Copertina

MeCaMIL: Causality-Aware Multiple Instance Learning for Fair and Interpretable Whole Slide Image Diagnosis

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Song, Yiran, Zhang, Yikai, Zhou, Shuang, Xiong, Guojun, Yang, Xiaofeng, Wang, Nian, Ma, Fenglong, Zhang, Rui, Lin, Mingquan
Natura:	Preprint
Pubblicazione:	2025
Soggetti:	Computer Vision and Pattern Recognition
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

ReaMIL: Reasoning- and Evidence-Aware Multiple Instance Learning for Whole-Slide Histopathology
di: Jung, Hyun Do, et al.
Pubblicazione: (2026)

MamMIL: Multiple Instance Learning for Whole Slide Images with State Space Models
di: Fang, Zijie, et al.
Pubblicazione: (2024)

SAC-MIL: Spatial-Aware Correlated Multiple Instance Learning for Histopathology Whole Slide Image Classification
di: Bai, Yu, et al.
Pubblicazione: (2025)

Two-Stage Decoupling Framework for Variable-Length Glaucoma Prognosis
di: Song, Yiran, et al.
Pubblicazione: (2025)

RetMIL: Retentive Multiple Instance Learning for Histopathological Whole Slide Image Classification
di: Chu, Hongbo, et al.
Pubblicazione: (2024)

SemaMIL: Semantic-Aware Multiple Instance Learning with Retrieval-Guided State Space Modeling for Whole Slide Images
di: Gan, Lubin, et al.
Pubblicazione: (2025)

GCE-MIL: Faithful and Recoverable Evidence for Multiple Instance Learning in Whole-Slide Imaging
di: Li, Xiangyu, et al.
Pubblicazione: (2026)

SC-MIL: Sparsely Coded Multiple Instance Learning for Whole Slide Image Classification
di: Qiu, Peijie, et al.
Pubblicazione: (2023)

SAM-MIL: A Spatial Contextual Aware Multiple Instance Learning Approach for Whole Slide Image Classification
di: Fang, Heng, et al.
Pubblicazione: (2024)

WSD-MIL: Window Scale Decay Multiple Instance Learning for Whole Slide Image Classification
di: Feng, Le, et al.
Pubblicazione: (2025)

DGR-MIL: Exploring Diverse Global Representation in Multiple Instance Learning for Whole Slide Image Classification
di: Zhu, Wenhui, et al.
Pubblicazione: (2024)

MsaMIL-Net: An End-to-End Multi-Scale Aware Multiple Instance Learning Network for Efficient Whole Slide Image Classification
di: Wen, Jiangping, et al.
Pubblicazione: (2025)

PSA-MIL: A Probabilistic Spatial Attention-Based Multiple Instance Learning for Whole Slide Image Classification
di: Peled, Sharon, et al.
Pubblicazione: (2025)

ViLa-MIL: Dual-scale Vision-Language Multiple Instance Learning for Whole Slide Image Classification
di: Shi, Jiangbo, et al.
Pubblicazione: (2025)

C$^2$MIL: Synchronizing Semantic and Topological Causalities in Multiple Instance Learning for Robust and Interpretable Survival Analysis
di: Cen, Min, et al.
Pubblicazione: (2025)

MicroMIL: Graph-Based Multiple Instance Learning for Context-Aware Diagnosis with Microscopic Images
di: Kim, Jongwoo, et al.
Pubblicazione: (2024)

Spatial Blindness in Whole-Slide Multiple Instance Learning
di: Li, Xiangyu, et al.
Pubblicazione: (2026)

Attention-Challenging Multiple Instance Learning for Whole Slide Image Classification
di: Zhang, Yunlong, et al.
Pubblicazione: (2023)

DeltaMIL: Gated Memory Integration for Efficient and Discriminative Whole Slide Image Analysis
di: Zhu, Yueting, et al.
Pubblicazione: (2025)

CARMIL: Context-Aware Regularization on Multiple Instance Learning models for Whole Slide Images
di: Saada, Thiziri Nait, et al.
Pubblicazione: (2024)

SimMIL: A Universal Weakly Supervised Pre-Training Framework for Multi-Instance Learning in Whole Slide Pathology Images
di: Song, Yicheng, et al.
Pubblicazione: (2025)

Fourier Transform Multiple Instance Learning for Whole Slide Image Classification
di: Bilic, Anthony, et al.
Pubblicazione: (2025)

Rethinking Attention-Based Multiple Instance Learning for Whole-Slide Pathological Image Classification: An Instance Attribute Viewpoint
di: Cai, Linghan, et al.
Pubblicazione: (2024)

MiCo: Multiple Instance Learning with Context-Aware Clustering for Whole Slide Image Analysis
di: Li, Junjian, et al.
Pubblicazione: (2025)

CAMIL: Context-Aware Multiple Instance Learning for Cancer Detection and Subtyping in Whole Slide Images
di: Fourkioti, Olga, et al.
Pubblicazione: (2023)

Multiple Instance Learning for Glioma Diagnosis using Hematoxylin and Eosin Whole Slide Images: An Indian Cohort Study
di: Chauhan, Ekansh, et al.
Pubblicazione: (2024)

Interpretable Differential Diagnosis with Dual-Inference Large Language Models
di: Zhou, Shuang, et al.
Pubblicazione: (2024)

Contrastive Cross-Bag Augmentation for Multiple Instance Learning-based Whole Slide Image Classification
di: Zhang, Bo, et al.
Pubblicazione: (2025)

Advancing Multiple Instance Learning with Continual Learning for Whole Slide Imaging
di: Li, Xianrui, et al.
Pubblicazione: (2025)

ASMIL: Attention-Stabilized Multiple Instance Learning for Whole Slide Imaging
di: Ye, Linfeng, et al.
Pubblicazione: (2026)

Multiple Instance Learning with random sampling for Whole Slide Image Classification
di: Keshvarikhojasteh, H., et al.
Pubblicazione: (2024)

Rethinking Multiple Instance Learning for Whole Slide Image Classification: A Good Instance Classifier is All You Need
di: Qu, Linhao, et al.
Pubblicazione: (2023)

Pseudo-Bag Mixup Augmentation for Multiple Instance Learning-Based Whole Slide Image Classification
di: Liu, Pei, et al.
Pubblicazione: (2023)

Cracking Instance Jigsaw Puzzles: An Alternative to Multiple Instance Learning for Whole Slide Image Analysis
di: Chen, Xiwen, et al.
Pubblicazione: (2025)

AEM: Attention Entropy Maximization for Multiple Instance Learning based Whole Slide Image Classification
di: Zhang, Yunlong, et al.
Pubblicazione: (2024)

Finding Regions of Interest in Whole Slide Images Using Multiple Instance Learning
di: Afonso, Martim, et al.
Pubblicazione: (2024)

Prototype-Based Multiple Instance Learning for Gigapixel Whole Slide Image Classification
di: Sun, Susu, et al.
Pubblicazione: (2025)

MoEMambaMIL: Structure-Aware Selective State Space Modeling for Whole-Slide Image Analysis
di: Xie, Dongqing, et al.
Pubblicazione: (2026)

MambaMIL+: Modeling Long-Term Contextual Patterns for Gigapixel Whole Slide Image
di: Zeng, Qian, et al.
Pubblicazione: (2025)

ReconMIL: Synergizing Latent Space Reconstruction with Bi-Stream Mamba for Whole Slide Image Analysis
di: Gan, Lubin, et al.
Pubblicazione: (2026)