Datasets:
id
stringlengths 36
36
| image
imagewidth (px) 512
800
| question
stringlengths 36
1.12k
| answer
stringclasses 4
values |
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f1954fab-1f7d-4335-99a2-408539299c73
|
Out of the four seasonal images shown in a 2 times 2 grid, which one depicts the area in winter?
A.Top right
B.Top left
C.Bottom right
D.Bottom left
|
C
|
|
811c6376-c354-4a2a-b280-9ccaa0cf1461
|
Four seasonal images of the same area are are concatenated into a 2 times 2 grid, identify which image was captured in spring.
A.Top left
B.Bottom left
C.Top right
D.Bottom right
|
D
|
|
d31d8f53-f292-47f0-a7d2-2a47d37cefe7
|
Among the four seasonal images displayed in a 2 times 2 grid, which one was taken during the spring season?
A.Bottom left
B.Bottom right
C.Top left
D.Top right
|
D
|
|
04c759e8-a9ba-434e-96d8-d594a39cfe1b
|
In the 2 times 2 grid of seasonal images of the same area, identify the one that was captured in summer.
A.Top right
B.Bottom left
C.Top left
D.Bottom right
|
D
|
|
7c818996-2191-4aac-a204-e1c2af7c8728
|
Among the four seasonal images displayed in a 2 times 2 grid, which one was taken during the summer season?
A.Top left
B.Bottom left
C.Top right
D.Bottom right
|
C
|
|
524df717-7843-4fc6-a4cd-91dee9680320
|
In the 2 times 2 grid of seasonal images of the same area, identify the one that was captured in winter.
A.Top right
B.Top left
C.Bottom right
D.Bottom left
|
A
|
|
6dc77f74-b47b-451d-95a0-464f5452e634
|
In the 2 times 2 grid of seasonal images of the same area, identify the one that was captured in autumn.
A.Top left
B.Bottom right
C.Top right
D.Bottom left
|
A
|
|
9b4c9d33-589a-42c9-8ee6-ea9e6828a47d
|
Four images of the same area, each representing a different season, are arranged in a 2 times 2 grid. Which one was taken in spring?
A.Bottom left
B.Bottom right
C.Top left
D.Top right
|
A
|
|
96d667d2-1f92-42ad-9e46-4122ce8c13c7
|
In the 2 times 2 grid of seasonal images of the same area, identify the one that was captured in summer.
A.Top left
B.Bottom right
C.Bottom left
D.Top right
|
D
|
|
a9155242-29e8-4940-bdc2-5dcbef79df5b
|
Four images of the same area, each representing a different season, are arranged in a 2 times 2 grid. Which one was taken in winter?
A.Top left
B.Top right
C.Bottom right
D.Bottom left
|
A
|
|
c31cc6c6-b366-434a-823c-26d96f493147
|
Out of the four seasonal images shown in a 2 times 2 grid, which one depicts the area in spring?
A.Bottom right
B.Bottom left
C.Top right
D.Top left
|
A
|
|
aa041a99-d7b8-4685-99b5-2d653d12753e
|
In the 2 times 2 grid of seasonal images of the same area, identify the one that was captured in summer.
A.Bottom right
B.Bottom left
C.Top right
D.Top left
|
D
|
|
33cf656e-73de-4ca7-b694-7237b15787e2
|
Four images of the same area, each representing a different season, are arranged in a 2 times 2 grid. Which one was taken in spring?
A.Top left
B.Bottom right
C.Top right
D.Bottom left
|
B
|
|
6d7ada35-1167-4d64-ad68-5cad1d24e02e
|
Among the four seasonal images displayed in a 2 times 2 grid, which one was taken during the summer season?
A.Bottom left
B.Top left
C.Top right
D.Bottom right
|
C
|
|
12835b86-809c-4712-8d26-0bca2db6d08a
|
Four images of the same area, each representing a different season, are arranged in a 2 times 2 grid. Which one was taken in spring?
A.Top right
B.Top left
C.Bottom right
D.Bottom left
|
D
|
|
0413eab0-20f2-4745-87cb-3714161957f3
|
In the 2 times 2 grid of seasonal images of the same area, identify the one that was captured in autumn.
A.Top left
B.Bottom left
C.Top right
D.Bottom right
|
C
|
|
0b01000e-f434-4f71-b231-4ae755648aab
|
Out of the four seasonal images shown in a 2 times 2 grid, which one depicts the area in winter?
A.Bottom left
B.Top left
C.Bottom right
D.Top right
|
C
|
|
0afa984f-b019-4619-8234-37f08f0aa7b8
|
In the 2 times 2 grid of seasonal images of the same area, identify the one that was captured in summer.
A.Bottom left
B.Top right
C.Bottom right
D.Top left
|
A
|
|
9a7d2380-9f37-4b1a-8ccf-0578b12a6e99
|
Four seasonal images of the same area are are concatenated into a 2 times 2 grid, identify which image was captured in spring.
A.Top left
B.Bottom right
C.Top right
D.Bottom left
|
B
|
|
64822d91-33bc-4f18-a872-25465cb13f85
|
Four seasonal images of the same area are are concatenated into a 2 times 2 grid, identify which image was captured in spring.
A.Bottom right
B.Top right
C.Bottom left
D.Top left
|
C
|
|
a9b45558-503d-479c-bbd6-64a20a335b9c
|
Among the four seasonal images displayed in a 2 times 2 grid, which one was taken during the summer season?
A.Top right
B.Bottom right
C.Top left
D.Bottom left
|
A
|
|
7b2aee7d-e7e3-40f4-9d63-fdf59e8233de
|
In the 2 times 2 grid of seasonal images of the same area, identify the one that was captured in winter.
A.Bottom right
B.Top left
C.Bottom left
D.Top right
|
B
|
|
6010fe21-4834-4914-90cf-eb788568ef8e
|
Four images of the same area, each representing a different season, are arranged in a 2 times 2 grid. Which one was taken in winter?
A.Top right
B.Top left
C.Bottom right
D.Bottom left
|
C
|
|
71098c32-ea88-4f33-8fcd-2d9a056dc313
|
Four images of the same area, each representing a different season, are arranged in a 2 times 2 grid. Which one was taken in winter?
A.Bottom left
B.Bottom right
C.Top right
D.Top left
|
B
|
|
e40e74dc-0d4b-44e0-b5ed-c9bdb4eb282c
|
Four images of the same area, each representing a different season, are arranged in a 2 times 2 grid. Which one was taken in winter?
A.Bottom left
B.Bottom right
C.Top right
D.Top left
|
D
|
|
5443611c-ca9f-4ccf-9b10-f2a57af17e6f
|
In the 2 times 2 grid of seasonal images of the same area, identify the one that was captured in summer.
A.Top left
B.Bottom left
C.Top right
D.Bottom right
|
A
|
|
dcb88609-8a73-4a46-ab64-eca38bcae74c
|
Four images of the same area, each representing a different season, are arranged in a 2 times 2 grid. Which one was taken in spring?
A.Top left
B.Bottom right
C.Bottom left
D.Top right
|
B
|
|
9f1cdf44-b28a-49bf-b57b-9ee4c6fc3f65
|
Out of the four seasonal images shown in a 2 times 2 grid, which one depicts the area in winter?
A.Top right
B.Bottom left
C.Top left
D.Bottom right
|
D
|
|
3943db82-529b-4c69-ab29-c1e8992ede17
|
Four images of the same area, each representing a different season, are arranged in a 2 times 2 grid. Which one was taken in spring?
A.Top right
B.Bottom right
C.Bottom left
D.Top left
|
C
|
|
c1c19d34-e8ab-4ded-b453-277c0e2d252d
|
In the 2 times 2 grid of seasonal images of the same area, identify the one that was captured in autumn.
A.Top right
B.Top left
C.Bottom left
D.Bottom right
|
C
|
|
c4fd871a-87be-48b9-85fe-fd51c2be527a
|
Among the four seasonal images displayed in a 2 times 2 grid, which one was taken during the winter season?
A.Top left
B.Bottom right
C.Top right
D.Bottom left
|
A
|
|
8a1fd0ca-1111-4f77-a06d-d0e34d01d33d
|
Among the four seasonal images displayed in a 2 times 2 grid, which one was taken during the summer season?
A.Top right
B.Bottom left
C.Bottom right
D.Top left
|
A
|
|
63da7355-1194-427a-bbfb-af23d392cab8
|
In the 2 times 2 grid of seasonal images of the same area, identify the one that was captured in spring.
A.Bottom left
B.Top left
C.Bottom right
D.Top right
|
C
|
|
f93d520a-10f5-4820-9ac5-4780dfb18ef6
|
In the 2 times 2 grid of seasonal images of the same area, identify the one that was captured in winter.
A.Top left
B.Top right
C.Bottom left
D.Bottom right
|
C
|
|
4952fc14-b939-441e-9917-27bdbcd1daf2
|
Four seasonal images of the same area are are concatenated into a 2 times 2 grid, identify which image was captured in spring.
A.Top left
B.Bottom left
C.Bottom right
D.Top right
|
C
|
|
db358f6a-0739-4997-a6d6-ebe8bb53ca90
|
Four seasonal images of the same area are are concatenated into a 2 times 2 grid, identify which image was captured in spring.
A.Top right
B.Top left
C.Bottom right
D.Bottom left
|
C
|
|
ed895532-1e78-4a5b-89bf-8e19bf26a0c4
|
Four seasonal images of the same area are are concatenated into a 2 times 2 grid, identify which image was captured in winter.
A.Top right
B.Top left
C.Bottom left
D.Bottom right
|
D
|
|
bb8e0990-0006-4f8e-8658-7188e8e1ecc4
|
Among the four seasonal images displayed in a 2 times 2 grid, which one was taken during the spring season?
A.Bottom left
B.Bottom right
C.Top right
D.Top left
|
D
|
|
18702f79-37a9-4166-8151-23e933d1190e
|
In the 2 times 2 grid of seasonal images of the same area, identify the one that was captured in summer.
A.Top left
B.Top right
C.Bottom left
D.Bottom right
|
D
|
|
eed58d41-e685-4921-ac5d-e45e36f6cc52
|
Four images of the same area, each representing a different season, are arranged in a 2 times 2 grid. Which one was taken in summer?
A.Bottom right
B.Top left
C.Bottom left
D.Top right
|
C
|
|
151fca98-3e71-416d-8055-c7ccdfdf312e
|
In the 2 times 2 grid of seasonal images of the same area, identify the one that was captured in winter.
A.Top right
B.Bottom left
C.Top left
D.Bottom right
|
D
|
|
ce24c55f-2d21-4062-8a85-9d3e7d4627d4
|
Among the four seasonal images displayed in a 2 times 2 grid, which one was taken during the autumn season?
A.Bottom left
B.Top right
C.Bottom right
D.Top left
|
C
|
|
ce5addc5-d3bf-4ec8-8bfd-eea5651d3fa6
|
Four images of the same area, each representing a different season, are arranged in a 2 times 2 grid. Which one was taken in winter?
A.Bottom left
B.Top right
C.Top left
D.Bottom right
|
D
|
|
c24c615a-62e0-47f0-abc1-c177fdd8c788
|
In the 2 times 2 grid of seasonal images of the same area, identify the one that was captured in autumn.
A.Bottom left
B.Top left
C.Top right
D.Bottom right
|
A
|
|
bfa2ea43-ed21-44db-bb91-e832ecb8e26d
|
Out of the four seasonal images shown in a 2 times 2 grid, which one depicts the area in summer?
A.Top left
B.Top right
C.Bottom left
D.Bottom right
|
C
|
|
ec313853-cf68-4030-906e-96e0ad26f23a
|
Among the four seasonal images displayed in a 2 times 2 grid, which one was taken during the summer season?
A.Top right
B.Top left
C.Bottom left
D.Bottom right
|
B
|
|
48056fed-9ef8-4069-be69-27c5018c354d
|
In the 2 times 2 grid of seasonal images of the same area, identify the one that was captured in winter.
A.Top right
B.Bottom left
C.Top left
D.Bottom right
|
D
|
|
33e5b4c9-eafc-4148-a7a2-c42f54e562e3
|
In the 2 times 2 grid of seasonal images of the same area, identify the one that was captured in spring.
A.Bottom left
B.Bottom right
C.Top right
D.Top left
|
D
|
|
4382a735-09a3-48e6-94c2-54689285f644
|
In the 2 times 2 grid of seasonal images of the same area, identify the one that was captured in winter.
A.Top right
B.Top left
C.Bottom left
D.Bottom right
|
D
|
|
ad785b0b-a6c6-47c5-b447-1764c691b221
|
Four seasonal images of the same area are are concatenated into a 2 times 2 grid, identify which image was captured in spring.
A.Bottom left
B.Bottom right
C.Top right
D.Top left
|
A
|
|
12ca7520-9fad-461b-b088-3e33ace39e6a
|
In the 2 times 2 grid of seasonal images of the same area, identify the one that was captured in summer.
A.Top left
B.Bottom right
C.Bottom left
D.Top right
|
C
|
|
4b19a794-1f9b-471a-8329-6e02a10c0e83
|
Out of the four seasonal images shown in a 2 times 2 grid, which one depicts the area in autumn?
A.Top left
B.Bottom left
C.Bottom right
D.Top right
|
D
|
|
80063564-e7a4-42e7-ae3a-cd928c2f6014
|
Four images of the same area, each representing a different season, are arranged in a 2 times 2 grid. Which one was taken in winter?
A.Bottom right
B.Top left
C.Top right
D.Bottom left
|
A
|
|
e622f765-6cec-48dd-b9f0-2e844cfd589c
|
Among the four seasonal images displayed in a 2 times 2 grid, which one was taken during the spring season?
A.Top left
B.Bottom left
C.Top right
D.Bottom right
|
B
|
|
a662313c-7235-4b37-aaca-eebda2c50d6d
|
In the 2 times 2 grid of seasonal images of the same area, identify the one that was captured in winter.
A.Bottom left
B.Top right
C.Bottom right
D.Top left
|
A
|
|
ebe99acf-00bc-433d-83fc-1788731de85a
|
In the 2 times 2 grid of seasonal images of the same area, identify the one that was captured in winter.
A.Bottom right
B.Bottom left
C.Top left
D.Top right
|
A
|
|
e3873936-92de-45e8-acae-6fb9974038b4
|
Four images of the same area, each representing a different season, are arranged in a 2 times 2 grid. Which one was taken in summer?
A.Top left
B.Top right
C.Bottom right
D.Bottom left
|
B
|
|
aa39d388-6606-48c5-8613-6aeea41b6bfb
|
Out of the four seasonal images shown in a 2 times 2 grid, which one depicts the area in summer?
A.Bottom right
B.Top left
C.Bottom left
D.Top right
|
B
|
|
e0bced9d-9914-4923-90d9-206a8fab5007
|
In the 2 times 2 grid of seasonal images of the same area, identify the one that was captured in autumn.
A.Bottom left
B.Bottom right
C.Top right
D.Top left
|
A
|
|
2f53be23-a102-4838-b788-09de81b4e4a6
|
Four images of the same area, each representing a different season, are arranged in a 2 times 2 grid. Which one was taken in autumn?
A.Bottom left
B.Top left
C.Top right
D.Bottom right
|
A
|
|
5ef65de7-c22f-4f9b-9c58-80189e127a33
|
Four seasonal images of the same area are are concatenated into a 2 times 2 grid, identify which image was captured in spring.
A.Bottom left
B.Top left
C.Bottom right
D.Top right
|
C
|
|
792f7624-5d67-426d-8adf-1ff99cfa8185
|
In the 2 times 2 grid of seasonal images of the same area, identify the one that was captured in summer.
A.Bottom right
B.Top right
C.Bottom left
D.Top left
|
D
|
|
c4ff5a83-d3ae-4d62-a54e-8f81be4b4322
|
In the 2 times 2 grid of seasonal images of the same area, identify the one that was captured in summer.
A.Bottom left
B.Bottom right
C.Top right
D.Top left
|
B
|
|
94f505bf-a76e-4d81-b09a-68608f205796
|
Four images of the same area, each representing a different season, are arranged in a 2 times 2 grid. Which one was taken in summer?
A.Bottom left
B.Top left
C.Bottom right
D.Top right
|
C
|
|
b91a780f-6d97-496a-b1b9-6e79f60a8a62
|
Out of the four seasonal images shown in a 2 times 2 grid, which one depicts the area in autumn?
A.Bottom right
B.Top right
C.Top left
D.Bottom left
|
B
|
|
06cc8eb8-758c-447e-9177-885ab69a1d4b
|
Among the four seasonal images displayed in a 2 times 2 grid, which one was taken during the spring season?
A.Top left
B.Bottom right
C.Bottom left
D.Top right
|
C
|
|
1f60864a-08d4-4ad7-8a04-ba10a2fc8dd7
|
Among the four seasonal images displayed in a 2 times 2 grid, which one was taken during the summer season?
A.Bottom left
B.Top right
C.Top left
D.Bottom right
|
B
|
|
ce683e97-44d9-4f5d-8123-fe8bff5f24ae
|
Four images of the same area, each representing a different season, are arranged in a 2 times 2 grid. Which one was taken in autumn?
A.Top right
B.Bottom left
C.Bottom right
D.Top left
|
B
|
|
71ee9de3-3d47-4d02-afa7-44c06e78b026
|
Four images of the same area, each representing a different season, are arranged in a 2 times 2 grid. Which one was taken in spring?
A.Top left
B.Bottom right
C.Top right
D.Bottom left
|
B
|
|
3ad98925-2f8e-44f6-8ce3-7ebc1b4be0f2
|
Among the four seasonal images displayed in a 2 times 2 grid, which one was taken during the spring season?
A.Top left
B.Bottom left
C.Top right
D.Bottom right
|
D
|
|
038377b0-367b-4c6c-9d1d-75b3d729e98c
|
Among the four seasonal images displayed in a 2 times 2 grid, which one was taken during the winter season?
A.Top left
B.Bottom left
C.Bottom right
D.Top right
|
C
|
|
837da60a-ce0e-4f3c-80e3-5e2fe02a2015
|
Four images of the same area, each representing a different season, are arranged in a 2 times 2 grid. Which one was taken in summer?
A.Bottom left
B.Top left
C.Bottom right
D.Top right
|
D
|
|
9f961018-2415-49c3-bde2-e9ebb73940a9
|
Among the four seasonal images displayed in a 2 times 2 grid, which one was taken during the summer season?
A.Bottom left
B.Top right
C.Bottom right
D.Top left
|
B
|
|
dabb8432-3a71-4a6c-873e-6cfe61091a9d
|
Four seasonal images of the same area are are concatenated into a 2 times 2 grid, identify which image was captured in winter.
A.Bottom left
B.Top right
C.Top left
D.Bottom right
|
D
|
|
153f207c-84d1-4cdf-8659-ff9d577d53e6
|
In the 2 times 2 grid of seasonal images of the same area, identify the one that was captured in spring.
A.Bottom left
B.Top right
C.Bottom right
D.Top left
|
D
|
|
80ad11ba-bbec-44f0-ab9b-e7363d63c3de
|
Four images of the same area, each representing a different season, are arranged in a 2 times 2 grid. Which one was taken in winter?
A.Top left
B.Bottom left
C.Bottom right
D.Top right
|
C
|
|
c8e7f351-7bb3-4375-a0a9-5537b56041b2
|
Four seasonal images of the same area are are concatenated into a 2 times 2 grid, identify which image was captured in winter.
A.Top left
B.Top right
C.Bottom right
D.Bottom left
|
C
|
|
abd1fc31-8b4a-4868-9a1d-d558b21e0c70
|
Four images of the same area, each representing a different season, are arranged in a 2 times 2 grid. Which one was taken in winter?
A.Top right
B.Bottom left
C.Top left
D.Bottom right
|
D
|
|
bf03f148-48f3-44e6-ba07-54c1b53ea6af
|
Among the four seasonal images displayed in a 2 times 2 grid, which one was taken during the autumn season?
A.Bottom right
B.Bottom left
C.Top right
D.Top left
|
B
|
|
004e7009-099f-4722-8ea3-eb72ea8a22c4
|
Four seasonal images of the same area are are concatenated into a 2 times 2 grid, identify which image was captured in winter.
A.Bottom right
B.Top right
C.Bottom left
D.Top left
|
A
|
|
94a5c9fa-9281-4732-990b-e95e82707df5
|
Four images of the same area, each representing a different season, are arranged in a 2 times 2 grid. Which one was taken in winter?
A.Bottom right
B.Top right
C.Top left
D.Bottom left
|
A
|
|
a786c3fb-330b-401b-acfa-b4e5f914336a
|
Four images of the same area, each representing a different season, are arranged in a 2 times 2 grid. Which one was taken in autumn?
A.Bottom left
B.Top right
C.Bottom right
D.Top left
|
B
|
|
6f964092-7604-4f0b-aa39-fa79780a562d
|
In the 2 times 2 grid of seasonal images of the same area, identify the one that was captured in winter.
A.Bottom right
B.Bottom left
C.Top right
D.Top left
|
A
|
|
c0d6f91a-22e0-483c-a4f1-820680a61626
|
Out of the four seasonal images shown in a 2 times 2 grid, which one depicts the area in spring?
A.Top right
B.Top left
C.Bottom right
D.Bottom left
|
A
|
|
ea55464b-aee2-460f-bde4-756f6bea3e30
|
Among the four seasonal images displayed in a 2 times 2 grid, which one was taken during the summer season?
A.Bottom left
B.Top left
C.Top right
D.Bottom right
|
C
|
|
3bf5d486-2769-4f1d-9eb9-88d825ecc6b3
|
In the 2 times 2 grid of seasonal images of the same area, identify the one that was captured in winter.
A.Bottom left
B.Top right
C.Bottom right
D.Top left
|
C
|
|
a9dc963f-b8a0-4604-bf14-6e033163c5e1
|
In the 2 times 2 grid of seasonal images of the same area, identify the one that was captured in spring.
A.Top left
B.Bottom right
C.Bottom left
D.Top right
|
A
|
|
66479a60-644b-4763-b4cf-551379050e20
|
Among the four seasonal images displayed in a 2 times 2 grid, which one was taken during the winter season?
A.Top right
B.Bottom right
C.Bottom left
D.Top left
|
C
|
|
b54328e2-f155-4aec-ab92-c82e1fe0148f
|
Among the four seasonal images displayed in a 2 times 2 grid, which one was taken during the autumn season?
A.Bottom right
B.Bottom left
C.Top left
D.Top right
|
D
|
|
434fc07b-ed9d-4bb5-ab99-0d11d885f5ee
|
Four seasonal images of the same area are are concatenated into a 2 times 2 grid, identify which image was captured in autumn.
A.Bottom right
B.Top left
C.Top right
D.Bottom left
|
D
|
|
6f9844db-1302-42c5-80ea-5c9a7f063091
|
In the 2 times 2 grid of seasonal images of the same area, identify the one that was captured in summer.
A.Top left
B.Bottom right
C.Bottom left
D.Top right
|
A
|
|
c8d13eec-a40c-4828-9332-60c797d73e60
|
In the 2 times 2 grid of seasonal images of the same area, identify the one that was captured in summer.
A.Top right
B.Bottom right
C.Top left
D.Bottom left
|
A
|
|
e65c7015-513c-42fd-839f-9add322c255b
|
Out of the four seasonal images shown in a 2 times 2 grid, which one depicts the area in autumn?
A.Top left
B.Bottom right
C.Top right
D.Bottom left
|
D
|
|
02cede73-c864-4e1d-a11f-1a53a45b9aa0
|
Among the four seasonal images displayed in a 2 times 2 grid, which one was taken during the autumn season?
A.Bottom left
B.Top right
C.Bottom right
D.Top left
|
B
|
|
a87119a5-dc61-4ec2-bccd-7e619944f95b
|
Four images of the same area, each representing a different season, are arranged in a 2 times 2 grid. Which one was taken in winter?
A.Bottom left
B.Top left
C.Bottom right
D.Top right
|
C
|
|
2ad54416-a0d8-4597-82f2-354a3efb918e
|
Among the four seasonal images displayed in a 2 times 2 grid, which one was taken during the spring season?
A.Top right
B.Bottom right
C.Top left
D.Bottom left
|
D
|
|
5a65f91e-cbe5-4e9f-b6be-c995cf54d6ec
|
In the 2 times 2 grid of seasonal images of the same area, identify the one that was captured in spring.
A.Top right
B.Bottom left
C.Bottom right
D.Top left
|
B
|
|
30cca24f-a659-476b-a6b6-3966a6c5a3a8
|
Out of the four seasonal images shown in a 2 times 2 grid, which one depicts the area in winter?
A.Bottom right
B.Top left
C.Top right
D.Bottom left
|
A
|
|
c1f29ba2-b348-4016-aa1b-1e25d1a2b338
|
Four images of the same area, each representing a different season, are arranged in a 2 times 2 grid. Which one was taken in spring?
A.Top left
B.Top right
C.Bottom left
D.Bottom right
|
A
|
|
be5c6ad7-9381-4394-9f84-a39be9d174d0
|
Among the four seasonal images displayed in a 2 times 2 grid, which one was taken during the winter season?
A.Top right
B.Bottom left
C.Top left
D.Bottom right
|
D
|
CHOICE: Benchmarking The Remote Sensing Capabilities of Large Vision-Language Models
Abstract: The rapid advancement of Large Vision-Language Models (VLMs), both general-domain models and those specifically tailored for remote sensing, has demonstrated exceptional perception and reasoning capabilities in Earth observation tasks. However, a benchmark for systematically evaluating their capabilities in this domain is still lacking. To bridge this gap, we propose CHOICE, an extensive benchmark designed to objectively evaluate the hierarchical remote sensing capabilities of VLMs. Focusing on 2 primary capability dimensions essential to remote sensing: perception and reasoning, we further categorize 6 secondary dimensions and 23 leaf tasks to ensure a well-rounded assessment coverage. CHOICE guarantees the quality of a total of 10,507 problems through a rigorous process of data collection from 50 globally distributed cities, question construction and quality control. The newly curated data and the format of multiple-choice questions with definitive answers allow for an objective and straightforward performance assessment. Our evaluation of 3 proprietary and 21 open-source VLMs highlights their critical limitations within this specialized context. We hope that CHOICE will serve as a valuable resource and offer deeper insights into the challenges and potential of VLMs in the field of remote sensing.
π Data Structure
CHOICE is organized according to the three-tier hierarchical dimension taxonomy, structured as follows:
perception
βββ cross_instance_discerment
β βββ attribute_comparison
β β βββ images
β β βββ metadata.jsonl
β β βββ attribute_comparison.json
β βββ change_detection
β β βββ images
β β βββ metadata.jsonl
β β βββ change_detection.json
β βββ referring_expression_segmentation
β β βββ images
β β βββ masks
β β βββ metadata.jsonl
β β βββ referring_expression_segmentation.json
β βββ spatial_relationship
β βββ images
β βββ metadata.jsonl
β βββ spatial_relationship.json
βββ image_level_comprehension
β βββ image_caption
β β βββ images
β β βββ metadata.jsonl
β β βββ image_caption.json
β βββ image_modality
β β βββ images
β β βββ metadata.jsonl
β β βββ image_modality.json
β βββ image_quality
β β βββ images
β β βββ metadata.jsonl
β β βββ image_quality.json
β βββ map_recognition
β β βββ images
β β βββ metadata.jsonl
β β βββ map_recognition.json
β βββ scene_classification
β βββ images
β βββ metadata.jsonl
β βββ scene_classification.json
βββ single_instance_identification
βββ attribute_recognition
β βββ images
β βββ metadata.jsonl
β βββ attribute_recognition.json
βββ hallucination_detection
β βββ images
β βββ metadata.jsonl
β βββ hallucination_detection.json
βββ landmark_recognition
β βββ images
β βββ metadata.jsonl
β βββ landmark_recognition.json
βββ object_counting
β βββ images
β βββ metadata.jsonl
β βββ object_counting.json
βββ object_localization
β βββ images
β βββ metadata.jsonl
β βββ object_localization.json
βββ object_presence
β βββ images
β βββ metadata.jsonl
β βββ object_presence.json
βββ visual_grounding
βββ images
βββ metadata.jsonl
βββ visual_grounding.json
reasoning
βββ assessment_reasoning
β βββ environmental_assessment
β β βββ images
β β βββ metadata.jsonl
β β βββ environmental_assessment.json
β βββ resource_assessment
β βββ images
β βββ metadata.jsonl
β βββ resource_assessment.json
βββ ......
π° Example
An example of the Multiple-Choice Question (MCQ) is as follows:
{
"id": "ef8777ba-27ee-4828-aab5-63214daf340d",
"image_path": "perception/single_instance_identification/object_counting/images/1.png",
"question": "Count the number of airplane present in this image.\nA.2\nB.1\nC.4\nD.3",
"answer": "A"
}
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