## 🧬 FreqPath-Net: Frequency-aware Pathology Segmentation Network

This repository hosts the **Datasets** for **FreqPath-Net**, a deep learning framework designed for **high-precision cell and tissue segmentation in histopathological images**.  

---


## 🧠 Dataset Overview

| Category | Dataset | Description | File |
|-----------|----------|-------------|------|
| 🧫 **Cell Segmentation** |  [CPM17](https://www.frontiersin.org/journals/bioengineering-and-biotechnology/articles/10.3389/fbioe.2019.00053/full) · [Kumar](https://ieeexplore.ieee.org/abstract/document/7872382) · [MoNuSeg](https://ieeexplore.ieee.org/abstract/document/8880654) · [PUMA](https://academic.oup.com/gigascience/article/doi/10.1093/gigascience/giaf011/8024182) · [BBBC020](https://pmc.ncbi.nlm.nih.gov/articles/PMC3627348/) · [DSB18](https://www.nature.com/articles/s41592-019-0612-7) · [CoNSeP](https://www.sciencedirect.com/science/article/pii/S1361841519301045) · [CPM15](https://www.frontiersin.org/journals/bioengineering-and-biotechnology/articles/10.3389/fbioe.2019.00053/full) · [CryoNuSeg](https://www.sciencedirect.com/science/article/pii/S0010482521001438) · [PanNuke](https://link.springer.com/chapter/10.1007/978-3-030-23937-4_2) · [TNBC](https://ieeexplore.ieee.org/abstract/document/8438559) · [NuInsSeg](https://www.nature.com/articles/s41597-024-03117-2) | Histopathological images|`cell/*.pth` |
| 🩺 **Other Medical Tasks** | [BUSI-WHU](https://ieeexplore.ieee.org/abstract/document/10906450) · [PSFH](https://www.nature.com/articles/s41597-024-03266-4) · [Brain Tumor MRI](https://figshare.com/articles/dataset/brain_tumor_dataset/1512427) · [Dataset-B](https://ieeexplore.ieee.org/abstract/document/8003418) · [LIDC-IDRI](https://wiki.cancerimagingarchive.net/display/Public/LIDC-IDRI) · [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.

---

## 📦 Usage

### 1️⃣ Clone or load from Hugging Face
```bash
git lfs install
git clone git remote add origin https://huggingface.co/datasets/huangjin520/FreqPath-Net-datasets

```
[![GitHub](https://img.shields.io/badge/GitHub-FreqPath--Net-181717?logo=github)](https://github.com/huangjin520/FreqPath-Net) [![Paper](https://img.shields.io/badge/Paper-coming%20soon-lightgrey?logo=readthedocs)]() [![Website](https://img.shields.io/badge/Project-Website-blue?logo=google-chrome)](https://www.lei-whu.com)

## 📬 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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