hemingkx/ImageNetVC

1---2license: cc-by-4.03task_categories:4- zero-shot-classification5language:6- en7tags:8- visual commonsense9pretty_name: ImageNetVC10size_categories:11- 1K<n<10K12---13# Dataset Card for ImageNetVC14 15## Dataset Description16 17- **Repository: https://github.com/hemingkx/ImageNetVC** 18- **Paper: https://arxiv.org/abs/2305.15028** 19- **Point of Contact: hemingkx@gmail.com** 20 21### Dataset Summary22 23This is the dataset for our paper "ImageNetVC: Zero-Shot Visual Commonsense Evaluation on 1000 ImageNet Categories".24 25### Supported Tasks26 27Zero- and Few-shot visual commonsense evaluation.28 29### Languages30 31English32 33## Dataset Structure34 35### Data Instances36 37407638 39### Data Fields40 41Color, shape, material, component, and others.42 43### Data Splits44 45Dev set for few-shot demonstrations and the main set for zero-shot evaluation.46 47### Citation Information48 49If you find this dataset useful, please cite our paper:50```51@article{imagenetvc,52  author       = {Heming Xia and53                  Qingxiu Dong and54                  Lei Li and55                  Jingjing Xu and56                  Ziwei Qin and57                  Zhifang Sui},58  title        = {ImageNetVC: Zero-Shot Visual Commonsense Evaluation on 1000 ImageNet59                  Categories},60  journal      = {CoRR},61  volume       = {abs/2305.15028},62  year         = {2023},63  url          = {https://doi.org/10.48550/arXiv.2305.15028},64}65```66