histopathology-images 开源项目推荐（68 个）

maduc7 /Histopathology-Datasets

Ressources of histopathology datasets

BMIRDS /deepslide

《自然科学报告》论文代码，题为“深神经网络切除肺腺癌切片的病理学层面组织学模式分类”。用于高分辨率全片图像分类的滑动窗口框架，通常用于显微镜或组织病理图像。

open-pathology /awesome-pathology

Awesome List of Digital and Computational Pathology Resources

gatsby2016 /Augmentation-PyTorch-Transforms

Image data augmentation on-the-fly by add new class on transforms in PyTorch and torchvision.

ChongQingNoSubway /PDL

Code for the paper " PDL: Regularizing Multiple Instance Learning with Progressive Dropout Layers "

bupt-ai-cz /CAC-UNet-DigestPath2019

第一项是MICCAI摘要Path2019挑战（https://digestpath2019.grand-challenge.org/Home/），关于结肠镜组织分割与分类任务。（MICCAI 2019）第 https://teacher.bupt.edu.cn/zhuchuang/en/index.htm

lyndonchan /hsn_v1

HistoSegNet: Semantic Segmentation of Histological Tissue Type in Whole Slide Images (ICCV 2019)

lxasqjc /Foveation-Segmentation

PyTorch implementation of Foveation for Segmentation of Ultra-High Resolution Images

PhilipChicco /MICCAI2020mil

MICCAI2020. "Multiple Instance Learning with Center Embeddings for Histopathology Image Classification"

bupt-ai-cz /HSA-NRL

Hard Sample Aware Noise Robust Learning forHistopathology Image Classification

EIDOSLAB /UNITOPATHO

Dataset of 9536 H&E-stained patches for colorectal polyps classification and adenomas grading | ICIP21 https://doi.org/10.1109/ICIP42928.2021.9506198

nauyan /NucleiSegmentation

The repository contains a simple pipeline for training Nuclei Segmentation Datasets of Histopathology Images.

Zhengyushan /kat

The code for Kernel attention transformer (KAT)

Younger330 /SemanticEnergyLoss

BIBM2023 regular paper for "Addressing Sparse Annotation: a Novel Semantic Energy Loss for Tumor Cell Detection from Histopathologic Images"

andreped /fast-stain-normalization

🌟 GPU-accelerated stain normalization command line tool

prakashchhipa /Magnification-Prior-Self-Supervised-Method

Magnification Prior: A Self-Supervised Method for Learning Representations on Breast Cancer Histopathological Images (WACV 2023)

koushikkumarl /capsuleNetwork_cancerclassification

Image classification on lung and colon cancer histopathological images through Capsule Networks or CapsNets.

bupt-ai-cz /Breast-Cancer-Image-Classification-On-WSI-With-Spatial-Correlations

Breast Cancer Image Classification On WSI With Spatial Correlations https://teacher.bupt.edu.cn/zhuchuang/en/index.htm

patolojiatlasi /patolojiatlasi.github.io

Patoloji Atlası

pharikal /Breast-Cancer-Detection-Using-Deep-Learning

Dataset Link