task_categories:zero-shot-classification size_categories:1K<n<10K language:en license:cc-by-4.0 visual commonsense arxiv:2305.15028 region:us
---
license: cc-by-4.0
task_categories:
- zero-shot-classification
language:
- en
tags:
- visual commonsense
pretty_name: ImageNetVC
size_categories:
- 1K<n<10K
---
# Dataset Card for ImageNetVC

## Dataset Description

- **Repository: https://github.com/hemingkx/ImageNetVC** 
- **Paper: https://arxiv.org/abs/2305.15028** 
- **Point of Contact: hemingkx@gmail.com** 

### 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},
}
```
