SAC-MIL: Spatial-Aware Correlated Multiple Instance Learning for Histopathology Whole Slide Image Classification
Fuente:
arXiv
Saved in:
| Main Authors: | Bai, Yu, Yu, Zitong, Tian, Haowen, Wang, Xijing, Yan, Shuo, Wang, Lin, Li, Honglin, Ling, Xitong, Zhang, Bo, Zhang, Zheng, Wang, Wufan, Gao, Hui, Gong, Xiangyang, Wang, Wendong |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Contrastive Cross-Bag Augmentation for Multiple Instance Learning-based Whole Slide Image Classification
by: Zhang, Bo, et al.
Published: (2025)
by: Zhang, Bo, et al.
Published: (2025)
MamMIL: Multiple Instance Learning for Whole Slide Images with State Space Models
by: Fang, Zijie, et al.
Published: (2024)
by: Fang, Zijie, et al.
Published: (2024)
RetMIL: Retentive Multiple Instance Learning for Histopathological Whole Slide Image Classification
by: Chu, Hongbo, et al.
Published: (2024)
by: Chu, Hongbo, et al.
Published: (2024)
SC-MIL: Sparsely Coded Multiple Instance Learning for Whole Slide Image Classification
by: Qiu, Peijie, et al.
Published: (2023)
by: Qiu, Peijie, et al.
Published: (2023)
ReaMIL: Reasoning- and Evidence-Aware Multiple Instance Learning for Whole-Slide Histopathology
by: Jung, Hyun Do, et al.
Published: (2026)
by: Jung, Hyun Do, et al.
Published: (2026)
DGR-MIL: Exploring Diverse Global Representation in Multiple Instance Learning for Whole Slide Image Classification
by: Zhu, Wenhui, et al.
Published: (2024)
by: Zhu, Wenhui, et al.
Published: (2024)
Attention-Challenging Multiple Instance Learning for Whole Slide Image Classification
by: Zhang, Yunlong, et al.
Published: (2023)
by: Zhang, Yunlong, et al.
Published: (2023)
PSA-MIL: A Probabilistic Spatial Attention-Based Multiple Instance Learning for Whole Slide Image Classification
by: Peled, Sharon, et al.
Published: (2025)
by: Peled, Sharon, et al.
Published: (2025)
SAM-MIL: A Spatial Contextual Aware Multiple Instance Learning Approach for Whole Slide Image Classification
by: Fang, Heng, et al.
Published: (2024)
by: Fang, Heng, et al.
Published: (2024)
ViLa-MIL: Dual-scale Vision-Language Multiple Instance Learning for Whole Slide Image Classification
by: Shi, Jiangbo, et al.
Published: (2025)
by: Shi, Jiangbo, et al.
Published: (2025)
WSD-MIL: Window Scale Decay Multiple Instance Learning for Whole Slide Image Classification
by: Feng, Le, et al.
Published: (2025)
by: Feng, Le, et al.
Published: (2025)
MeCaMIL: Causality-Aware Multiple Instance Learning for Fair and Interpretable Whole Slide Image Diagnosis
by: Song, Yiran, et al.
Published: (2025)
by: Song, Yiran, et al.
Published: (2025)
AEM: Attention Entropy Maximization for Multiple Instance Learning based Whole Slide Image Classification
by: Zhang, Yunlong, et al.
Published: (2024)
by: Zhang, Yunlong, et al.
Published: (2024)
SemaMIL: Semantic-Aware Multiple Instance Learning with Retrieval-Guided State Space Modeling for Whole Slide Images
by: Gan, Lubin, et al.
Published: (2025)
by: Gan, Lubin, et al.
Published: (2025)
GCE-MIL: Faithful and Recoverable Evidence for Multiple Instance Learning in Whole-Slide Imaging
by: Li, Xiangyu, et al.
Published: (2026)
by: Li, Xiangyu, et al.
Published: (2026)
Fourier Transform Multiple Instance Learning for Whole Slide Image Classification
by: Bilic, Anthony, et al.
Published: (2025)
by: Bilic, Anthony, et al.
Published: (2025)
Spatial Blindness in Whole-Slide Multiple Instance Learning
by: Li, Xiangyu, et al.
Published: (2026)
by: Li, Xiangyu, et al.
Published: (2026)
Integrative Graph-Transformer Framework for Histopathology Whole Slide Image Representation and Classification
by: Shi, Zhan, et al.
Published: (2024)
by: Shi, Zhan, et al.
Published: (2024)
Nexus-INR: Diverse Knowledge-guided Arbitrary-Scale Multimodal Medical Image Super-Resolution
by: Zhang, Bo, et al.
Published: (2025)
by: Zhang, Bo, et al.
Published: (2025)
Agent Aggregator with Mask Denoise Mechanism for Histopathology Whole Slide Image Analysis
by: Ling, Xitong, et al.
Published: (2024)
by: Ling, Xitong, et al.
Published: (2024)
Cracking Instance Jigsaw Puzzles: An Alternative to Multiple Instance Learning for Whole Slide Image Analysis
by: Chen, Xiwen, et al.
Published: (2025)
by: Chen, Xiwen, et al.
Published: (2025)
xMIL: Insightful Explanations for Multiple Instance Learning in Histopathology
by: Hense, Julius, et al.
Published: (2024)
by: Hense, Julius, et al.
Published: (2024)
Continual Multiple Instance Learning with Enhanced Localization for Histopathological Whole Slide Image Analysis
by: Lee, Byung Hyun, et al.
Published: (2025)
by: Lee, Byung Hyun, et al.
Published: (2025)
Rethinking Transformer for Long Contextual Histopathology Whole Slide Image Analysis
by: Li, Honglin, et al.
Published: (2024)
by: Li, Honglin, et al.
Published: (2024)
Detecting Breast Carcinoma Metastasis on Whole-Slide Images by Partially Subsampled Multiple Instance Learning
by: Yu, Baichen, et al.
Published: (2026)
by: Yu, Baichen, et al.
Published: (2026)
Rethinking Multiple Instance Learning for Whole Slide Image Classification: A Good Instance Classifier is All You Need
by: Qu, Linhao, et al.
Published: (2023)
by: Qu, Linhao, et al.
Published: (2023)
Advances in Multiple Instance Learning for Whole Slide Image Analysis: Techniques, Challenges, and Future Directions
by: Wang, Jun, et al.
Published: (2024)
by: Wang, Jun, et al.
Published: (2024)
MsaMIL-Net: An End-to-End Multi-Scale Aware Multiple Instance Learning Network for Efficient Whole Slide Image Classification
by: Wen, Jiangping, et al.
Published: (2025)
by: Wen, Jiangping, et al.
Published: (2025)
Multimodal Distillation-Driven Ensemble Learning for Long-Tailed Histopathology Whole Slide Images Analysis
by: Ling, Xitong, et al.
Published: (2025)
by: Ling, Xitong, et al.
Published: (2025)
Deformable Attention Graph Representation Learning for Histopathology Whole Slide Image Analysis
by: Fu, Mingxi, et al.
Published: (2025)
by: Fu, Mingxi, et al.
Published: (2025)
Rethinking Attention-Based Multiple Instance Learning for Whole-Slide Pathological Image Classification: An Instance Attribute Viewpoint
by: Cai, Linghan, et al.
Published: (2024)
by: Cai, Linghan, et al.
Published: (2024)
WsiCaption: Multiple Instance Generation of Pathology Reports for Gigapixel Whole-Slide Images
by: Chen, Pingyi, et al.
Published: (2023)
by: Chen, Pingyi, et al.
Published: (2023)
MambaMIL+: Modeling Long-Term Contextual Patterns for Gigapixel Whole Slide Image
by: Zeng, Qian, et al.
Published: (2025)
by: Zeng, Qian, et al.
Published: (2025)
Multiple Instance Learning with random sampling for Whole Slide Image Classification
by: Keshvarikhojasteh, H., et al.
Published: (2024)
by: Keshvarikhojasteh, H., et al.
Published: (2024)
HookMIL: Revisiting Context Modeling in Multiple Instance Learning for Computational Pathology
by: Ling, Xitong, et al.
Published: (2025)
by: Ling, Xitong, et al.
Published: (2025)
DeltaMIL: Gated Memory Integration for Efficient and Discriminative Whole Slide Image Analysis
by: Zhu, Yueting, et al.
Published: (2025)
by: Zhu, Yueting, et al.
Published: (2025)
Pseudo-Bag Mixup Augmentation for Multiple Instance Learning-Based Whole Slide Image Classification
by: Liu, Pei, et al.
Published: (2023)
by: Liu, Pei, et al.
Published: (2023)
From Correlation to Causation: Max-Pooling-Based Multi-Instance Learning Leads to More Robust Whole Slide Image Classification
by: Liu, Xin, et al.
Published: (2024)
by: Liu, Xin, et al.
Published: (2024)
Prototype-Based Multiple Instance Learning for Gigapixel Whole Slide Image Classification
by: Sun, Susu, et al.
Published: (2025)
by: Sun, Susu, et al.
Published: (2025)
Slide-based Graph Collaborative Training for Histopathology Whole Slide Image Analysis
by: Shi, Jun, et al.
Published: (2024)
by: Shi, Jun, et al.
Published: (2024)
Similar Items
-
Contrastive Cross-Bag Augmentation for Multiple Instance Learning-based Whole Slide Image Classification
by: Zhang, Bo, et al.
Published: (2025) -
MamMIL: Multiple Instance Learning for Whole Slide Images with State Space Models
by: Fang, Zijie, et al.
Published: (2024) -
RetMIL: Retentive Multiple Instance Learning for Histopathological Whole Slide Image Classification
by: Chu, Hongbo, et al.
Published: (2024) -
SC-MIL: Sparsely Coded Multiple Instance Learning for Whole Slide Image Classification
by: Qiu, Peijie, et al.
Published: (2023) -
ReaMIL: Reasoning- and Evidence-Aware Multiple Instance Learning for Whole-Slide Histopathology
by: Jung, Hyun Do, et al.
Published: (2026)