README.md

ACTION Family

This is the official PyTorch implementation of our IPMI 2023 and MICCAI 2023 papers by Chenyu You, Weicheng Dai, Yifei Min, Lawrence Staib, Jasjeet S. Sekhon, and James S. Duncan:

Bootstrapping Semi-supervised Medical Image Segmentation with Anatomical-Aware Contrastive Distillation
Chenyu You, Weicheng Dai, Yifei Min, Lawrence Staib, James S. Duncan
In International Conference on Information Processing in Medical Imaging (IPMI), 2023

We have another improved 2D/3D framework ACTION++ accepted by MICCAI 2023:

ACTION++: Improving Semi-supervised Medical Image Segmentation with Adaptive Anatomical Contrast
Chenyu You, Weicheng Dai, Yifei Min, Lawrence Staib, Jasjeet S. Sekhon, James S. Duncan
In International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2023 [Early Accept]

Citation

If you find this project useful, please consider citing:

@inproceedings{you2023bootstrapping,
  title={Bootstrapping semi-supervised medical image segmentation with anatomical-aware contrastive distillation},
  author={You, Chenyu and Dai, Weicheng and Min, Yifei and Staib, Lawrence and Duncan, James S},
  booktitle={IPMI},
  year={2023}
}

@inproceedings{you2023actionplus,
  title={Action++: Improving semi-supervised medical image segmentation with adaptive anatomical contrast},
  author={You, Chenyu and Dai, Weicheng and Min, Yifei and Staib, Lawrence and Sekhon, Jas and Duncan, James S},
  booktitle={MICCAI},
  year={2023}
}