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Additive MIL: Intrinsically Interpretable Multiple Instance Learning for Pathology

3 June 2022

Aaditya (Adi) Prakash

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Papers citing "Additive MIL: Intrinsically Interpretable Multiple Instance Learning for Pathology"

31 / 31 papers shown

Title
Self-Supervision Enhances Instance-based Multiple Instance Learning Methods in Digital Pathology: A Benchmark Study Ali Mammadov Loic Le Folgoc Julien Adam Anne Buronfosse Gilles Hayem Guillaume Hocquet Pietro Gori SSL 81 0 0 02 May 2025
Leveraging Vision-Language Embeddings for Zero-Shot Learning in Histopathology Images M. Rahaman Ewan K. A. Millar Erik H. W. Meijering VLM 115 0 0 13 Mar 2025
Prototype-Based Multiple Instance Learning for Gigapixel Whole Slide Image Classification Susu Sun Dominique van Midden G. Litjens Christian F. Baumgartner 93 0 0 11 Mar 2025
Multimodal Distillation-Driven Ensemble Learning for Long-Tailed Histopathology Whole Slide Images Analysis Xitong Ling Yifeng Ping Jiawen Li Jing Peng Yuxuan Chen ... Yanjie Wang Yonghong He Tian Guan Xiaoping Liu Lianghui Zhu 69 0 0 02 Mar 2025
Explainable Classifier for Malignant Lymphoma Subtyping via Cell Graph and Image Fusion Daiki Nishiyama H. Miyoshi Noriaki Hashimoto K. Ohshima H. Hontani I. Takeuchi Jun Sakuma 72 0 0 02 Mar 2025
xMIL: Insightful Explanations for Multiple Instance Learning in Histopathology Julius Hense M. J. Idaji Oliver Eberle Thomas Schnake Jonas Dippel Laure Ciernik Oliver Buchstab Andreas Mock Frederick Klauschen Klaus-Robert Müller 95 3 0 08 Jan 2025
Label-free Concept Based Multiple Instance Learning for Gigapixel Histopathology Susu Sun Leslie Tessier Frédérique Meeuwsen Clément Grisi Dominique van Midden G. Litjens Christian F. Baumgartner 136 2 0 06 Jan 2025
Ordinal Multiple-instance Learning for Ulcerative Colitis Severity Estimation with Selective Aggregated Transformer Kaito Shiku Kazuya Nishimura D. Suehiro Kiyohito Tanaka Ryoma Bise 111 0 0 22 Nov 2024
Free Lunch in Pathology Foundation Model: Task-specific Model Adaptation with Concept-Guided Feature Enhancement Yanyan Huang Weiqin Zhao Yihang Chen Yu Fu Lequan Yu MedIm 80 4 0 15 Nov 2024
Rethinking Transformer for Long Contextual Histopathology Whole Slide Image Analysis Honglin Li Yunlong Zhang Pingyi Chen Zhongyi Shui Chenglu Zhu Lin Yang MedIm 102 5 0 18 Oct 2024
MergeUp-augmented Semi-Weakly Supervised Learning for WSI Classification Mingxi Ouyang Yuqiu Fu Renao Yan Shanshan Shi Xitong Ling Lianghui Zhu Yonghong He Tian Guan 67 4 0 23 Aug 2024
CARMIL: Context-Aware Regularization on Multiple Instance Learning models for Whole Slide Images Thiziri Nait Saada V. D. Proietto Benoît Schmauch K. V. Loga Lucas Fidon 31 0 0 01 Aug 2024
Task-oriented Embedding Counts: Heuristic Clustering-driven Feature Fine-tuning for Whole Slide Image Classification Xuenian Wang Shanshan Shi Renao Yan Qiehe Sun Lianghui Zhu Tian Guan Yonghong He 78 2 0 02 Jun 2024
Explaining Black-box Model Predictions via Two-level Nested Feature Attributions with Consistency Property Yuya Yoshikawa Masanari Kimura Ryotaro Shimizu Yuki Saito FAtt 139 0 0 23 May 2024
Morphological Prototyping for Unsupervised Slide Representation Learning in Computational Pathology Andrew H. Song Richard J. Chen Tong Ding Drew F. K. Williamson Guillaume Jaume Faisal Mahmood MedIm 109 32 0 19 May 2024
Transcriptomics-guided Slide Representation Learning in Computational Pathology Guillaume Jaume Lukas Oldenburg Anurag J. Vaidya Richard J. Chen Drew F. K. Williamson Thomas Peeters Andrew H. Song Faisal Mahmood 112 30 0 19 May 2024
Detecting Domain Shift in Multiple Instance Learning for Digital Pathology Using Fréchet Domain Distance Milda Pocevičiūtė Gabriel Eilertsen Stina Garvin Claes Lundström 84 6 0 16 May 2024
Learning from Partial Label Proportions for Whole Slide Image Segmentation Shinnosuke Matsuo D. Suehiro Seiichi Uchida Hiroaki Ito Kazuhiro Terada Akihiko Yoshizawa Ryoma Bise 76 3 0 15 May 2024
PLUTO: Pathology-Universal Transformer Dinkar Juyal Harshith Padigela Chintan Shah Daniel Shenker Natalia Harguindeguy ... E. Walk J. Abel Harsha Pokkalla A. Beck S. Grullon MedIm ViT LM&MA 76 13 0 13 May 2024
Finding Regions of Interest in Whole Slide Images Using Multiple Instance Learning Martim Afonso Praphulla M. S. Bhawsar Monjoy Saha Jonas S. Almeida Arlindo L. Oliveira 79 0 0 01 Apr 2024
A self-supervised framework for learning whole slide representations X. Hou Cheng Jiang A. Kondepudi Yiwei Lyu Asadur Chowdury Honglak Lee Todd C. Hollon MedIm 88 6 0 09 Feb 2024
SI-MIL: Taming Deep MIL for Self-Interpretability in Gigapixel Histopathology S. Kapse Pushpak Pati Srijan Das Jingwei Zhang Chao Chen Maria Vakalopoulou Joel H. Saltz Dimitris Samaras Rajarsi R. Gupta Prateek Prasanna 95 12 0 22 Dec 2023
Artificial Intelligence for Digital and Computational Pathology Andrew H. Song Guillaume Jaume Drew F. K. Williamson Ming Y. Lu Anurag J. Vaidya Tiffany R. Miller Faisal Mahmood AI4CE 96 152 0 13 Dec 2023
Shapley Values-enabled Progressive Pseudo Bag Augmentation for Whole Slide Image Classification Renao Yan Qiehe Sun Cheng Jin Yiqing Liu Yonghong He Tian Guan Hao Chen 116 13 0 09 Dec 2023
Inherently Interpretable Time Series Classification via Multiple Instance Learning Joseph Early Gavin K. C. Cheung Kurt Cutajar Hanting Xie Jas Kandola Niall Twomey AI4TS 100 13 0 16 Nov 2023
Enhancing Instance-Level Image Classification with Set-Level Labels Renyu Zhang Aly A. Khan Yuxin Chen Robert L. Grossman 81 0 0 09 Nov 2023
Mixed Models with Multiple Instance Learning Jan P. Engelmann Alessandro Palma Jakub M. Tomczak Fabian J Theis Francesco Paolo Casale 66 2 0 04 Nov 2023
Visual Language Pretrained Multiple Instance Zero-Shot Transfer for Histopathology Images Ming Y. Lu Bowen Chen Andrew Zhang Drew F. K. Williamson Richard J. Chen Tong Ding L. Le Yung-Sung Chuang Faisal Mahmood VLM MedIm 210 102 0 13 Jun 2023
The Rise of AI Language Pathologists: Exploring Two-level Prompt Learning for Few-shot Weakly-supervised Whole Slide Image Classification Linhao Qu X. Luo Kexue Fu Manning Wang Zhijian Song 114 26 0 29 May 2023
Disambiguated Attention Embedding for Multi-Instance Partial-Label Learning Wei Tang Weijia Zhang Min-Ling Zhang 77 11 0 26 May 2023
SC-MIL: Supervised Contrastive Multiple Instance Learning for Imbalanced Classification in Pathology Dinkar Juyal S. Shingi Syed Ashar Javed Harshith Padigela Chintan Shah Anand Sampat Archit Khosla J. Abel A. Taylor-Weiner 67 6 0 23 Mar 2023