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chatgpt-powered-hierarchical-comparisons-for-image-classification's Introduction

🤖 🤖 🤖 ChatGPT-Powered Hierarchical Comparisons for Image Classification

Source Code for Neurips 2023 Publication: <ChatGPT-Powered Hierarchical Comparisons for Image Classification>

Paper Link: https://cvlab.cse.msu.edu/pdfs/ren_su_liu_neurips2023.pdf

Get Started!

Packages:

  • python=3.9
  • pytorch
  • matplotlib
  • CLIP
  • ImageNetV2_pytorch
  • scikit-learn
  • seaborn
  • open_clip

Put each dataset under "./data/".

Generate the description tree!

python generate_tree.py

(note: add your own openai_key; modify "num_group_div"; modify "th")

Do inference

python main.py

chatgpt-powered-hierarchical-comparisons-for-image-classification's People

Contributors

zhiyuan-r avatar

Stargazers

 avatar  avatar He Zhang avatar Yiyang Su avatar  avatar zrg1048 avatar SusangKim avatar Vũ Hồng Quang avatar MorningStar avatar  avatar  avatar  avatar  avatar Wenhao Wang avatar Shunyu Yao avatar  avatar Liuyong Ding avatar Tong Liang avatar Siyuan Yan avatar

Watchers

Tong Liang avatar Kostas Georgiou avatar Dong Chen avatar Howard H. Tang avatar  avatar  avatar  avatar

chatgpt-powered-hierarchical-comparisons-for-image-classification's Issues

Descritption json file request

Hi Zhiyuan,

May I have your description json files for other datasets please? I would like to reproduce your outcomes.

It would be nice if you could share it.

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