Datasets:

RyanWW
/

Super-CLEVR

split stringclasses 1 value	question_index int64 0 200k	image_index int64 0 20k	image_filename stringlengths 25 25	image stringlengths 21 21	question_family_index int64 0 27	template_filename stringclasses 9 values	question stringlengths 15 207	answer stringclasses 46 values
train	0	0	superCLEVR_new_000000.png	superCLEVR_new_000000	0	compare_integer.json	Are there the same number of big cyan metallic jets and purple bicycles?	False
train	1	0	superCLEVR_new_000000.png	superCLEVR_new_000000	1	compare_integer.json	Are there fewer tiny red objects than brown sedans?	False
train	2	0	superCLEVR_new_000000.png	superCLEVR_new_000000	2	compare_integer.json	Are there more purple metallic tandem bikes than big shiny bicycles?	False
train	3	0	superCLEVR_new_000000.png	superCLEVR_new_000000	3	compare_integer.json	Is the number of small green rubber objects to the right of the brown shiny motorbike the same as the number of brown shiny regular buss?	True
train	4	0	superCLEVR_new_000000.png	superCLEVR_new_000000	4	compare_integer.json	Is the number of gray buss that are in front of the tiny brown object less than the number of small yellow regular buss?	False
train	5	0	superCLEVR_new_000000.png	superCLEVR_new_000000	5	compare_integer.json	Is the number of small red cars to the left of the utility bike greater than the number of big gray metal trucks?	False
train	6	0	superCLEVR_new_000000.png	superCLEVR_new_000000	6	compare_integer.json	Is the number of tiny brown motorbikes left of the small brown metallic dirtbike the same as the number of tiny matte articulated buss that are to the left of the gray metal bicycle?	True
train	7	0	superCLEVR_new_000000.png	superCLEVR_new_000000	7	compare_integer.json	Is the number of large bicycles to the right of the blue truck less than the number of small gray buss left of the small gray rubber bus?	False
train	8	0	superCLEVR_new_000000.png	superCLEVR_new_000000	8	compare_integer.json	Are there more shiny motorbikes that are left of the tiny gray bus than tandem bikes right of the green thing?	False
train	9	0	superCLEVR_new_000000.png	superCLEVR_new_000000	0	comparison.json	Is the size of the motorbike the same as the blue object?	False
train	10	1	superCLEVR_new_000001.png	superCLEVR_new_000001	1	comparison.json	Does the large scooter have the same color as the rubber object?	True
train	11	1	superCLEVR_new_000001.png	superCLEVR_new_000001	2	comparison.json	Do the tiny blue truck and the suv have the same material?	False
train	12	1	superCLEVR_new_000001.png	superCLEVR_new_000001	3	comparison.json	Do the matte object and the cyan metal object have the same shape?	False
train	13	1	superCLEVR_new_000001.png	superCLEVR_new_000001	4	comparison.json	There is a yellow metallic thing that is left of the cyan metallic motorbike; is it the same size as the small blue matte truck?	True
train	14	1	superCLEVR_new_000001.png	superCLEVR_new_000001	5	comparison.json	Does the cyan object have the same size as the metal motorbike to the right of the large suv?	False
train	15	1	superCLEVR_new_000001.png	superCLEVR_new_000001	6	comparison.json	There is a cruiser on the right side of the yellow metallic suv; is it the same size as the yellow metal car that is behind the large suv?	True
train	16	1	superCLEVR_new_000001.png	superCLEVR_new_000001	7	comparison.json	Does the small thing that is on the right side of the green cruiser have the same color as the small metal motorbike?	False
train	17	1	superCLEVR_new_000001.png	superCLEVR_new_000001	8	comparison.json	Does the big airliner have the same color as the shiny thing that is behind the big red car?	False
train	18	1	superCLEVR_new_000001.png	superCLEVR_new_000001	9	comparison.json	There is a large shiny motorbike that is behind the blue metallic scooter; does it have the same color as the big shiny car behind the tiny school bus?	False
train	19	1	superCLEVR_new_000001.png	superCLEVR_new_000001	10	comparison.json	Is the material of the tiny blue object in front of the red truck the same as the large brown thing?	True
train	20	2	superCLEVR_new_000002.png	superCLEVR_new_000002	11	comparison.json	Is the material of the big cyan bicycle the same as the articulated bus to the left of the cyan metallic bicycle?	False
train	21	2	superCLEVR_new_000002.png	superCLEVR_new_000002	12	comparison.json	Is the articulated bus that is right of the small gray matte bus made of the same material as the large thing that is to the right of the purple rubber articulated bus?	False
train	22	2	superCLEVR_new_000002.png	superCLEVR_new_000002	13	comparison.json	Does the shiny object that is in front of the large regular bus have the same shape as the large cyan object?	False
train	23	2	superCLEVR_new_000002.png	superCLEVR_new_000002	14	comparison.json	Do the large blue object and the big shiny object behind the metallic bus have the same shape?	False
train	24	2	superCLEVR_new_000002.png	superCLEVR_new_000002	15	comparison.json	There is a metal thing that is in front of the large green regular bus; does it have the same shape as the large thing behind the green metallic thing?	False
train	25	2	superCLEVR_new_000002.png	superCLEVR_new_000002	0	one_hop.json	What number of large metal aeroplanes are on the left side of the blue metal object?	0
train	26	2	superCLEVR_new_000002.png	superCLEVR_new_000002	1	one_hop.json	Are there any purple matte buss to the left of the tiny gray thing?	False
train	27	2	superCLEVR_new_000002.png	superCLEVR_new_000002	2	one_hop.json	There is a bus that is behind the large shiny fighter; what size is it?	large
train	28	2	superCLEVR_new_000002.png	superCLEVR_new_000002	3	one_hop.json	There is a big metal thing that is behind the green metal regular bus; what is its color?	cyan
train	29	2	superCLEVR_new_000002.png	superCLEVR_new_000002	4	one_hop.json	What material is the big thing behind the regular bus?	metal
train	30	3	superCLEVR_new_000003.png	superCLEVR_new_000003	5	one_hop.json	There is a tiny brown thing that is behind the small scooter; what is its shape?	utility bike
train	31	3	superCLEVR_new_000003.png	superCLEVR_new_000003	0	same_relate.json	Are there any other things that are the same size as the matte tandem bike?	True
train	32	3	superCLEVR_new_000003.png	superCLEVR_new_000003	1	same_relate.json	Are there any other things of the same color as the rubber bicycle?	False
train	33	3	superCLEVR_new_000003.png	superCLEVR_new_000003	2	same_relate.json	Is there anything else that is the same material as the car?	True
train	34	3	superCLEVR_new_000003.png	superCLEVR_new_000003	3	same_relate.json	Is there anything else that is the same shape as the large shiny object?	True
train	35	3	superCLEVR_new_000003.png	superCLEVR_new_000003	4	same_relate.json	What number of other objects are the same size as the brown metal wagon?	4
train	36	3	superCLEVR_new_000003.png	superCLEVR_new_000003	5	same_relate.json	What number of other things are there of the same color as the utility bike?	2
train	37	3	superCLEVR_new_000003.png	superCLEVR_new_000003	6	same_relate.json	What number of other objects are there of the same material as the green bicycle?	2
train	38	3	superCLEVR_new_000003.png	superCLEVR_new_000003	7	same_relate.json	How many other objects are the same shape as the small gray rubber object?	0
train	39	3	superCLEVR_new_000003.png	superCLEVR_new_000003	8	same_relate.json	Are there any brown shiny tandem bikes that have the same size as the cyan motorbike?	False
train	40	4	superCLEVR_new_000004.png	superCLEVR_new_000004	9	same_relate.json	Is there a metallic motorbike that has the same color as the cruiser?	False
train	41	4	superCLEVR_new_000004.png	superCLEVR_new_000004	10	same_relate.json	Is there a tiny blue sedan made of the same material as the big car?	False
train	42	4	superCLEVR_new_000004.png	superCLEVR_new_000004	11	same_relate.json	Is there another small thing that has the same shape as the small red object?	False
train	43	4	superCLEVR_new_000004.png	superCLEVR_new_000004	12	same_relate.json	How many metal biplanes have the same size as the rubber truck?	0
train	44	4	superCLEVR_new_000004.png	superCLEVR_new_000004	13	same_relate.json	How many big regular buss are the same color as the big rubber tandem bike?	1
train	45	4	superCLEVR_new_000004.png	superCLEVR_new_000004	14	same_relate.json	How many cyan things have the same material as the big mountain bike?	0
train	46	4	superCLEVR_new_000004.png	superCLEVR_new_000004	15	same_relate.json	What number of big red matte things are the same shape as the cyan object?	0
train	47	4	superCLEVR_new_000004.png	superCLEVR_new_000004	16	same_relate.json	There is a wagon that is the same size as the motorbike; what color is it?	purple
train	48	4	superCLEVR_new_000004.png	superCLEVR_new_000004	17	same_relate.json	What is the material of the red tandem bike that is the same size as the cyan bicycle?	rubber
train	49	4	superCLEVR_new_000004.png	superCLEVR_new_000004	18	same_relate.json	What is the shape of the green metal thing that is the same size as the cyan bicycle?	jet
train	50	5	superCLEVR_new_000005.png	superCLEVR_new_000005	19	same_relate.json	The rubber chopper that is the same color as the tiny metallic truck is what size?	large
train	51	5	superCLEVR_new_000005.png	superCLEVR_new_000005	20	same_relate.json	There is a large motorbike that is the same color as the small tandem bike; what material is it?	rubber
train	52	5	superCLEVR_new_000005.png	superCLEVR_new_000005	21	same_relate.json	There is a shiny object that is the same color as the tiny car; what shape is it?	tandem bike
train	53	5	superCLEVR_new_000005.png	superCLEVR_new_000005	22	same_relate.json	There is a cyan car that is made of the same material as the large chopper; what size is it?	large
train	54	5	superCLEVR_new_000005.png	superCLEVR_new_000005	23	same_relate.json	The small car that is the same material as the brown cruiser is what color?	purple
train	55	5	superCLEVR_new_000005.png	superCLEVR_new_000005	24	same_relate.json	What is the shape of the large purple object that is made of the same material as the utility bike?	chopper
train	56	5	superCLEVR_new_000005.png	superCLEVR_new_000005	0	single_and.json	How many bicycles are both to the right of the big matte aeroplane and to the left of the big cyan wagon?	0
train	57	5	superCLEVR_new_000005.png	superCLEVR_new_000005	1	single_and.json	There is a rubber object that is on the right side of the tiny truck and on the left side of the tiny purple metallic tandem bike; how big is it?	large
train	58	5	superCLEVR_new_000005.png	superCLEVR_new_000005	2	single_and.json	What is the color of the big matte object that is both to the left of the small purple metal truck and in front of the small brown shiny motorbike?	red
train	59	5	superCLEVR_new_000005.png	superCLEVR_new_000005	3	single_and.json	The purple object that is in front of the purple metal bicycle and left of the brown shiny motorbike is made of what material?	metal
train	60	6	superCLEVR_new_000006.png	superCLEVR_new_000006	25	same_relate.json	What is the size of the other rubber object that is the same shape as the gray rubber object?	large
train	61	6	superCLEVR_new_000006.png	superCLEVR_new_000006	26	same_relate.json	There is another rubber object that is the same shape as the large gray thing; what color is it?	purple
train	62	6	superCLEVR_new_000006.png	superCLEVR_new_000006	27	same_relate.json	There is a big purple object that is the same shape as the big gray matte object; what material is it?	rubber
train	63	6	superCLEVR_new_000006.png	superCLEVR_new_000006	4	single_and.json	There is a small rubber object that is both left of the rubber dirtbike and in front of the small matte car; what is its shape?	fighter
train	64	6	superCLEVR_new_000006.png	superCLEVR_new_000006	0	single_or.json	How many objects are blue cars or large red metallic jets?	1
train	65	6	superCLEVR_new_000006.png	superCLEVR_new_000006	1	single_or.json	How many big objects are gray double buss or cars?	1
train	66	6	superCLEVR_new_000006.png	superCLEVR_new_000006	2	single_or.json	How many brown things are either big road bikes or small rubber aeroplanes?	0
train	67	6	superCLEVR_new_000006.png	superCLEVR_new_000006	3	single_or.json	What number of things are either bicycles that are to the right of the small yellow aeroplane or big rubber objects that are in front of the blue matte car?	2
train	68	6	superCLEVR_new_000006.png	superCLEVR_new_000006	4	single_or.json	What number of shiny objects are dirtbikes or trucks?	0
train	69	6	superCLEVR_new_000006.png	superCLEVR_new_000006	5	single_or.json	How many suvs are big purple things or gray shiny objects?	0
train	70	7	superCLEVR_new_000007.png	superCLEVR_new_000007	6	single_or.json	What number of things are either tiny objects on the right side of the regular bus or big gray rubber minivans?	1
train	71	7	superCLEVR_new_000007.png	superCLEVR_new_000007	7	single_or.json	How many objects are either tandem bikes or things to the left of the large yellow metallic scooter?	3
train	72	7	superCLEVR_new_000007.png	superCLEVR_new_000007	0	three_hop.json	There is a big thing that is in front of the bicycle that is behind the blue tandem bike; what number of large blue tandem bikes are behind it?	0
train	73	7	superCLEVR_new_000007.png	superCLEVR_new_000007	1	three_hop.json	There is a bicycle behind the rubber object in front of the yellow shiny regular bus; are there any gray bicycles that are left of it?	False
train	74	7	superCLEVR_new_000007.png	superCLEVR_new_000007	2	three_hop.json	What size is the yellow metallic object right of the large object to the left of the bicycle in front of the small gray thing?	large
train	75	7	superCLEVR_new_000007.png	superCLEVR_new_000007	3	three_hop.json	What shape is the shiny thing that is behind the big shiny thing that is on the right side of the big red metal wagon that is behind the yellow regular bus?	wagon
train	76	7	superCLEVR_new_000007.png	superCLEVR_new_000007	4	three_hop.json	What color is the bicycle to the left of the bicycle right of the big object that is in front of the tiny gray rubber bicycle?	blue
train	77	7	superCLEVR_new_000007.png	superCLEVR_new_000007	5	three_hop.json	What is the material of the big thing that is to the left of the matte tandem bike that is on the right side of the large metal wagon behind the big motorbike?	metal
train	78	7	superCLEVR_new_000007.png	superCLEVR_new_000007	0	two_hop.json	How many small metal regular buss are in front of the big metallic object that is in front of the car?	1
train	79	7	superCLEVR_new_000007.png	superCLEVR_new_000007	1	two_hop.json	Is there a small object in front of the tiny object that is on the right side of the shiny wagon?	True
train	80	8	superCLEVR_new_000008.png	superCLEVR_new_000008	2	two_hop.json	How big is the car in front of the small metallic jet in front of the small truck?	small
train	81	8	superCLEVR_new_000008.png	superCLEVR_new_000008	3	two_hop.json	What color is the truck that is right of the truck behind the green cruiser?	yellow
train	82	8	superCLEVR_new_000008.png	superCLEVR_new_000008	4	two_hop.json	There is a large thing to the left of the small green object behind the metallic bus; what is it made of?	rubber
train	83	8	superCLEVR_new_000008.png	superCLEVR_new_000008	5	two_hop.json	There is a object on the left side of the tiny car behind the green metal cruiser; what is its shape?	jet
train	84	8	superCLEVR_new_000008.png	superCLEVR_new_000008	0	zero_hop.json	How many large purple matte choppers are there?	0
train	85	8	superCLEVR_new_000008.png	superCLEVR_new_000008	1	zero_hop.json	Is there a cyan tandem bike?	False
train	86	8	superCLEVR_new_000008.png	superCLEVR_new_000008	2	zero_hop.json	There is a gray matte object; what shape is it?	truck
train	87	8	superCLEVR_new_000008.png	superCLEVR_new_000008	3	zero_hop.json	What is the small gray car made of?	rubber
train	88	8	superCLEVR_new_000008.png	superCLEVR_new_000008	4	zero_hop.json	The small rubber airliner is what color?	red
train	89	8	superCLEVR_new_000008.png	superCLEVR_new_000008	5	zero_hop.json	What size is the green shiny bus?	small
train	90	9	superCLEVR_new_000009.png	superCLEVR_new_000009	1	compare_integer.json	Is the number of small brown things less than the number of matte objects?	True
train	91	9	superCLEVR_new_000009.png	superCLEVR_new_000009	2	compare_integer.json	Are there more large purple cruisers than large yellow airliners?	True
train	92	9	superCLEVR_new_000009.png	superCLEVR_new_000009	3	compare_integer.json	Are there an equal number of purple rubber things that are on the left side of the large purple rubber cruiser and small brown biplanes?	False
train	93	9	superCLEVR_new_000009.png	superCLEVR_new_000009	4	compare_integer.json	Are there fewer shiny bicycles left of the tiny brown object than big rubber motorbikes?	True
train	94	9	superCLEVR_new_000009.png	superCLEVR_new_000009	5	compare_integer.json	Is the number of purple rubber cruisers to the right of the brown object greater than the number of green shiny jets?	True
train	95	9	superCLEVR_new_000009.png	superCLEVR_new_000009	6	compare_integer.json	Are there an equal number of big purple matte motorbikes that are left of the tiny brown biplane and big cruisers that are in front of the metal thing?	False
train	96	9	superCLEVR_new_000009.png	superCLEVR_new_000009	7	compare_integer.json	Are there fewer bicycles in front of the tiny brown aeroplane than purple cruisers in front of the large blue thing?	True
train	97	9	superCLEVR_new_000009.png	superCLEVR_new_000009	8	compare_integer.json	Are there more things that are to the right of the blue utility bike than purple matte objects to the right of the large purple motorbike?	True
train	98	9	superCLEVR_new_000009.png	superCLEVR_new_000009	0	comparison.json	Is the size of the purple matte cruiser the same as the blue bicycle?	True
train	99	9	superCLEVR_new_000009.png	superCLEVR_new_000009	1	comparison.json	Is the large rubber cruiser the same color as the metallic thing?	False

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Super-CLEVR: A Virtual Benchmark to Diagnose Domain Robustness in Visual Reasoning

[CVPR 2023 Highlight (top 2.5%)]

Paper: Super-CLEVR: A Virtual Benchmark to Diagnose Domain Robustness in Visual Reasoning

Authors: Zhuowan Li, Xingrui Wang, Elias Stengel-Eskin, Adam Kortylewski, Wufei Ma, Benjamin Van Durme, Alan Yuille

Dataset Description

Super-CLEVR is a synthetic dataset designed to systematically study the domain robustness of visual reasoning models across four key factors:

Visual complexity — varying levels of scene and object complexity
Question redundancy — controlling redundant information in questions
Concept distribution — shifts in the distribution of visual concepts
Concept compositionality — novel compositions of known concepts

Dataset

Super-CLEVR contains 30k images of vehicles (from UDA-Part) randomly placed in the scenes, with 10 question-answer pairs for each image. The vehicles have part annotations and so the objects in the images can have distinct part attributes.

Here [link] is the list of objects and parts in Super-CLEVR scenes.

The first 20k images and paired are used for training, the next 5k for validation and the last 5k for testing.

The dataset is available on Hugging Face:

Data	Download Link
images	images.zip
scenes	superCLEVR_scenes.json
questions	superCLEVR_questions_30k.json
questions (- redundancy)	superCLEVR_questions_30k_NoRedundant.json
questions (+ redundancy)	superCLEVR_questions_30k_AllRedundant.json

Dataset Viewer

The interactive Dataset Viewer is served from flattened Parquet files under viewer/ (train.parquet, validation.parquet, test.parquet), exposed as the questions config with three splits (200k / 50k / 50k questions, derived from image index per the train/val/test partition above). These contain the question-level fields (question, answer, image_filename, image_index, template_filename, question_family_index, question_index); the full functional program annotations and scene graphs remain in the canonical superCLEVR_questions_30k*.json and superCLEVR_scenes.json files.

from datasets import load_dataset

ds = load_dataset("RyanWW/Super-CLEVR", "questions", split="validation")
print(ds[0]["question"], "->", ds[0]["answer"])

Usage

from huggingface_hub import hf_hub_download

# Download a specific file
path = hf_hub_download(
    repo_id="RyanWW/Super-CLEVR",
    filename="superCLEVR_questions_30k.json",
    repo_type="dataset",
)

Citation

@inproceedings{li2023super,
  title={Super-CLEVR: A Virtual Benchmark to Diagnose Domain Robustness in Visual Reasoning},
  author={Li, Zhuowan and Wang, Xingrui and Stengel-Eskin, Elias and Kortylewski, Adam and Ma, Wufei and Van Durme, Benjamin and Yuille, Alan L},
  booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  pages={14963--14973},
  year={2023}
}