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GitHub topics: whole-slide-image

mahmoodlab/TRIDENT

Toolkit for large-scale whole-slide image processing.

Language: Python - Size: 3.09 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 348 - Forks: 63

imi-bigpicture/wsidicom

Python package for reading DICOM WSI file sets.

Language: Python - Size: 1.9 MB - Last synced at: 2 days ago - Pushed at: 2 days ago - Stars: 44 - Forks: 9

rmuraix/HistoSlice

Preprocessing module for large histological images

Language: Python - Size: 27.9 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 0 - Forks: 0

okunator/cellseg_gsontools

Feature extraction from GEOJson nuclei and tissue segmentation maps

Language: Python - Size: 88.1 MB - Last synced at: 3 days ago - Pushed at: 3 months ago - Stars: 15 - Forks: 0

AICAN-Research/H2G-Net

🚀 H2G-Net: Segmentation of breast cancer region from whole slide images

Language: Jupyter Notebook - Size: 61.8 MB - Last synced at: 7 days ago - Pushed at: about 2 months ago - Stars: 28 - Forks: 8

Franblueee/torchmil

Deep Multiple Instance Learning library for Pytorch

Language: Python - Size: 7.72 MB - Last synced at: 25 days ago - Pushed at: 25 days ago - Stars: 50 - Forks: 2

mahmoodlab/MIL-Lab

Feather - Lightweight supervised slide foundation models (ICML 2025)

Language: Python - Size: 396 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 67 - Forks: 3

histopathologyatlas/histopathologyatlas.github.io

Histopathology Atlas contains whole slide images of various diseases

Language: HTML - Size: 224 MB - Last synced at: 2 days ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

andreped/wsi-visualization-demo

🔬 Simple containerised whole slide image rendering in the browser

Language: HTML - Size: 16.9 MB - Last synced at: 7 days ago - Pushed at: 11 months ago - Stars: 3 - Forks: 0

BiologyTools/BioCore

Bio Library in .NET8. Bio is a library & program for annotating, & editing various microscopy imaging formats using Bioformats supported images. including whole slide, pyramidal & series.

Language: C# - Size: 107 MB - Last synced at: 15 days ago - Pushed at: 2 months ago - Stars: 4 - Forks: 1

BiologyTools/BioGTK

A cross platform version of Bio library & program. Bio is a library & program for annotating, & editing various microscopy imaging formats using Bioformats supported images. including whole slide, pyramidal & series.

Language: C# - Size: 146 MB - Last synced at: 2 days ago - Pushed at: 3 months ago - Stars: 14 - Forks: 2

lingxitong/MIL_BASELINE

A library that integrates different MIL methods into a unified framework

Language: Python - Size: 75.5 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 198 - Forks: 12

BiologyTools/Bio

A .NET library & program for annotating, & editing various microscopy imaging formats using Bioformats supported images. including whole slide, pyramidal & series.

Language: C# - Size: 28.9 MB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 7 - Forks: 0

agentdr1/LA_MIL

Implementation of LA_MIL, Local Attention Graph-based Transformer for WSIs, PyTorch

Language: Python - Size: 686 KB - Last synced at: 2 months ago - Pushed at: almost 2 years ago - Stars: 24 - Forks: 0

AICAN-Research/DRU-Net

🫁 DRU-Net: Lung carcinoma Segmentation using multi-lens distortion and fusion refinement network

Language: Python - Size: 120 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 2 - Forks: 1

huangzhii/nuclei.io

nuclei.io: Human-in-the-loop active learning framework for pathology image analysis

Language: Python - Size: 71.6 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 67 - Forks: 12

imi-bigpicture/opentile

Python library for reading tiles from wsi tiff-files.

Language: Python - Size: 2.46 MB - Last synced at: 20 days ago - Pushed at: 4 months ago - Stars: 16 - Forks: 4

dazhangyu123/ACMIL

Attention-Challenging Multiple Instance Learning for Whole Slide Image Classification (ECCV2024)

Language: Python - Size: 67.5 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 90 - Forks: 11

DIAGNijmegen/pathology-whole-slide-data

A package for working with whole-slide data including a fast batch iterator that can be used to train deep learning models.

Language: Python - Size: 93.7 MB - Last synced at: 4 months ago - Pushed at: 10 months ago - Stars: 100 - Forks: 30

dazhangyu123/AEM

AEM: Attention Entropy Maximization for Multiple Instance Learning based Whole Slide Image Classification

Language: Python - Size: 4.65 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 11 - Forks: 1

tueimage/MAD-MIL

Multi-head Attention-based Deep Multiple Instance Learning

Language: Python - Size: 69.9 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 4 - Forks: 1

tueimage/MIL-Reliability

Quantitative Evaluation of Multiple Instance Learning Reliability For WSIs Classification

Size: 13.7 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

titizheng/PAMIL

Implementation of "Dynamic Policy-Driven Adaptive Multi-Instance Learning for Whole Slide Image Classification", (CVPR 2024 Highlight).

Language: Python - Size: 31.2 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 14 - Forks: 0

jgamper/compay-syntax

:microscope: Syntax - the arrangement of whole-slide-images and their image tiles to create well-formed computational pathology pipelines.

Language: Python - Size: 43.5 MB - Last synced at: 12 days ago - Pushed at: almost 3 years ago - Stars: 55 - Forks: 1

AmayaGS/MUSTANG

Multi-stain graph self attention multiple instance learning for histopathology Whole Slide Images - BMVC 2023

Language: Python - Size: 2.59 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 13 - Forks: 2

andreped/wsi-annotation-demo

🔬 Annotating whole slide images through the browser

Language: JavaScript - Size: 51.8 KB - Last synced at: 7 days ago - Pushed at: 11 months ago - Stars: 3 - Forks: 1

huuquan1994/wsi_glomerulus_seg

Glomerulus segmentation pipeline for Patch-level and WSI-level segmentation tasks

Size: 10.7 KB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0

titizheng/SMILE

Code for paper "SMILE: Self-Motivated Multi-instance Learning for Whole Slide Image Classification" submission under review.

Language: Python - Size: 396 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 3 - Forks: 0

HKU-MedAI/HIGT

[MICCAI'23] HIGT: Hierarchical Interaction Graph-Transformer for Whole Slide Image Analysis

Language: Python - Size: 460 KB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 26 - Forks: 1

ChongQingNoSubway/PDL

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

Language: Python - Size: 1.44 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 113 - Forks: 29

StonyBrookDB/igt-wsi

Repository for "Integrative Graph-Transformer Framework for Histopathology Whole Slide Image Representation and Classification""

Size: 13.7 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

miccaiif/INS

Official Pytorch Code of Our Paper: Rethinking Multiple Instance Learning for Whole Slide Image Classification: A Good Instance Classifier is All You Need

Language: Python - Size: 2 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 0

miccaiif/DGMIL

Official PyTorch implementation of our MICCAI 2022 paper: DGMIL: Distribution Guided Multiple Instance Learning for Whole Slide Image Classification.

Language: Python - Size: 2.42 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 28 - Forks: 4

miccaiif/WENO

Official PyTorch implementation of our NeurIPS 2022 paper: Weakly Supervised Knowledge Distillation for Whole Slide Image Classification

Language: Python - Size: 1.59 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 52 - Forks: 12

liupei101/AdvMIL

[MedIA 2024] The implementation of AdvMIL: Adversarial Multiple Instance Learning for the Survival Analysis on Whole-Slide Images

Language: Python - Size: 2.18 MB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 21 - Forks: 8

binli123/dsmil-wsi

DSMIL: Dual-stream multiple instance learning networks for tumor detection in Whole Slide Image

Language: Python - Size: 48.1 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 302 - Forks: 82

nadiabrancati/ABNN-WSI-Classification

Code to reproduce results of the Gigapixel Histopathological Image Analysis Using Attention-Based Neural Networks paper.

Language: Python - Size: 1.22 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 8 - Forks: 1

RhDm/dogsled

Macenko normalisation of big medical slides

Language: Python - Size: 58.3 MB - Last synced at: about 2 months ago - Pushed at: almost 2 years ago - Stars: 3 - Forks: 0

smujiang/Re-stained_WSIs_Registration

Re-stained whole slide image alignment

Language: Python - Size: 10.3 MB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 27 - Forks: 11

bydmitry/he-erbb2

Scientific Reports volume 11, Article number: 4037 (2021)

Language: Python - Size: 3.1 MB - Last synced at: 25 days ago - Pushed at: over 4 years ago - Stars: 5 - Forks: 1

sauravmishra1710/Malaria-Detection-Using-Deep-Learning-Techniques

Malaria Parasite Detection using Efficient Neural Ensembles. Malaria, a life threatening disease caused by the bite of the Anopheles mosquito infected with the parasite, has been a major burden towards healthcare for years leading to approximately 400,000 deaths globally every year. This study aims to build an efficient system by applying ensemble techniques based on deep learning to automate the detection of the parasite using whole slide images of thin blood smears.

Language: Jupyter Notebook - Size: 295 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 9 - Forks: 5

daangeijs/simple_wsi_viewer

A simple web application for for viewing and navigating pathology whole-slide-images in your browser.

Language: JavaScript - Size: 9.57 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 7 - Forks: 1

fhnaumann/pathology-image-server

A pathology image server using DICOM and FHIR to manage WSI files.

Language: Java - Size: 1.29 MB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0

nihaomiao/PRICAI18_MVF-CasCNN

The implementation of our pricai18 paper "Multiple Visual Fields Cascaded Convolutional Neural Network for Breast Cancer Detection."

Language: Python - Size: 555 KB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 6 - Forks: 3

nihaomiao/MLMI19_WSI-Net

The implementation of our MLMI19 oral paper "WSI-Net: Branch-based and Hierarchy-aware Network for Segmentation and Classification of Breast Histopathological Whole-slide Images."

Language: Python - Size: 241 KB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 6 - Forks: 0

Zhengyushan/kat

The code for Kernel attention transformer (KAT)

Language: Python - Size: 278 KB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 19 - Forks: 1

uw-loci/demo_wsi_superres

WSISR: Single image super-resolution for Whole slide Imaging using convolutional neural networks and self-supervised color normalization.

Language: Python - Size: 9.61 MB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 15 - Forks: 4

Chrisa142857/You-Only-Look-Cytopathology-Once

Codes available of a paper: An Efficient Cervical Whole Slide Image Analysis Framework Based on Multi-scale Semantic and Location Deep Features.

Language: Python - Size: 25.7 MB - Last synced at: over 2 years ago - Pushed at: about 3 years ago - Stars: 13 - Forks: 5

uzunb/deep-zoom-image-viewer

This is a viewer app that provides using to zoom and pan tools Deep Zoom Image (dzi) or Whole Slide Image (wsi) using Electron JS and OpenSeaDragon .

Language: JavaScript - Size: 32.8 MB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 3 - Forks: 1

Atishaysjain/WSI-Nuclear-Segmentation

Performs instance segmentation and classification of nuclei in Multi-Tissue Histology WSIs(generally 100k*100k pixels).

Language: Jupyter Notebook - Size: 137 MB - Last synced at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 1

Zhengyushan/lagenet

The code for LAGE-Net

Language: Python - Size: 38.1 KB - Last synced at: over 2 years ago - Pushed at: almost 4 years ago - Stars: 8 - Forks: 2

Zhengyushan/dpathnet

Code for the DRA-Net

Language: Python - Size: 61.5 KB - Last synced at: over 2 years ago - Pushed at: about 4 years ago - Stars: 6 - Forks: 1

NMPoole/CS5199-Dissertation

Dissertation completed for the award of MSci in Computer Science. This dissertation is about automated breast cancer detection in low-resolution whole-slide pathology images using a deep convolutional neural network pipeline.

Language: Python - Size: 16.8 MB - Last synced at: over 1 year ago - Pushed at: about 3 years ago - Stars: 1 - Forks: 0

gatsby2016/Fast-WSI-Prediction

Unofficial implementation for ScanNet (a fast WSI prediction method) in PyTorch.

Language: Python - Size: 20.2 MB - Last synced at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 20 - Forks: 1

gatsby2016/DLforWSI

An effective deep learning classification framework for whole slide images.

Language: Python - Size: 1.91 MB - Last synced at: over 2 years ago - Pushed at: over 5 years ago - Stars: 1 - Forks: 0

Related Keywords
whole-slide-image 55 deep-learning 16 multiple-instance-learning 15 pathology 11 histopathology 10 wsi 9 computational-pathology 8 digital-pathology 8 weakly-supervised-learning 8 pytorch 7 whole-slide-imaging 6 medical-imaging 5 pathology-image 5 convolutional-neural-networks 4 camelyon16 4 python 4 biology 3 multi-instance-learning 3 histopathology-image-analysis 3 histopathology-images 3 tumor-detection 3 bio-formats 3 openseadragon 3 machine-learning 3 docker 3 imagej 3 roi 3 microscopy 3 hugging-face-spaces 2 csv 2 hugging-face 2 imagej-roi 2 ome 2 omero 2 openslide 2 bracs 2 camelyon17 2 pytorch-implementation 2 self-attention 2 graph-transformer 2 self-supervised-learning 2 computer-vision 2 breast-cancer-detection 2 histopathology-wsi 2 wsi-encode 2 wsi-images 2 pathological-images 2 nuclei-segmentation 2 dicom 2 whole-slide-annotation 2 breast-cancer 2 histology 2 dzi 2 foundation-model 2 imagej-tiff 1 biomedical-image-processing 1 digitalpathology 1 explainable-ai 1 healthcare 1 interpretable-deep-learning 1 malaria-detection 1 neural-network 1 snapshot-ensemble 1 wholeslide-imaging 1 dicomweb 1 fhir 1 hapi-fhir 1 keycloak 1 orthanc 1 medical-image-computing 1 breast-cancer-segmentation 1 histopathology-feature 1 nodejs 1 adversarial-learning 1 survival-analysis 1 deep-neural-networks 1 feature-extraction 1 semi-supervised-learning 1 transformer 1 visiontransformer 1 attention-model 1 hematoxylin-eosin-staining 1 histological-images 1 clustering-methods 1 alignment 1 image 1 re-stained 1 registration 1 finher 1 finprog 1 her2 1 trastuzumab 1 openseadragon-viewer 1 medical-image-processing 1 nuclei-classification 1 histopathology-image-retrieval 1 diagnosis-path 1 diagnostic-region 1 histopathology-image 1 histopathology-recommendation 1