Datasets:
Tasks:
Zero-Shot Classification
Modalities:
Text
Formats:
csv
Languages:
English
Size:
< 1K
ArXiv:
Tags:
visual commonsense
License:
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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