Revisiting Multiple Instance Neural Networks

8 October 2016

Papers citing "Revisiting Multiple Instance Neural Networks"

50 / 139 papers shown

Title
SimMIL: A Universal Weakly Supervised Pre-Training Framework for Multi-Instance Learning in Whole Slide Pathology Images Yicheng Song Tiancheng Lin Die Peng Su Yang Yi Xu MedIm 31 0 0 10 May 2025
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 45 0 0 02 May 2025
How Effective Can Dropout Be in Multiple Instance Learning ? Wenhui Zhu Peijie Qiu Xiwen Chen Zhangsihao Yang Aristeidis Sotiras Abolfazl Razi Yanjie Wang 37 0 0 21 Apr 2025
Unmasking the Unknown: Facial Deepfake Detection in the Open-Set Paradigm Nadarasar Bahavan Sanjay Saha Ken Chen Sachith Seneviratne Sanka Rasnayaka Saman K. Halgamuge 62 0 0 11 Mar 2025
Multi-Instance Partial-Label Learning with Margin Adjustment Wei Tang Yin-Fang Yang Zhaofei Wang Feiyu Xiong Hao Fei 73 0 0 22 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 71 0 0 22 Nov 2024
Agent Aggregator with Mask Denoise Mechanism for Histopathology Whole Slide Image Analysis Xitong Ling Minxi Ouyang Yizhi Wang Xinrui Chen Renao Yan ... Junru Cheng Tian Guan Sufang Tian Xiaoping Liu Yonghong He 33 5 0 18 Sep 2024
Exploiting Conjugate Label Information for Multi-Instance Partial-Label Learning Wei Tang Weijia Zhang Min-Ling Zhang 24 3 0 26 Aug 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 39 3 0 23 Aug 2024
SAM-MIL: A Spatial Contextual Aware Multiple Instance Learning Approach for Whole Slide Image Classification Heng Fang Shengyue Huang Wenhao Tang Luwen Huangfu Bo Liu VLM 28 1 0 25 Jul 2024
FALFormer: Feature-aware Landmarks self-attention for Whole-slide Image Classification Doanh C. Bui T. Vuong Jin Tae Kwak MedIm 31 1 0 10 Jul 2024
Multiple Instance Verification Xin Xu Eibe Frank G. Holmes 31 0 0 09 Jul 2024
DGR-MIL: Exploring Diverse Global Representation in Multiple Instance Learning for Whole Slide Image Classification Wenhui Zhu Xiwen Chen Peijie Qiu Aristeidis Sotiras Abolfazl Razi Yalin Wang 40 5 0 04 Jul 2024
Enhancing Multimodal Large Language Models with Multi-instance Visual Prompt Generator for Visual Representation Enrichment Wenliang Zhong Wenyi Wu Qi Li Rob Barton Boxin Du Shioulin Sam Karim Bouyarmane Ismail B. Tutar Junzhou Huang 33 3 0 05 Jun 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 21 3 0 15 May 2024
TimeMIL: Advancing Multivariate Time Series Classification via a Time-aware Multiple Instance Learning Xiwen Chen Peijie Qiu Wenhui Zhu Huayu Li Hao Wang Aristeidis Sotiras Yalin Wang Abolfazl Razi AI4TS 37 7 0 06 May 2024
Modeling Multi-Granularity Context Information Flow for Pavement Crack Detection Junbiao Pang Baocheng Xiong Jiaqi Wu 32 0 0 19 Apr 2024
Integrative Graph-Transformer Framework for Histopathology Whole Slide Image Representation and Classification Zhan Shi Jingwei Zhang Jun Kong Fusheng Wang MedIm 42 3 0 26 Mar 2024
Counting Network for Learning from Majority Label Kaito Shiku Shinnosuke Matsuo D. Suehiro Ryoma Bise 33 0 0 20 Mar 2024
Learn Suspected Anomalies from Event Prompts for Video Anomaly Detection Chenchen Tao Chong Wang Yuexian Zou Xiaohao Peng Xiaogang Xu Jiangbo Qian 40 2 0 02 Mar 2024
Generalizable Whole Slide Image Classification with Fine-Grained Visual-Semantic Interaction Hao Li Ying Chen Yifei Chen Wenxian Yang Bowen Ding Yuchen Han Liansheng Wang Rongshan Yu 36 15 0 29 Feb 2024
Cross-Level Multi-Instance Distillation for Self-Supervised Fine-Grained Visual Categorization Qi Bi Wei Ji Jingjun Yi Haolan Zhan Gui-Song Xia 30 0 0 16 Jan 2024
MIVC: Multiple Instance Visual Component for Visual-Language Models Wenyi Wu Qi Li Leon Wenliang Zhong Junzhou Huang 33 3 0 28 Dec 2023
A Unified Approach to Count-Based Weakly-Supervised Learning Vinay Shukla Zhe Zeng Kareem Ahmed Mathias Niepert SSL 55 6 0 22 Nov 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 33 11 0 16 Nov 2023
SC-MIL: Sparsely Coded Multiple Instance Learning for Whole Slide Image Classification Peijie Qiu Pan Xiao Wenhui Zhu Yalin Wang Aristeidis Sotiras 51 4 0 31 Oct 2023
Reproducibility in Multiple Instance Learning: A Case For Algorithmic Unit Tests Edward Raff James Holt 27 3 0 27 Oct 2023
Data efficient deep learning for medical image analysis: A survey Suruchi Kumari Pravendra Singh 40 12 0 10 Oct 2023
Cross-attention-based saliency inference for predicting cancer metastasis on whole slide images Ziyu Su Mostafa Rezapour Usama Sajjad Shuo Niu M. Gürcan M. Niazi 34 5 0 18 Sep 2023
PDL: Regularizing Multiple Instance Learning with Progressive Dropout Layers Wenjie Zhu Peijie Qiu Xiwen Chen Oana Dumitrascu Yalin Wang 30 7 0 19 Aug 2023
LaFiCMIL: Rethinking Large File Classification from the Perspective of Correlated Multiple Instance Learning Tiezhu Sun Weiguo Pian N. Daoudi Kevin Allix Tegawende F. Bissyande Jacques Klein 31 1 0 30 Jul 2023
A Noisy-Label-Learning Formulation for Immune Repertoire Classification and Disease-Associated Immune Receptor Sequence Identification Mingcai Chen Yu Zhao Zhonghuang Wang Bing He Jianhua Yao 24 2 0 29 Jul 2023
Multiple Instance Learning Framework with Masked Hard Instance Mining for Whole Slide Image Classification Wenhao Tang Sheng Huang Xiaoxian Zhang Fengtao Zhou Yi Zhang Bo Liu 34 40 0 28 Jul 2023
The Whole Pathological Slide Classification via Weakly Supervised Learning Qiehe Sun Jiawen Li Jin Xu Junru Cheng Tian Guan Yonghong He 37 0 0 12 Jul 2023
Rethinking Multiple Instance Learning for Whole Slide Image Classification: A Good Instance Classifier is All You Need Linhao Qu Yingfan Ma Xiao-Zhuo Luo Manning Wang Zhijian Song VLM 29 19 0 05 Jul 2023
ProMIL: Probabilistic Multiple Instance Learning for Medical Imaging Lukasz Struski Dawid Rymarczyk Arkadiusz Lewicki R. Sabiniewicz Jacek Tabor Bartosz Zieliñski 24 5 0 18 Jun 2023
Explainable and Position-Aware Learning in Digital Pathology Milan Aryal Nasim Yahyasoltani MedIm 24 0 0 14 Jun 2023
Multi-level Multiple Instance Learning with Transformer for Whole Slide Image Classification Rui-qi Zhang Qiaozheng Zhang Yingzhuang Liu Hao Xin Yong Liu Xinggang Wang ViT MedIm 31 8 0 08 Jun 2023
Context-Aware Self-Supervised Learning of Whole Slide Images Milan Aryal Nasim Yahya Soltani 24 5 0 07 Jun 2023
Disambiguated Attention Embedding for Multi-Instance Partial-Label Learning Wei Tang Weijia Zhang Min-Ling Zhang 32 9 0 26 May 2023
Detecting Heart Disease from Multi-View Ultrasound Images via Supervised Attention Multiple Instance Learning Zhe Huang B. Wessler M. C. Hughes 27 3 0 25 May 2023
Deep Multiple Instance Learning with Distance-Aware Self-Attention Georg Wolflein Lucie Charlotte Magister Pietro Lio David J. Harrison Ognjen Arandjelovic 27 2 0 17 May 2023
Cascaded Cross-Attention Networks for Data-Efficient Whole-Slide Image Classification Using Transformers Firas Khader Jakob Nikolas Kather T. Han S. Nebelung Christiane Kuhl Johannes Stegmaier Daniel Truhn MedIm ViT 13 1 0 11 May 2023
CAMIL: Context-Aware Multiple Instance Learning for Cancer Detection and Subtyping in Whole Slide Images Olga Fourkioti Matt De Vries Chris Bakal 38 4 0 09 May 2023
Unsupervised Mutual Transformer Learning for Multi-Gigapixel Whole Slide Image Classification S. Javed Arif Mahmood Talha Qaiser J. Bingler Markus Leippold ViT MedIm 35 6 0 03 May 2023
Data-driven Knowledge Fusion for Deep Multi-instance Learning Yu-Xuan Zhang Zhengchun Zhou Xingxing He A. R. Adhikary Bapi Dutta 33 1 0 24 Apr 2023
ProtoDiv: Prototype-guided Division of Consistent Pseudo-bags for Whole-slide Image Classification Rui Yang Pei Liu Luping Ji VLM DiffM 29 9 0 13 Apr 2023
Domain Adaptive Multiple Instance Learning for Instance-level Prediction of Pathological Images Shusuke Takahama Y. Kurose Yusuke Mukuta Hiroyuki Abe Akihiko Yoshizawa T. Ushiku M. Fukayama M. Kitagawa Masaru Kitsuregawa Tatsuya Harada 31 1 0 07 Apr 2023
Transformer-based Multi-Instance Learning for Weakly Supervised Object Detection Zhaofei Wang Weijia Zhang Min-Ling Zhang ViT WSOD 21 3 0 27 Mar 2023
Interventional Bag Multi-Instance Learning On Whole-Slide Pathological Images Tiancheng Lin Zhimiao Yu Hongyu Hu Yi Xu Changyi Chen 57 80 0 13 Mar 2023