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hccnet's Introduction

HCCNet (WACV '24 Best Paper Finalist [Top 0.6%])

Official PyTorch implementation of HCCNet: Efficient Semantic Matching with Hypercolumn Correlation (WACV '24 Oral, Best paper finalist (top 0.6%))

| Project Page | Paper(Arxiv)|

HCCNet performance - latency visualization

HCCNet teaser

HCCNet architecture

HCCNet architecture

Environment settings:

conda create -n mbm python=3.10
conda activate mbm

# xformer 0.0.25 is compatible with pytorch 2.2.1
pip3 install torch==2.2.1 torchvision --index-url https://download.pytorch.org/whl/cu118 
# lightning
pip3 install lightning
pip install torchmetrics
# logging
pip3 install wandb

#formatting
pip install black

pip install einops
pip install -U albumentations
pip install pandas
conda install scipy

Training

Change the dataset you want to train with from configs/config.yaml, from pfpascal or spair. Then run the following:

python train.py

The training / validation will be logged on WandB by default, under the project name "HCCNet".

TODOs

  • Release training code
  • Release training script per dataset
  • Release test code per dataset
  • Release pre-trained weights

hccnet's People

Contributors

wookiekim avatar

Stargazers

Zhang Kaiyan avatar  avatar  avatar  avatar Yonghye Kwon avatar  avatar Juhong Min avatar Pierre avatar Changhun Kim avatar Chunghyun Park avatar

Watchers

Kostas Georgiou avatar  avatar

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