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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_167
perception
counting
perception/counting/167.jpg
[ "perception/counting/167.jpg" ]
How many pigs are there in the image?
5
integer
[]
CountBench
perception_counting_167
{"text":"Studies of five pigs, lying down, by James","source":"CountBench","replacement_provenance":{"revision":"quality-revision-20260720","replaces":"perception_counting_110","review_decision":"watch"}}
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_13
perception
counting
perception/counting/13.jpg
[ "perception/counting/13.jpg" ]
How many eggs are there in the image?
8
integer
[]
CountBench
perception_counting_13
{"text":"A Barn Owl laid eight eggs in this box - the center one is hatching!","source":"CountBench","replacement_provenance":{"revision":"quality-revision-20260720","replaces":"perception_counting_124","review_decision":"watch"}}
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 《 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_229
perception
counting
perception/counting/229.jpg
[ "perception/counting/229.jpg" ]
How many moais are there in the image?
9
integer
[]
CountBench
perception_counting_229
{"text":"The view of the nine leftmost moai at Ahu on Easter Island","source":"CountBench","replacement_provenance":{"revision":"quality-revision-20260720","replaces":"perception_counting_253","review_decision":"watch"}}
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_310
perception
counting
perception/counting/310.jpg
[ "perception/counting/310.jpg" ]
How many children are there in the image?
10
integer
[]
CountBench
perception_counting_310
{"text":"Portrait of ten children standing on a bench at an outdoors part","source":"CountBench","replacement_provenance":{"revision":"quality-revision-20260720","replaces":"perception_counting_420","review_decision":"remove"}}
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":[[0.405738,0.365232],[0.598763,0.365581]],"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":[[0.754,0.04868],[0.305976,0.797941]],"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":[[0.38476,0.181903],[0.899951,0.886575]],"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":[[0.325932,0.267389],[0.636333,0.653648]],"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":[[0.533241,0.268],[0.579116,0.780812]],"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":[[0.073,0.764],[0.04506,0.113972]],"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":[[0.144085,0.060646],[0.857918,0.059999]],"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":[[0.143626,0.296337],[0.857234,0.296096]],"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":[[0.977333,0.310338],[0.377647,0.48579]],"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":[[0.032014,0.266315],[0.698,0.997]],"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":[[0.456424,0.181053],[0.154,0.492172]],"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":[[0.956235,0.132745],[0.239281,0.479167]],"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":[[0.255739,0.144047],[0.746581,0.145453]],"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":[[0.155376,0.438924],[0.17832,0.520587]],"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":[[0.9926,0.467445],[0.433704,0.292144]],"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":[[0.283401,0.697229],[0.744791,0.868156]],"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":[[0.431873,0.594567],[0.570017,0.596083]],"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":[[0.213809,0.381702],[0.785,0.456]],"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":[[0.222,0.501],[0.707561,0.614613]],"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":[[0.366433,0.238548],[0.029846,0.312]],"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":[[0.430842,0.501818],[0.278175,0.771101]],"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":[[0.285911,0.219219],[0.71566,0.219858]],"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...
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Paper Project Code

Benchmark

SpatialGen-Bench task overview across perception, understanding, reasoning, and interaction.

Each record retains its source-task metric target as integer, text, point, mask, or polyline. The frozen visual-answer contract is available at protocols/spatialgen_bench.yaml, with runtime parsers in ProVisE.

Quick Start

from datasets import load_dataset

dataset = load_dataset("wx91726/SpatialGen-Bench", split="test")
print(dataset[0])

Download the complete media and evaluation package for local evaluation:

hf download wx91726/SpatialGen-Bench \
  --repo-type dataset \
  --local-dir SpatialGen-Bench
Dataset structure and JSONL schema
SpatialGen-Bench/
|-- data/spatialgen_bench.jsonl
|-- benchmarks/{perception,understanding,reasoning,interaction}/
|-- protocols/spatialgen_bench.yaml
|-- SOURCES.md
`-- LICENSE
  • id: stable sample identifier
  • capability: one of the four capability levels
  • task: subtask name
  • image_path: primary input path relative to benchmarks/
  • media_paths: ordered inputs for single- or multi-image tasks
  • mask_path: optional ground-truth mask path
  • question, normalized answer, answer_type, and choices
  • source and source_id: upstream provenance
  • metadata_json: serialized task-specific evaluator metadata

Sources and 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. SOURCES.md records task-level provenance, source links, and usage terms.

Acknowledgements and upstream resources

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.

Citation

@article{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},
  journal = {arXiv preprint arXiv:2607.21072},
  year   = {2026},
  url    = {https://arxiv.org/abs/2607.21072}
}
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