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ImageNetVC

category stringlengths 4 13	question stringlengths 26 54	answer stringclasses 26 values
hammerhead	What color is the fin of the hammerhead?	gray
chow	What is the typical color of most chows?	brown
red fox	What color is the foot of the red fox?	black
fireboat	What is the main color of fireboats?	red
milk can	What color are most milk cans?	silver
box turtle	Does the box turtle have a long tail?	no
jellyfish	Does the jellyfish have a round body?	yes
Siamese cat	Do Siamese cats have blue eyes?	yes
dining table	Does the dining table have four wheels?	no
laptop	Does the laptop have a screen?	yes
dishwasher	What material are dishwashers made of?	metal
oxcart	What material are the wheels of oxcarts made of?	wood
cardigan	What are cardigans made of?	cotton
pinwheel	What is the pole of a pinwheel usually made of?	plastic
reflex camera	What is the len of the reflex camera made from?	glass
tree frog	How many legs does the tree frog have?	4
flamingo	How many wings does the flamingo have?	2
spiny lobster	How many legs do the spiny lobsters have?	10
snowmobile	How many seats do snowmobiles typically have?	1
traffic light	How many colors are there in general traffic lights?	3
water snake	Does the water snake have a long or short body?	long
sloth bear	Does the sloth bear have long or short tails?	short
common newt	What's the size of the common newt?	small
trailer truck	What size are trailer trucks?	large
white wolf	What is the living environment of the white wolf?	forest
boxer	Does the boxer have a colorful body?	no
bullet train	Do bullet trains run on rails?	yes
cash machine	Is the cash machine often found in forest?	no
ski mask	Are the ski masks worn on the feet?	no
pillow	Is the pillow hard or not?	no
koala	What shape are koala's ears?	round
bathing cap	What is the shape of the bathing cap?	round
grand piano	What shape are the keys of a grand piano?	rectangle
greenhouse	What shape is the roof of the greenhouse?	triangle
rocking chair	Is the bottom of the rocking chair straight or curved?	curved

Dataset Card for ImageNetVC

Dataset Summary

This is the dataset for our paper "ImageNetVC: Zero-Shot Visual Commonsense Evaluation on 1000 ImageNet Categories".

Supported Tasks

Zero- and Few-shot visual commonsense evaluation.

Languages

English

Dataset Structure

Data Instances

4076

Data Fields

Color, shape, material, component, and others.

Data Splits

Dev set for few-shot demonstrations and the main set for zero-shot evaluation.

Citation Information

If you find this dataset useful, please cite our paper:

@article{imagenetvc,
  author       = {Heming Xia and
                  Qingxiu Dong and
                  Lei Li and
                  Jingjing Xu and
                  Ziwei Qin and
                  Zhifang Sui},
  title        = {ImageNetVC: Zero-Shot Visual Commonsense Evaluation on 1000 ImageNet
                  Categories},
  journal      = {CoRR},
  volume       = {abs/2305.15028},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2305.15028},
}

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Point of Contact: hemingkx@gmail.com

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