE-VLM/size_only","source_id":"187.0","source_scene_id":"coco_test2017:79079","difficulty":"hard","difficulty_factors":["same_category_size_discrimination","near_equal_scale","perspective_variation","small_target","partial_occlusion"],"visual_evidence_type":"visible_comparative_extent","visual_verifiabil...
size_sphere_size_only_188.0
perception
size
perception/size/sphere_size_only_188_0.jpg
[ "perception/size/sphere_size_only_188_0.jpg" ]
Which person is taller?
the one standing at the back
text
[ "the one standing at the front", "the one standing at the back" ]
SPHERE-VLM/size_only
188.0
{"source":"SPHERE-VLM/size_only","source_id":"188.0","source_scene_id":"coco_test2017:56654","difficulty":"hard","difficulty_factors":["same_category_size_discrimination","near_equal_scale","perspective_variation"],"visual_evidence_type":"visible_comparative_extent","visual_verifiability":"directly_verifiable_from_visi...
size_sphere_size_only_189.0
perception
size
perception/size/sphere_size_only_189_0.jpg
[ "perception/size/sphere_size_only_189_0.jpg" ]
Which baby is taller?
the right
text
[ "the left", "the right" ]
SPHERE-VLM/size_only
189.0
{"source":"SPHERE-VLM/size_only","source_id":"189.0","source_scene_id":"coco_test2017:58097","difficulty":"hard","difficulty_factors":["same_category_size_discrimination","near_equal_scale","perspective_variation"],"visual_evidence_type":"visible_comparative_extent","visual_verifiability":"directly_verifiable_from_visi...
size_sphere_size_only_195.0
perception
size
perception/size/sphere_size_only_195_0.jpg
[ "perception/size/sphere_size_only_195_0.jpg" ]
Is the leftmost sunflower the biggest of the three sunflowers in the picture?
no
text
[ "no", "yes" ]
SPHERE-VLM/size_only
195.0
{"source":"SPHERE-VLM/size_only","source_id":"195.0","source_scene_id":"coco_test2017:76379","difficulty":"hard","difficulty_factors":["same_category_size_discrimination","near_equal_scale","small_target"],"visual_evidence_type":"visible_comparative_extent","visual_verifiability":"directly_verifiable_from_visible_objec...
size_sphere_size_only_29.0
perception
size
perception/size/sphere_size_only_29_0.jpg
[ "perception/size/sphere_size_only_29_0.jpg" ]
Is the second giraffe from the right the shortest?
yes
text
[ "no", "yes" ]
SPHERE-VLM/size_only
29.0
{"source":"SPHERE-VLM/size_only","source_id":"29.0","source_scene_id":"coco_test2017:5239","difficulty":"hard","difficulty_factors":["same_category_size_discrimination","perspective_variation","small_target","partial_occlusion"],"visual_evidence_type":"visible_comparative_extent","visual_verifiability":"directly_verifi...
size_sphere_size_only_32.0
perception
size
perception/size/sphere_size_only_32_0.jpg
[ "perception/size/sphere_size_only_32_0.jpg" ]
Which man is taller?
the man walking at the front
text
[ "the man walking at the front", "the man walking behind" ]
SPHERE-VLM/size_only
32.0
{"source":"SPHERE-VLM/size_only","source_id":"32.0","source_scene_id":"coco_test2017:6283","difficulty":"hard","difficulty_factors":["same_category_size_discrimination","near_equal_scale","perspective_variation","small_target","partial_occlusion"],"visual_evidence_type":"visible_comparative_extent","visual_verifiabilit...
size_sphere_size_only_40.0
perception
size
perception/size/sphere_size_only_40_0.jpg
[ "perception/size/sphere_size_only_40_0.jpg" ]
Are the four motorbikes the same size?
yes
text
[ "no", "yes" ]
SPHERE-VLM/size_only
40.0
{"source":"SPHERE-VLM/size_only","source_id":"40.0","source_scene_id":"coco_test2017:8359","difficulty":"hard","difficulty_factors":["same_category_size_discrimination","equal_or_different_scale_judgment","near_equal_scale","perspective_variation","small_target"],"visual_evidence_type":"visible_comparative_extent","vis...
size_sphere_size_only_42.0
perception
size
perception/size/sphere_size_only_42_0.jpg
[ "perception/size/sphere_size_only_42_0.jpg" ]
Do all three phones in the photo have similar size?
yes
text
[ "no", "yes" ]
SPHERE-VLM/size_only
42.0
{"source":"SPHERE-VLM/size_only","source_id":"42.0","source_scene_id":"coco_test2017:9004","difficulty":"hard","difficulty_factors":["same_category_size_discrimination","equal_or_different_scale_judgment","near_equal_scale"],"visual_evidence_type":"visible_comparative_extent","visual_verifiability":"directly_verifiable...
size_sphere_size_only_46.0
perception
size
perception/size/sphere_size_only_46_0.jpg
[ "perception/size/sphere_size_only_46_0.jpg" ]
Which window pane has the largest area?
the center one
text
[ "the leftmost one", "the center one" ]
SPHERE-VLM/size_only
46.0
{"source":"SPHERE-VLM/size_only","source_id":"46.0","source_scene_id":"coco_test2017:9431","difficulty":"medium","difficulty_factors":["same_category_size_discrimination","derived_2d_or_3d_extent"],"visual_evidence_type":"visible_shape_to_area_or_volume_comparison","visual_verifiability":"inferable_from_visible_shape_a...
size_sphere_size_only_51.0
perception
size
perception/size/sphere_size_only_51_0.jpg
[ "perception/size/sphere_size_only_51_0.jpg" ]
Do the four planes in the picture look the same size?
yes
text
[ "no", "yes" ]
SPHERE-VLM/size_only
51.0
{"source":"SPHERE-VLM/size_only","source_id":"51.0","source_scene_id":"coco_test2017:11451","difficulty":"hard","difficulty_factors":["same_category_size_discrimination","equal_or_different_scale_judgment","near_equal_scale","perspective_variation","small_target"],"visual_evidence_type":"visible_comparative_extent","vi...
size_sphere_size_only_60.0
perception
size
perception/size/sphere_size_only_60_0.jpg
[ "perception/size/sphere_size_only_60_0.jpg" ]
Are two giraffes the same height?
no
text
[ "no", "yes" ]
SPHERE-VLM/size_only
60.0
{"source":"SPHERE-VLM/size_only","source_id":"60.0","source_scene_id":"coco_test2017:13391","difficulty":"hard","difficulty_factors":["same_category_size_discrimination","equal_or_different_scale_judgment","perspective_variation","small_target","partial_occlusion"],"visual_evidence_type":"visible_comparative_extent","v...
size_sphere_size_only_62.0
perception
size
perception/size/sphere_size_only_62_0.jpg
[ "perception/size/sphere_size_only_62_0.jpg" ]
Which refrigerator is higher?
the white one
text
[ "the white one", "the yellow one" ]
SPHERE-VLM/size_only
62.0
{"source":"SPHERE-VLM/size_only","source_id":"62.0","source_scene_id":"coco_test2017:14022","difficulty":"medium","difficulty_factors":["same_category_size_discrimination","near_equal_scale"],"visual_evidence_type":"visible_comparative_extent","visual_verifiability":"directly_verifiable_from_visible_object_extents","se...
size_sphere_size_only_69.0
perception
size
perception/size/sphere_size_only_69_0.jpg
[ "perception/size/sphere_size_only_69_0.jpg" ]
On the desk on the left, which computer screen is larger?
the screen on the left
text
[ "the screen on the left", "the screen on the right" ]
SPHERE-VLM/size_only
69.0
{"source":"SPHERE-VLM/size_only","source_id":"69.0","source_scene_id":"coco_test2017:16566","difficulty":"hard","difficulty_factors":["same_category_size_discrimination","near_equal_scale","perspective_variation","small_target"],"visual_evidence_type":"visible_comparative_extent","visual_verifiability":"directly_verifi...
size_sphere_size_only_71.0
perception
size
perception/size/sphere_size_only_71_0.jpg
[ "perception/size/sphere_size_only_71_0.jpg" ]
Are the two giraffes of the same height?
no
text
[ "no", "yes" ]
SPHERE-VLM/size_only
71.0
{"source":"SPHERE-VLM/size_only","source_id":"71.0","source_scene_id":"coco_test2017:17063","difficulty":"hard","difficulty_factors":["same_category_size_discrimination","equal_or_different_scale_judgment","perspective_variation","small_target","partial_occlusion"],"visual_evidence_type":"visible_comparative_extent","v...
size_sphere_size_only_72.0
perception
size
perception/size/sphere_size_only_72_0.jpg
[ "perception/size/sphere_size_only_72_0.jpg" ]
Which vehicle is wider?
the vehicle on the left
text
[ "the vehicle on the left", "the vehicle on the right" ]
SPHERE-VLM/size_only
72.0
{"source":"SPHERE-VLM/size_only","source_id":"72.0","source_scene_id":"coco_test2017:17286","difficulty":"medium","difficulty_factors":["same_category_size_discrimination"],"visual_evidence_type":"visible_comparative_extent","visual_verifiability":"directly_verifiable_from_visible_object_extents","selection_reason":"Re...
size_sphere_size_only_73.0
perception
size
perception/size/sphere_size_only_73_0.jpg
[ "perception/size/sphere_size_only_73_0.jpg" ]
The leftmost mobile phone is the longest.
yes
text
[ "no", "yes" ]
SPHERE-VLM/size_only
73.0
{"source":"SPHERE-VLM/size_only","source_id":"73.0","source_scene_id":"coco_test2017:17608","difficulty":"medium","difficulty_factors":["same_category_size_discrimination","near_equal_scale"],"visual_evidence_type":"visible_comparative_extent","visual_verifiability":"directly_verifiable_from_visible_object_extents","se...
size_sphere_size_only_77.0
perception
size
perception/size/sphere_size_only_77_0.jpg
[ "perception/size/sphere_size_only_77_0.jpg" ]
Which ring on the handle of scissors is smaller?
the left ring
text
[ "the left ring", "the right ring" ]
SPHERE-VLM/size_only
77.0
{"source":"SPHERE-VLM/size_only","source_id":"77.0","source_scene_id":"coco_test2017:17980","difficulty":"medium","difficulty_factors":["same_category_size_discrimination","near_equal_scale"],"visual_evidence_type":"visible_comparative_extent","visual_verifiability":"directly_verifiable_from_visible_object_extents","se...
End of preview. Expand in Data Studio

SpatialGen-Bench

SpatialGen-Bench is a diagnostic benchmark for spatial cognition in image-generation models and text-output VLMs. The v1 release contains 470 samples across 14 subtasks and four capability levels.

Capability Subtasks Samples
Perception Counting, Depth, Orientation, Object Size 145
Understanding Relationship, Perspective, Mental Modeling, Spatial Grounding 140
Reasoning Multi-hop, Prediction, Geometric Feasibility 90
Interaction Affordance, Navigation, Trajectory 95

Files

SpatialGen-Bench/
β”œβ”€β”€ data/
β”‚   β”œβ”€β”€ spatialgen_bench.jsonl
β”‚   β”œβ”€β”€ spatialgen_bench_full.parquet
β”‚   └── spatialgen_bench_viewer.parquet
β”œβ”€β”€ benchmarks/
β”‚   β”œβ”€β”€ perception/
β”‚   β”œβ”€β”€ understanding/
β”‚   β”œβ”€β”€ reasoning/
β”‚   └── interaction/
β”œβ”€β”€ protocols/
β”‚   └── spatialgen_bench.yaml
β”œβ”€β”€ SOURCES.md
└── LICENSE

Each JSONL record contains:

  • id: stable sample identifier
  • capability: one of the four capability levels
  • task: subtask name
  • image_path: path relative to benchmarks/
  • media_paths: all ordered input images for single- or multi-image tasks
  • mask_path: optional ground-truth mask path
  • question, string-normalized answer, answer_type, and choices
  • source, source_id, and serialized task-specific metadata_json

The default Hugging Face configuration mirrors the complete canonical JSONL schema and original evaluation order. The optional preview configuration adds compact 512px images, task-grouped rows, and only the fields useful for inspection.

Load either view with Hugging Face Datasets:

from datasets import load_dataset

full = load_dataset("wx91726/SpatialGen-Bench", split="test")
preview = load_dataset("wx91726/SpatialGen-Bench", "preview", split="test")

Browse the image-rich preview configuration.

Media fields contain paths relative to the repository's benchmarks/ directory. Download the complete evaluation package with:

hf download wx91726/SpatialGen-Bench --repo-type dataset --local-dir SpatialGen-Bench

The versioned visual-answer contract is provided in protocols/spatialgen_bench.yaml. Runtime protocol implementations and parsers are maintained in ProVisE. See SOURCES.md for task-level provenance, licenses, and upstream media terms.

Acknowledgements

We sincerely appreciate CountBench, BLINK, EgoOrientBench, VSR, ViewSpatial-Bench, MindCube, VisWorld-Eval, RoboAfford-Eval, ShareRobot-Bench, PhysBench, SPHERE-VLM, and RefCOCOg for their public datasets, task designs, and evaluation resources.

License

SpatialGen-Bench annotations and protocol configuration are released under Apache-2.0. Source-derived media remains subject to the licenses and terms of its upstream datasets. See SOURCES.md before redistributing or using the media.

Citation

@misc{wang2026showdonttell,
  title  = {Show, Don't Tell: Evaluating Spatial Cognition in Generative Pixels Rather Than LLM Text},
  author = {Wang, Xu and Yao, Kaixiang and Pan, Miao and Zhou, Xiaohe and Liu, Xuanyu and Zhang, Wenqi and Zhang, Xuhong},
  year   = {2026}
}
Downloads last month
-