lunit-io / benchmark-ssl-pathologyLinks
Official repository of Benchmarking Self-Supervised Learning on Diverse Pathology Datasets
☆87Updated 2 years ago
Alternatives and similar repositories for benchmark-ssl-pathology
Users that are interested in benchmark-ssl-pathology are comparing it to the libraries listed below
Sorting:
- ZoomMIL is a multiple instance learning (MIL) method that learns to perform multi-level zooming for efficient Whole-Slide Image (WSI) cla…☆66Updated 2 years ago
- Self-Supervised Vision Transformers Learn Visual Concepts in Histopathology (LMRL Workshop, NeurIPS 2021)☆140Updated 3 years ago
- RandStainNA: Simple and efficient augmentations for histology [MICCAI 2022]☆54Updated 2 years ago
- H&E tailored Randaugment: automatic data augmentation policy selection for H&E-stained histopathology.☆54Updated 2 years ago
- Context-Aware Survival Prediction using Patch-based Graph Convolutional Networks - MICCAI 2021☆148Updated last year
- Repository for "Gigapixel Whole-Slide Images Classification using Locally Supervised Learning" (MICCAI 2022)☆28Updated 2 years ago
- Standardized benchmark for computational pathology foundation models.☆83Updated this week
- DAS-MIL: Distilling Across Scales for MILClassification of Histological WSIs☆59Updated 6 months ago
- [MedIA 2024] The implementation of AdvMIL: Adversarial Multiple Instance Learning for the Survival Analysis on Whole-Slide Images☆35Updated last year
- Visual Language Pretrained Multiple Instance Zero-Shot Transfer for Histopathology Images - CVPR 2023☆104Updated 2 years ago
- MADELEINE: multi-stain slide representation learning (ECCV'24)☆57Updated 4 months ago
- Benchmarking toolkit for patch-based histopathology image classification.☆41Updated 2 years ago
- CVPR 2023 Highlight☆88Updated last year
- This is the official repository for our CVPR 2023 paper 'Task-Specific Fine-Tuning via Variational Information Bottleneck for Weakly-Supe…☆85Updated last year
- NuCLS: A scalable crowdsourcing, deep learning approach and dataset for nucleus classification, localization and segmentation☆54Updated 3 years ago
- Implementation of Cluster-to-Conquer: A Framework for End-to-End Multi-Instance Learning for Whole Slide Image Classification approach.☆61Updated 3 years ago
- ☆71Updated 4 years ago
- Official code for "Self-Supervised driven Consistency Training for Annotation Efficient Histopathology Image Analysis" Published in Medic…☆62Updated 3 years ago
- Pretrained model for self supervised histopathology☆116Updated 2 years ago
- [IEEE TMI 2024] Pseudo-Bag Mixup Augmentation for Multiple Instance Learning-Based Whole Slide Image Classification☆61Updated 3 months ago
- ☆35Updated 2 years ago
- Histopathology Image Analysis☆92Updated last year
- This repo provides the pipeline of processing TCGA whole-slide images for downstream pathology analysis.☆70Updated 3 months ago
- ☆27Updated 4 months ago
- Modeling Dense Multimodal Interactions Between Biological Pathways and Histology for Survival Prediction - CVPR 2024☆143Updated 7 months ago
- CoNIC Challenge☆63Updated last year
- StainNet: a fast and robust stain normalization network☆47Updated 3 years ago
- HoVer-Net inference code for simultaneous nuclear segmentation and classification☆67Updated 2 years ago
- Evaluation code for the PanNuke dataset☆28Updated 4 years ago
- Histopathology Slides Preprocessing Pipeline☆38Updated 3 months ago