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000000558388.jpg
http://images.cocodataset.org/train2017/000000558388.jpg
The cake is next to the person.
1
next to
cake
person
35
[2, 67, 20]
[]
000000172406.jpg
http://images.cocodataset.org/train2017/000000172406.jpg
The horse is next to the bus.
0
next to
orse
bus
35
[]
[2, 52, 6]
000000270596.jpg
http://images.cocodataset.org/train2017/000000270596.jpg
The person is at the left side of the tv.
1
at the left side of
person
tv
27
[2, 20]
[64]
000000327575.jpg
http://images.cocodataset.org/train2017/000000327575.jpg
The elephant is touching the bus.
0
touching
lephant
bus
27
[]
[2, 22, 48]
000000214873.jpg
http://images.cocodataset.org/train2017/000000214873.jpg
The truck is part of the cake.
0
part of
truck
cake
29
[]
[11, 2, 20]
000000381330.jpg
http://images.cocodataset.org/train2017/000000381330.jpg
The person is facing away from the banana.
0
facing away from
person
banana
30
[]
[63, 2, 8]
000000154846.jpg
http://images.cocodataset.org/train2017/000000154846.jpg
The pizza is touching the person.
0
touching
pizza
person
29
[]
[62, 2, 67, 8]
000000033904.jpg
http://images.cocodataset.org/train2017/000000033904.jpg
The teddy bear is in the couch.
1
in
teddy bear
couch
2
[2, 20]
[51]
000000477195.jpg
http://images.cocodataset.org/train2017/000000477195.jpg
The pizza is above the dining table.
1
above
pizza
dining table
27
[2, 9, 51]
[]
000000000397.jpg
http://images.cocodataset.org/train2017/000000000397.jpg
The person is touching the pizza.
0
touching
person
pizza
27
[]
[2, 60, 12]
000000005883.jpg
http://images.cocodataset.org/train2017/000000005883.jpg
The bus is perpendicular to the truck.
1
perpendicular to
bus
truck
27
[2, 14, 62]
[]
000000537382.jpg
http://images.cocodataset.org/train2017/000000537382.jpg
The sandwich is on the banana.
1
on
sandwich
banana
29
[13, 2, 25]
[]
000000135057.jpg
http://images.cocodataset.org/train2017/000000135057.jpg
The truck is behind the airplane.
0
behind
truck
airplane
1
[]
[1, 2, 20]
000000034113.jpg
http://images.cocodataset.org/train2017/000000034113.jpg
The pizza is touching the person.
1
touching
pizza
person
35
[2, 55, 26]
[]
000000151862.jpg
http://images.cocodataset.org/train2017/000000151862.jpg
The bottle is away from the teddy bear.
0
away from
bottle
teddy bear
2
[]
[1, 2, 57]
000000121952.jpg
http://images.cocodataset.org/train2017/000000121952.jpg
The bottle is touching the dining table.
1
touching
bottle
dining table
29
[2, 10, 52]
[]
000000516535.jpg
http://images.cocodataset.org/train2017/000000516535.jpg
The umbrella is away from the boat.
1
away from
umbrella
boat
2
[54, 2, 16]
[]
000000132000.jpg
http://images.cocodataset.org/train2017/000000132000.jpg
The person is touching the banana.
0
touching
person
banana
1
[]
[3, 2, 55]
000000251475.jpg
http://images.cocodataset.org/train2017/000000251475.jpg
The sheep is on top of the person.
0
on top of
sheep
person
29
[]
[1, 54, 2]
000000463802.jpg
http://images.cocodataset.org/val2017/000000463802.jpg
The teddy bear is touching the person.
0
touching
teddy bear
person
27
[]
[2, 64, 21]
000000339588.jpg
http://images.cocodataset.org/train2017/000000339588.jpg
The oven is at the left side of the person.
0
at the left side of
oven
person
32
[]
[1, 2, 22]
000000526536.jpg
http://images.cocodataset.org/train2017/000000526536.jpg
The bowl is left of the pizza.
1
left of
bowl
pizza
29
[2, 17, 59]
[]
000000525813.jpg
http://images.cocodataset.org/train2017/000000525813.jpg
The bicycle is under the person.
0
under
bicycle
person
33
[]
[2, 9, 1]
000000328372.jpg
http://images.cocodataset.org/train2017/000000328372.jpg
The bus is next to the potted plant.
1
next to
bus
potted plant
1
[2, 20]
[53]
000000235069.jpg
http://images.cocodataset.org/train2017/000000235069.jpg
The boat is on top of the truck.
1
on top of
boat
truck
30
[3, 56, 2]
[]
000000238989.jpg
http://images.cocodataset.org/train2017/000000238989.jpg
The orange is above the banana.
0
above
orange
banana
27
[]
[1, 2, 17]
000000539406.jpg
http://images.cocodataset.org/train2017/000000539406.jpg
The cow is inside the truck.
1
inside
cow
truck
30
[1, 2, 22]
[]
000000551288.jpg
http://images.cocodataset.org/train2017/000000551288.jpg
The dining table is away from the potted plant.
1
away from
dining table
potted plant
2
[18, 2, 55]
[]
000000263098.jpg
http://images.cocodataset.org/train2017/000000263098.jpg
The teddy bear is on top of the bicycle.
0
on top of
teddy bear
bicycle
27
[]
[53, 2, 24]
000000344271.jpg
http://images.cocodataset.org/train2017/000000344271.jpg
The bicycle is behind the couch.
0
behind
bicycle
couch
27
[]
[54, 2, 25]
000000252459.jpg
http://images.cocodataset.org/train2017/000000252459.jpg
The elephant is in front of the truck.
0
in front of
lephant
truck
27
[]
[1, 2, 10]
000000096705.jpg
http://images.cocodataset.org/train2017/000000096705.jpg
The banana is into the person.
1
into
banana
person
30
[3, 2]
[67]
000000387136.jpg
http://images.cocodataset.org/train2017/000000387136.jpg
The truck has as a part the cow.
1
has as a part
truck
cow
27
[2, 57, 10]
[]
000000080336.jpg
http://images.cocodataset.org/train2017/000000080336.jpg
The cow is at the back of the person.
1
at the back of
cow
person
27
[2, 10, 1]
[]
000000388344.jpg
http://images.cocodataset.org/train2017/000000388344.jpg
The person is touching the teddy bear.
0
touching
person
teddy bear
29
[]
[53, 2, 26]
000000126808.jpg
http://images.cocodataset.org/train2017/000000126808.jpg
The person is touching the sandwich.
0
touching
person
sandwich
3
[]
[2, 55, 20]
000000451274.jpg
http://images.cocodataset.org/train2017/000000451274.jpg
The person is at the left side of the oven.
0
at the left side of
person
oven
27
[]
[1, 2, 22]
000000293658.jpg
http://images.cocodataset.org/train2017/000000293658.jpg
The pizza is on top of the bicycle.
1
on top of
pizza
bicycle
37
[1, 53, 2]
[]
000000330955.jpg
http://images.cocodataset.org/train2017/000000330955.jpg
The sandwich is touching the person.
1
touching
sandwich
person
1
[2, 14, 12]
[]
000000123842.jpg
http://images.cocodataset.org/train2017/000000123842.jpg
The cow is on the tv.
1
on
cow
tv
2
[2, 60, 21]
[]
000000338431.jpg
http://images.cocodataset.org/train2017/000000338431.jpg
The umbrella is alongside the person.
1
alongside
umbrella
person
4
[2, 1]
[8]
000000099745.jpg
http://images.cocodataset.org/train2017/000000099745.jpg
The person is at the left side of the bowl.
0
at the left side of
person
bowl
27
[]
[2, 60, 23]
000000166631.jpg
http://images.cocodataset.org/train2017/000000166631.jpg
The truck is away from the elephant.
1
away from
truck
elephant
2
[2, 14, 60]
[]
000000539189.jpg
http://images.cocodataset.org/train2017/000000539189.jpg
The person is at the edge of the couch.
1
at the edge of
person
couch
34
[1, 19, 2]
[]
000000092346.jpg
http://images.cocodataset.org/train2017/000000092346.jpg
The cake is at the edge of the oven.
1
at the edge of
cake
oven
27
[56, 2, 20]
[]
000000132000.jpg
http://images.cocodataset.org/train2017/000000132000.jpg
The bowl is beyond the banana.
1
beyond
bowl
banana
2
[2, 55]
[19]
000000219418.jpg
http://images.cocodataset.org/train2017/000000219418.jpg
The couch is beneath the teddy bear.
1
beneath
couch
teddy bear
27
[2, 17, 12]
[]
000000248276.jpg
http://images.cocodataset.org/train2017/000000248276.jpg
The donut is at the right side of the person.
0
at the right side of
donut
person
29
[]
[1, 61, 2]
000000076130.jpg
http://images.cocodataset.org/train2017/000000076130.jpg
The couch is behind the banana.
1
behind
couch
banana
27
[1, 2, 1]
[]
000000239536.jpg
http://images.cocodataset.org/train2017/000000239536.jpg
The person is on top of the couch.
0
on top of
person
couch
45
[]
[3, 2, 12]
000000136900.jpg
http://images.cocodataset.org/train2017/000000136900.jpg
The horse is at the right side of the bus.
1
at the right side of
orse
bus
1
[2, 55, 24]
[]
000000291207.jpg
http://images.cocodataset.org/train2017/000000291207.jpg
The oven is left of the person.
0
left of
oven
person
29
[]
[13, 19, 2]
000000058677.jpg
http://images.cocodataset.org/train2017/000000058677.jpg
The hot dog is in the oven.
0
in
ot dog
oven
1
[]
[62, 2, 67, 25]
000000326700.jpg
http://images.cocodataset.org/train2017/000000326700.jpg
The elephant is part of the truck.
1
part of
lephant
truck
30
[2, 57]
[20]
000000518110.jpg
http://images.cocodataset.org/train2017/000000518110.jpg
The tie is touching the teddy bear.
1
touching
tie
teddy bear
27
[2, 9, 65]
[]
000000365600.jpg
http://images.cocodataset.org/train2017/000000365600.jpg
The truck is below the boat.
1
below
truck
boat
27
[63, 2, 7]
[]
000000572804.jpg
http://images.cocodataset.org/train2017/000000572804.jpg
The fire hydrant is behind the bird.
0
behind
fire hydrant
bird
43
[]
[2, 10, 1]
000000207738.jpg
http://images.cocodataset.org/train2017/000000207738.jpg
The orange is beside the banana.
1
beside
orange
banana
27
[2, 12, 26]
[]
000000238187.jpg
http://images.cocodataset.org/train2017/000000238187.jpg
The dining table is touching the apple.
1
touching
dining table
apple
30
[2, 60, 10]
[]
000000185545.jpg
http://images.cocodataset.org/train2017/000000185545.jpg
The fire hydrant is at the back of the bicycle.
1
at the back of
fire hydrant
bicycle
27
[19, 2, 62]
[]
000000214725.jpg
http://images.cocodataset.org/train2017/000000214725.jpg
The toaster is near the sandwich.
0
near
toaster
sandwich
2
[2]
[1, 22, 1]
000000380300.jpg
http://images.cocodataset.org/train2017/000000380300.jpg
The cake is beneath the hot dog.
0
beneath
cake
hot dog
30
[]
[1, 11, 2, 10]
000000131580.jpg
http://images.cocodataset.org/train2017/000000131580.jpg
The person is facing the tv.
0
facing
person
tv
29
[]
[53, 19, 2]
000000008794.jpg
http://images.cocodataset.org/train2017/000000008794.jpg
The bicycle is left of the person.
0
left of
bicycle
person
1
[2]
[1, 23]
000000284758.jpg
http://images.cocodataset.org/train2017/000000284758.jpg
The person is on the tv.
1
on
person
tv
2
[18, 2]
[62]
000000085045.jpg
http://images.cocodataset.org/train2017/000000085045.jpg
The hot dog is parallel to the bus.
0
parallel to
ot dog
bus
2
[63]
[2, 10]
000000473631.jpg
http://images.cocodataset.org/train2017/000000473631.jpg
The person is touching the bowl.
0
touching
person
bowl
27
[]
[18, 2, 58]
000000118605.jpg
http://images.cocodataset.org/train2017/000000118605.jpg
The person is left of the potted plant.
0
left of
person
potted plant
29
[55]
[2, 24]
000000158956.jpg
http://images.cocodataset.org/val2017/000000158956.jpg
The person is on top of the cake.
0
on top of
person
cake
42
[]
[1, 2, 10]
000000011075.jpg
http://images.cocodataset.org/train2017/000000011075.jpg
The tv is behind the person.
0
behind
tv
person
1
[]
[3, 1, 2]
000000428329.jpg
http://images.cocodataset.org/train2017/000000428329.jpg
The umbrella is on the couch.
0
on
umbrella
couch
39
[]
[2, 22, 59]
000000432508.jpg
http://images.cocodataset.org/train2017/000000432508.jpg
The fire hydrant is touching the person.
1
touching
fire hydrant
person
29
[18, 2, 9]
[]
000000361672.jpg
http://images.cocodataset.org/train2017/000000361672.jpg
The dining table is in front of the bus.
1
in front of
dining table
bus
38
[2, 55]
[10]
000000310200.jpg
http://images.cocodataset.org/val2017/000000310200.jpg
The donut is in the bowl.
0
in
donut
bowl
30
[56]
[2, 8]
000000425859.jpg
http://images.cocodataset.org/train2017/000000425859.jpg
The teddy bear is on top of the dining table.
0
on top of
teddy bear
dining table
29
[]
[2, 59, 26]
000000362659.jpg
http://images.cocodataset.org/train2017/000000362659.jpg
The tie is at the left side of the teddy bear.
0
at the left side of
tie
teddy bear
27
[]
[2, 59, 26]
000000141302.jpg
http://images.cocodataset.org/train2017/000000141302.jpg
The boat is on the truck.
1
on
boat
truck
4
[1, 2, 24, 1]
[]
000000099024.jpg
http://images.cocodataset.org/val2017/000000099024.jpg
The kite is in front of the person.
1
in front of
kite
person
30
[61, 2, 15]
[]
000000321223.jpg
http://images.cocodataset.org/train2017/000000321223.jpg
The oven is at the right side of the person.
1
at the right side of
oven
person
2
[13, 2, 10]
[]
000000363468.jpg
http://images.cocodataset.org/train2017/000000363468.jpg
The couch is in front of the person.
1
in front of
couch
person
27
[2, 51]
[28]
000000413528.jpg
http://images.cocodataset.org/train2017/000000413528.jpg
The person is touching the bowl.
0
touching
person
bowl
4
[]
[28, 2, 65]
000000541134.jpg
http://images.cocodataset.org/train2017/000000541134.jpg
The bus is far away from the bicycle.
0
far away from
bus
bicycle
35
[]
[54, 2, 14]
000000239793.jpg
http://images.cocodataset.org/train2017/000000239793.jpg
The teddy bear is touching the couch.
0
touching
teddy bear
couch
29
[]
[3, 2, 12]
000000288753.jpg
http://images.cocodataset.org/train2017/000000288753.jpg
The person is touching the dining table.
1
touching
person
dining table
30
[17, 58]
[2]
000000211526.jpg
http://images.cocodataset.org/train2017/000000211526.jpg
The cake is in the oven.
1
in
cake
oven
29
[19, 2]
[65]
000000332943.jpg
http://images.cocodataset.org/train2017/000000332943.jpg
The teddy bear is below the umbrella.
1
below
teddy bear
umbrella
2
[1, 13, 18, 2]
[]
000000145593.jpg
http://images.cocodataset.org/train2017/000000145593.jpg
The baseball glove is in front of the person.
1
in front of
baseball glove
person
27
[53, 19, 2]
[]
000000162880.jpg
http://images.cocodataset.org/train2017/000000162880.jpg
The bird is far away from the person.
0
far away from
bird
person
30
[]
[2, 21, 58]
000000502557.jpg
http://images.cocodataset.org/train2017/000000502557.jpg
The teddy bear is on the cake.
1
on
teddy bear
cake
40
[2, 17, 51]
[]
000000390298.jpg
http://images.cocodataset.org/train2017/000000390298.jpg
The boat is facing away from the bicycle.
1
facing away from
boat
bicycle
1
[54, 2, 20]
[]
000000461902.jpg
http://images.cocodataset.org/train2017/000000461902.jpg
The truck is below the elephant.
1
below
truck
elephant
44
[2, 17, 59]
[]
000000443397.jpg
http://images.cocodataset.org/train2017/000000443397.jpg
The dining table is under the cow.
1
under
dining table
cow
29
[2, 8, 62]
[]
000000093031.jpg
http://images.cocodataset.org/train2017/000000093031.jpg
The banana is part of the cake.
1
part of
banana
cake
34
[2, 64, 21]
[]
000000531179.jpg
http://images.cocodataset.org/train2017/000000531179.jpg
The couch is beneath the bird.
1
beneath
couch
bird
4
[2, 20]
[11]
000000313009.jpg
http://images.cocodataset.org/train2017/000000313009.jpg
The tennis racket is below the person.
1
below
tennis racket
person
27
[61, 2, 10]
[]
000000256771.jpg
http://images.cocodataset.org/train2017/000000256771.jpg
The bowl is facing the person.
0
facing
bowl
person
42
[17]
[2, 12]
000000285618.jpg
http://images.cocodataset.org/train2017/000000285618.jpg
The cow is behind the teddy bear.
1
behind
cow
teddy bear
27
[2, 15, 52]
[]
000000204467.jpg
http://images.cocodataset.org/train2017/000000204467.jpg
The person is touching the broccoli.
1
touching
person
broccoli
30
[2, 10, 1]
[]
000000546401.jpg
http://images.cocodataset.org/train2017/000000546401.jpg
The hot dog is in the oven.
1
in
ot dog
oven
1
[28, 2, 65]
[]
000000109036.jpg
http://images.cocodataset.org/train2017/000000109036.jpg
The apple is on top of the orange.
0
on top of
apple
orange
27
[]
[2, 14, 52]

VSR: Visual Spatial Reasoning

This is the zero-shot set of VSR: Visual Spatial Reasoning (TACL 2023) [paper].

Usage

from datasets import load_dataset

data_files = {"train": "train.jsonl", "dev": "dev.jsonl", "test": "test.jsonl"}
dataset = load_dataset("cambridgeltl/vsr_zeroshot", data_files=data_files)

Note that the image files still need to be downloaded separately. See data/ for details.

Go to our github repo for more introductions.

Citation

If you find VSR useful:

@article{Liu2022VisualSR,
  title={Visual Spatial Reasoning},
  author={Fangyu Liu and Guy Edward Toh Emerson and Nigel Collier},
  journal={Transactions of the Association for Computational Linguistics},
  year={2023},
}
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