Awesome Multi-Instance Learning for Whole Slide Images

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