MIL概览

ABMIL (ICML 2018)

Attention-based Deep Multiple Instance Learning

TransMIL (NeurIPS 2021)

TransMIL: Transformer based Correlated Multiple Instance Learning for Whole Slide Image Classification

DS-MIL (CVPR 2021)

Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning

CLAM (NAT BIOMED ENG 2021)

Data Efficient and Weakly Supervised Computational Pathology on Whole Slide Images

DTFD (CVPR 2022)

DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification

ADD-MIL (NeurIPS 2022)

Additive MIL: Intrinsically Interpretable Multiple Instance Learning for Pathology

ILRA-MIL (ICLR 2023)

Exploring Low-rank Property in MIL for Whole Slide Image classification

WIKG (CVPR 2024)

Dynamic Graph Representation with Knowledge-aware Attention for WSI Analysis

RRT (CVPR 2024)

Feature Re-Embedding: Towards Foundation Model-Level Performance in Computational Pathology

ViLa-MIL (CVPR 2024)

ViLa-MIL: Dual-scale Vision-Language Multiple Instance Learning for Whole Slide Image Classification

AMD-MIL (MM 2024)

Agent Aggregator with Mask Denoise Mechanism for Histopathology WSI Analysis

FR-MIL (TMI 2024)

Distribution Re-calibration based MIL with Transformer for WSI Classification

Long-MIL (NeurIPS 2024)

Scaling Long Contextual MIL for Histopathology WSI Analysis

DGR-MIL (ECCV 2024)

Exploring Diverse Global Representation in MIL for WSI Classification

CDP-MIL (ECCV 2024)

cDP-MIL: Robust Multiple Instance Learning via Cascaded Dirichlet Process

DGR-MIL (ECCV 2024)

DGR-MIL: Exploring Diverse Global Representation in Multiple Instance Learning for Whole Slide Image Classification

CA-MIL (ICLR 2024)

Context-Aware Multiple Instance Learning for WSI Classification

AC-MIL (ECCV 2024)

Attention-Challenging Multiple Instance Learning for WSI Classification

CS-MIL (MIA 2024)

Cross-scale Multi-instance Learning for Pathological Image Diagnosis