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Search results for deep learning histopathology

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20 search results found

Data-efficient and weakly supervised computational pathology on whole slide images - Nature Biomedical Engineering

Hierarchical Image Pyramid Transformer - CVPR 2022 (Oral)

Tools for computational pathology

Tiatoolbox ⭐ 277

Computational Pathology Toolbox developed by TIA Centre, University of Warwick.

Dsmil Wsi ⭐ 224

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

Slideflow ⭐ 193

Deep learning library for digital pathology, with both Tensorflow and PyTorch support.

AI-based pathology predicts origins for cancers of unknown primary - Nature

Fast and scalable search of whole-slide images via self-supervised deep learning - Nature Biomedical Engineering

Pathology Whole Slide Data ⭐ 69

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

Self Supervised Vit Path ⭐ 50

Self-Supervised Vision Transformers Learn Visual Concepts in Histopathology (LMRL Workshop, NeurIPS 2021)

Pathology Gan ⭐ 47

Corresponding code of 'Quiros A.C., Murray-Smith R., Yuan K. Pathology GAN: Learning deep representations of cancer tissue. Proceedings of The 3rd International Conference on Medical Imaging with Deep Learning (MIDL) 2020'

Pathology He Auto Augment ⭐ 37

H&E tailored Randaugment: automatic data augmentation policy selection for H&E-stained histopathology.

Ssl_cr_histo ⭐ 32

Official code for "Self-Supervised driven Consistency Training for Annotation Efficient Histopathology Image Analysis" Published in Medical Image Analysis (MedIA) Journal, Oct, 2021.

Digitalhistopath ⭐ 23

Champkit ⭐ 21

Benchmarking toolkit for patch-based histopathology image classification.

Implementation of Cluster-to-Conquer: A Framework for End-to-End Multi-Instance Learning for Whole Slide Image Classification approach.

Graph V Net ⭐ 9

A Hierarchical Graph V-Net with Semi-supervised Pre-training for Breast Cancer Histology Image Classification" (IEEE TMI)

Demo_wsi_superres ⭐ 8

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

Dmtnet Crch ⭐ 6

Official Implementation of our paper "Supervision meets Self-Supervision: A Deep Multitask Network for Colorectal Cancer Histopathological Analysis" [Best Paper Award at MISP 2022]

Breast Epithelium Segmentation ⭐ 5

🌸 Breast epithelium segmentation through IHC-guided supervision

Fp Dsa Plugin ⭐ 5

Digital Slide Archive plugin to enable FAST deployment of pretrained CNNs for digital pathology

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