File size: 3,163 Bytes
6ecd89b 63273a3 6ecd89b 63273a3 6ecd89b 63273a3 6ecd89b 0cc4769 6ecd89b 168da8d 63273a3 6ecd89b 652181f | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 | # 馃К FreqPath-Net: Frequency-aware Pathology Segmentation Network
This repository hosts the **Trained checkpoints** for **FreqPath-Net**, a deep learning framework designed for **high-precision cell and tissue segmentation in histopathological images**.
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馃殌 Model Overview
**FreqPath-Net** is a frequency鈥搒patial consistent deep segmentation network designed for **robust nuclei segmentation in computational pathology**. It addresses structural instability caused by diverse morphologies, blurred boundaries, and staining variations by enforcing **frequency鈥搒patial consistency** in feature learning.
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## 馃 Checkpoints
| Category | Dataset | Description | File |
|-----------|----------|-------------|------|
| 馃Й **Cell Segmentation** | [CPM17](https://www.frontiersin.org/journals/bioengineering-and-biotechnology/articles/10.3389/fbioe.2019.00053/full) 路 [Kumar](https://ieeexplore.ieee.org/abstract/document/7872382) 路 [MoNuSeg](https://ieeexplore.ieee.org/abstract/document/8880654) 路 [PUMA](https://academic.oup.com/gigascience/article/doi/10.1093/gigascience/giaf011/8024182) 路 [BBBC020](https://pmc.ncbi.nlm.nih.gov/articles/PMC3627348/) 路 [DSB18](https://www.nature.com/articles/s41592-019-0612-7) 路 [CoNSeP](https://www.sciencedirect.com/science/article/pii/S1361841519301045) 路 [CPM15](https://www.frontiersin.org/journals/bioengineering-and-biotechnology/articles/10.3389/fbioe.2019.00053/full) 路 [CryoNuSeg](https://www.sciencedirect.com/science/article/pii/S0010482521001438) 路 [PanNuke](https://link.springer.com/chapter/10.1007/978-3-030-23937-4_2) 路 [TNBC](https://ieeexplore.ieee.org/abstract/document/8438559) 路 [NuInsSeg](https://www.nature.com/articles/s41597-024-03117-2) | Histopathological images|`cell/*.pth` |
| 馃┖ **Other Medical Tasks** | [BUSI-WHU](https://ieeexplore.ieee.org/abstract/document/10906450) 路 [PSFH](https://www.nature.com/articles/s41597-024-03266-4) 路 [Brain Tumor MRI](https://figshare.com/articles/dataset/brain_tumor_dataset/1512427) 路 [Dataset-B](https://ieeexplore.ieee.org/abstract/document/8003418) 路 [LIDC-IDRI](https://wiki.cancerimagingarchive.net/display/Public/LIDC-IDRI) 路 [GlaS](https://www.sciencedirect.com/science/article/pii/S1361841516301542) | Ultrasound / gland / CT segmentation benchmarks | `other/*.pth` |
> All `.pth` files are stored via **Git LFS**.
> Each checkpoint corresponds to a model trained under the same backbone and fusion scheme, with dataset-specific fine-tuning.
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## 馃摝 Usage
### 1锔忊儯 Clone or load from Hugging Face
```bash
git lfs install
git clone https://huggingface.co/huangjin520/FreqPath-Net
```
[](https://github.com/huangjin520/FreqPath-Net) []() [](https://www.lei-whu.com)
## 馃摤 Contact
For any questions or collaborations, please contact [Jin Huang](mailto:jinhuang@whu.edu.cn), [Shengqian Wang](mailto:sqwang@whu.edu.cn) or open an issue on GitHub.
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