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| license: mit |
| pipeline_tag: image-segmentation |
| repository: https://github.com/ZombaSY/FSG-Net-pytorch |
| --- |
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| # Full-scale Representation Guided Network for Retinal Vessel Segmentation |
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| This repository contains the Full-Scale Guided Network (FSG-Net), a novel approach for retinal vessel segmentation. FSG-Net introduces a feature representation module that effectively captures full-scale structural information using modernized convolution blocks. A guided convolution block then refines this information, leveraging an attention-guided filter similar to unsharp masking to enhance fine vascular structures. This architecture delivers competitive performance for retinal vessel segmentation across multiple public datasets. |
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| The model was presented in the paper [Full-scale Representation Guided Network for Retinal Vessel Segmentation](https://huggingface.co/papers/2501.18921) ([arXiv:2501.18921](https://arxiv.org/abs/2501.18921)). |
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| Code: [https://github.com/ZombaSY/FSG-Net-pytorch](https://github.com/ZombaSY/FSG-Net-pytorch) |
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| ## Experimental Results |
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| The model achieves competitive performance across several public datasets: |
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| | Dataset | mIoU | F1 score | Acc | AUC | Sen | MCC | |
| | :---------- | :----- | :------- | :----- | :----- | :----- | :----- | |
| | DRIVE | 84.068 | 83.229 | 97.042 | 98.235 | 84.207 | 81.731 | |
| | STARE | 86.118 | 85.100 | 97.746 | 98.967 | 86.608 | 83.958 | |
| | CHASE\_DB1 | 82.680 | 81.019 | 97.515 | 99.378 | 85.995 | 79.889 | |
| | HRF | 83.088 | 81.567 | 97.106 | 98.744 | 83.616 | 80.121 | |
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| ## Usage |
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| For detailed instructions on environment setup, dataset preparation, training, and inference, please refer to the [official GitHub repository](https://github.com/ZombaSY/FSG-Net-pytorch). Pre-trained models for each dataset can also be found on the [GitHub releases page](https://github.com/ZombaSY/FSG-Net-pytorch/releases/tag/1.1.0). |
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| ## Citation |
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| If you find this work helpful or inspiring, please consider citing our paper: |
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| ```bibtex |
| @article{seo2025fullscalerepresentationguidednetwork, |
| title = {Full-scale Representation Guided Network for Retinal Vessel Segmentation}, |
| author = {Sunyong Seo, Sangwook Yoo, Huisu Yoon}, |
| journal = {arXiv preprint arXiv:2501.18921}, |
| year = {2025} |
| } |
| ``` |
