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Awesome Multi-Instance Learning for Whole Slide Images

Title Venue Paper Repo TL;DR
Attention-based Deep Multiple Instance Learning ICML 2018 arXiv GitHub The ABMIL
Data-efficient and weakly supervised computational pathology on whole slide images Nat. Biomed. Eng. 2020 arXiv GitHub The benchmark of preprocessing WSIs
TransMIL: Transformer based Correlated Multiple Instance Learning for Whole Slide Image Classification NeurIPS 2021 arXiv GitHub The first Transformer-based MIL for WSI classification
DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification CVPR 2022 arXiv GitHub Pseudo bags
Diagnose Like a Pathologist: Transformer-Enabled Hierarchical Attention-Guided Multiple Instance Learning for Whole Slide Image Classification IJCAI 2023 arXiv GitHub Pyramidal modeling
Interventional Bag Multi-Instance Learning On Whole-Slide Pathological Images CVPR 2023 arXiv GitHub MIL with casual inference for WSI classification
AdvMIL: Adversarial multiple instance learning for the survival analysis on whole-slide images MedIA 2023 arXiv GitHub adversarial MIL
Feature Re-Embedding: Towards Foundation Model-Level Performance in Computational Pathology CVPR 2024 arXiv GitHub Online learnable transformation of features before MIL
MambaMIL: Enhancing Long Sequence Modeling with Sequence Reordering in Computational Pathology MICCAI 2024 arXiv GitHub The first Mamba-based MIL for WSI classification
Rethinking Multiple Instance Learning for Whole Slide Image Classification: A Bag-Level Classifier is a Good Instance-Level Teacher TMI 2024 arXiv GitHub Decouple the patch-level embeddings and bag-level predictions