Xiaoqi-Zhao-DLUT / MSNet-M2SNet

(MICCAI 2021) Automatic Polyp Segmentation via Multi-scale Subtraction Network
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MSNet&M2SNet

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MSNet: Automatic Polyp Segmentation via Multi-scale Subtraction Network

Xiaoqi Zhao, Lihe Zhang, Huchuan Lu
⭐ arXiv »

M2SNet: Multi-scale in Multi-scale Subtraction Network for Medical Image Segmentation

Xiaoqi Zhao, Hongpeng Jia, Youwei Pang, Long Lv, Feng Tian, Lihe Zhang, Weibing Sun, Huchuan Lu
⭐ arXiv »


Highlight

Novel Segmentation Architectures


Efficient Intra-Layer Multi-scale Subtraction Design



Efficient Inter-Layer Multi-scale Subtraction Structure


Training-free Loss Network


Low FLOPs (comparisons under the Res2Net-50 backbone)


Prerequisites

Training/Inference/Testing

TODO LIST

BibTex

@inproceedings{MSNet,
  title={Automatic polyp segmentation via multi-scale subtraction network},
  author={Zhao, Xiaoqi and Zhang, Lihe and Lu, Huchuan},
  booktitle={MICCAI},
  pages={120--130},
  year={2021},
  organization={Springer}
}
@article{M2SNet,
  title={M $\^{}$\{$2$\}$ $ SNet: Multi-scale in Multi-scale Subtraction Network for Medical Image Segmentation},
  author={Zhao, Xiaoqi and Jia, Hongpeng and Pang, Youwei and Lv, Long and Tian, Feng and Zhang, Lihe and Sun, Weibing and Lu, Huchuan},
  journal={arXiv preprint arXiv:2303.10894},
  year={2023}
}