Official code repository for A Simple Long-Tailed Rocognition Baseline via Vision-Language Model.

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Deep LearningBALLAD
Overview

BALLAD

This is the official code repository for A Simple Long-Tailed Rocognition Baseline via Vision-Language Model.

image

Requirements

  • Python3
  • Pytorch(1.7.1 recommended)
  • yaml
  • other necessary packages

Datasets

  • ImageNet_LT
  • Places_LT

Download the ImageNet_2014 and Places_365.

Modify the data_root in main.py to refer to your own dataset path.

Training

Phase A

python main.py --cfg ./config/ImageNet_LT/clip_A_rn50.yaml

Phase B

python main.py --cfg ./config/ImageNet_LT/clip_B_rn50.yaml

Testing

python main.py --cfg ./config/ImageNet_LT/test.yaml --test

Acknowledgments

The codes is based on https://github.com/zhmiao/OpenLongTailRecognition-OLTR and motivated by https://github.com/facebookresearch/classifier-balancing.

Owner
peng gao
Young Scientist at Shanghai AI Lab
peng gao
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