EffiDec3D

Official Pytorch implementation of the paper EffiDec3D: An Optimized Decoder for High-Performance and Efficient 3D Medical Image Segmentation published in CVPR 2025. code video
Md Mostafijur Rahman, Radu Marculescu

The University of Texas at Austin

🔍 Check out our CVPR 2024 paper! EMCAD

🔍 Check out our CVPRW 2024 paper! PP-SAM

🔍 Check out our WACV 2024 paper! G-CASCADE

🔍 Check out our MIDL 2023 paper! MERIT

🔍 Check out our WACV 2023 paper! CASCADE

Update

🚀 July 20, 2025: Code released for EffiDec3D optimized networks!!!

Acknowledgement

We are very grateful for these excellent works monai, 3D UX-Net, SwinUNETR, and MedNeXt, which have provided the basis for our framework.

Citations

@inproceedings{rahman2025effidec3d,
  title={EffiDec3D: An Optimized Decoder for High-Performance and Efficient 3D Medical Image Segmentation},
  author={Rahman, Md Mostafijur and Marculescu, Radu},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={10435--10444},
  year={2025}
}