MFB-SAC: A Multi-scale Frequency and Boundary-enhanced SAM for Cell Segmentation

Introduction

This is the official implementation of our paper accepted by ICIP 2025. MFB-SAC is a cell segmentation model based on SAM, which enhances segmentation performance through multi-scale frequency and boundary enhancement.

Authors

• Xutao Sun
• Xiaolu Xu
• Junwen Liu
• Yonggong Ren

School of Computer and Artificial Intelligence, Liaoning Normal University

Network Architecture

Quick Start

Installation

git clone https://github.com/Mrliujunwen/SAC.git

Citation

If you find this work helpful, please consider citing our paper:

@inproceedings{sun2025mfbsac,
    title={MFB-SAC: A Multi-scale Frequency and Boundary-enhanced SAM for Cell Segmentation},
    author={Sun, Xutao and Xu, Xiaolu and Liu, Junwen and Ren, Yonggong},
    booktitle={2025 IEEE International Conference on Image Processing (ICIP)},
    year={2025}
}

License

This project is under the MIT License. See the LICENSE file for details.