Multiple Instance Learning: A Survey of Problem Characteristics and Applications

11 December 2016

Papers citing "Multiple Instance Learning: A Survey of Problem Characteristics and Applications"

50 / 65 papers shown

Title
Predicting Diabetic Macular Edema Treatment Responses Using OCT: Dataset and Methods of APTOS Competition Weiyi Zhang Peranut Chotcomwongse Yinwen Li Pusheng Xu Ruijie Yao ... Shujun Wang Yalin Zheng M. He Danli Shi Paisan Ruamviboonsuk 26 0 0 09 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
"No negatives needed": weakly-supervised regression for interpretable tumor detection in whole-slide histopathology images Marina DÁmato J. A. van der Laak F. Ciompi 48 0 0 28 Feb 2025
Learning county from pixels: Corn yield prediction with attention-weighted multiple instance learning Xiaoyu Wang Yuchi Ma Qunying Huang Zhengwei Yang Zhou Zhang 96 1 0 17 Feb 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
CUE-Net: Violence Detection Video Analytics with Spatial Cropping, Enhanced UniformerV2 and Modified Efficient Additive Attention Damith Chamalke Senadeera Xiaoyun Yang Dimitrios Kollias Gregory G. Slabaugh 32 0 0 27 Apr 2024
Automated HER2 Scoring in Breast Cancer Images Using Deep Learning and Pyramid Sampling Şahan Yoruç Selçuk Xilin Yang Bijie Bai Yijie Zhang Yuzhu Li ... Goren Kolodney Karine Atlan Tal Keidar Haran N. Pillar Aydogan Ozcan 19 7 0 01 Apr 2024
A Unified Approach to Count-Based Weakly-Supervised Learning Vinay Shukla Zhe Zeng Kareem Ahmed Mathias Niepert SSL 55 6 0 22 Nov 2023
Smooth Attention for Deep Multiple Instance Learning: Application to CT Intracranial Hemorrhage Detection Yunan Wu Francisco M. Castro-Macías Pablo Morales-Álvarez Rafael Molina Aggelos K. Katsaggelos 35 2 0 18 Jul 2023
Set Learning for Accurate and Calibrated Models Lukas Muttenthaler Robert A. Vandermeulen Qiuyi Zhang Thomas Unterthiner Klaus-Robert Muller 34 2 0 05 Jul 2023
A Universal Unbiased Method for Classification from Aggregate Observations Zixi Wei Lei Feng Bo Han Tongliang Liu Gang Niu Xiaofeng Zhu H. Shen 31 2 0 20 Jun 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
Channel-Spatial-Based Few-Shot Bird Sound Event Detection Lingwen Liu Yuxuan Feng Haitao Fu Yajie Yang Xin Pan Chenlei Jin 23 0 0 18 Jun 2023
Provable Multi-instance Deep AUC Maximization with Stochastic Pooling Dixian Zhu Bokun Wang Zhi Chen Yaxing Wang Milan Sonka Xiaodong Wu Tianbao Yang 24 3 0 14 May 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
Weakly Supervised Anomaly Detection: A Survey Minqi Jiang Chaochuan Hou Ao Zheng Xiyang Hu Songqiao Han Hailiang Huang Xiangnan He Philip S. Yu Yue Zhao 33 30 0 09 Feb 2023
Weakly Supervised Image Segmentation Beyond Tight Bounding Box Annotations Juan Wang Bin Xia 37 5 0 28 Jan 2023
Multi-Instance Partial-Label Learning: Towards Exploiting Dual Inexact Supervision Wei Tang Weijia Zhang Min-Ling Zhang 19 12 0 18 Dec 2022
Using Multiple Instance Learning to Build Multimodal Representations Peiqi Wang W. Wells Seth Berkowitz Steven Horng Polina Golland SSL 24 6 0 11 Dec 2022
Scene-to-Patch Earth Observation: Multiple Instance Learning for Land Cover Classification Joseph Early Y.-J. C. Deweese C. Evers Sarvapali Ramchurn 21 1 0 15 Nov 2022
A patch-based architecture for multi-label classification from single label annotations Warren Jouanneau Aurélie Bugeau Marc Palyart Nicolas Papadakis Laurent Vézard 28 0 0 14 Sep 2022
Multiple Instance Neuroimage Transformer Ayush Singla Qingyu Zhao Daniel K. Do Yuyin Zhou K. Pohl Ehsan Adeli ViT MedIm 24 11 0 19 Aug 2022
Trusted Multi-Scale Classification Framework for Whole Slide Image Ming Feng Kele Xu Na Wu Weiquan Huang Yan Bai Changjian Wang Huaimin Wang 42 5 0 12 Jul 2022
Route to Time and Time to Route: Travel Time Estimation from Sparse Trajectories Zhiwen Zhang Hongjun Wang Z. Fan Jiyuan Chen Xuan Song Ryosuke Shibasaki 38 1 0 21 Jun 2022
Beyond Grounding: Extracting Fine-Grained Event Hierarchies Across Modalities Hammad A. Ayyubi Christopher Thomas Lovish Chum R. Lokesh Long Chen ... Xudong Lin Xuande Feng Jaywon Koo Sounak Ray Shih-Fu Chang AI4TS 31 0 0 14 Jun 2022
DSCA: A Dual-Stream Network with Cross-Attention on Whole-Slide Image Pyramids for Cancer Prognosis Pei Liu Bo Fu Feng Ye Rui Yang Bin Xu Luping Ji 13 24 0 12 Jun 2022
A robust and lightweight deep attention multiple instance learning algorithm for predicting genetic alterations Bangwei Guo Xingyu Li Miao Yang Hong Zhang Xuesong Xu MedIm 11 8 0 31 May 2022
Using Multiple Instance Learning for Explainable Solar Flare Prediction C. Huwyler M. Melchior 19 3 0 25 Mar 2022
Metastatic Cancer Outcome Prediction with Injective Multiple Instance Pooling Jianan Chen Anne L. Martel 30 2 0 09 Mar 2022
Multi-view and Multi-modal Event Detection Utilizing Transformer-based Multi-sensor fusion Masahiro Yasuda Yasunori Ohishi Shoichiro Saito N. Harada 38 13 0 18 Feb 2022
Multi-Attention Multiple Instance Learning A. Konstantinov Lev V. Utkin 28 13 0 11 Dec 2021
Accounting for Dependencies in Deep Learning Based Multiple Instance Learning for Whole Slide Imaging Andriy Myronenko Ziyue Xu Dong Yang H. Roth Daguang Xu 17 49 0 01 Nov 2021
Correlation-based Discovery of Disease Patterns for Syndromic Surveillance Michael Rapp Moritz Kulessa E. Mencía Johannes Furnkranz 9 3 0 18 Oct 2021
Weakly Supervised Attention-based Models Using Activation Maps for Citrus Mite and Insect Pest Classification Edson Bollis H. Maia Hélio Pedrini Sandra Avila 37 18 0 02 Oct 2021
Deep Learning-based Action Detection in Untrimmed Videos: A Survey Elahe Vahdani Yingli Tian 52 60 0 30 Sep 2021
Seeking an Optimal Approach for Computer-Aided Pulmonary Embolism Detection N. Islam S. Gehlot Zongwei Zhou Michael B. Gotway Jianming Liang OOD 88 11 0 15 Sep 2021
Few-shot Visual Relationship Co-localization Revant Teotia Vaibhav Mishra Mayank Maheshwari Anand Mishra 20 1 0 26 Aug 2021
A QuadTree Image Representation for Computational Pathology R. Jewsbury A. Bhalerao Nasir M. Rajpoot 25 9 0 24 Aug 2021
MRI-based Alzheimer's disease prediction via distilling the knowledge in multi-modal data Hao Guan Chaoyue Wang Dacheng Tao 18 30 0 08 Apr 2021
Training image classifiers using Semi-Weak Label Data Anxiang Zhang Ankit Parag Shah Bhiksha Raj 23 2 0 19 Mar 2021
HAMIL: Hierarchical Aggregation-Based Multi-Instance Learning for Microscopy Image Classification Yanlun Tu Houchao Lei Wei Long Yang Yang 33 16 0 17 Mar 2021
Inductive Relation Prediction by BERT H. Zha Zhiyu Zoey Chen Xifeng Yan 29 54 0 12 Mar 2021
Multi-Class Multiple Instance Learning for Predicting Precursors to Aviation Safety Events Marc-Henri Bleu-Laine Tejas G. Puranik D. Mavris B. Matthews 14 4 0 10 Mar 2021
Weakly Supervised Learning for Facial Behavior Analysis : A Review G. Praveen Member Ieee Eric Granger Member Ieee Patrick Cardinal CVBM 37 6 0 25 Jan 2021
From Weakly Supervised Learning to Biquality Learning: an Introduction Pierre Nodet V. Lemaire A. Bondu Antoine Cornuéjols A. Ouorou 19 21 0 16 Dec 2020
A Visual Mining Approach to Improved Multiple-Instance Learning Sonia Castelo M. Ponti R. Minghim 11 2 0 14 Dec 2020
A Multi-resolution Model for Histopathology Image Classification and Localization with Multiple Instance Learning Jiayun Li Wenyuan Li Anthony Sisk Huihui Ye W. D. Wallace W. Speier C. Arnold 24 107 0 05 Nov 2020
Importance Reweighting for Biquality Learning Pierre Nodet V. Lemaire A. Bondu Antoine Cornuéjols NoLa 27 6 0 19 Oct 2020
Multiple instance learning on deep features for weakly supervised object detection with extreme domain shifts Nicolas Gonthier Saïd Ladjal Y. Gousseau WSOD 29 28 0 03 Aug 2020