Attention-based Deep Multiple Instance Learning

13 February 2018

Papers citing "Attention-based Deep Multiple Instance Learning"

50 / 236 papers shown

Title
Using Multiple Instance Learning for Explainable Solar Flare Prediction C. Huwyler M. Melchior 12 3 0 25 Mar 2022
Bayesian Nonparametric Submodular Video Partition for Robust Anomaly Detection Hitesh Sapkota Qi Yu 11 39 0 24 Mar 2022
Interpretable Prediction of Lung Squamous Cell Carcinoma Recurrence With Self-supervised Learning Weicheng Zhu C. Fernandez‐Granda N. Razavian SSL 16 4 0 23 Mar 2022
DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification Hongrun Zhang Y. Meng Yitian Zhao Yihong Qiao Xiaoyun Yang Sarah E Coupland Yalin Zheng 23 272 0 22 Mar 2022
Magnification Prior: A Self-Supervised Method for Learning Representations on Breast Cancer Histopathological Images Prakash Chandra Chhipa Richa Upadhyay G. Pihlgren Rajkumar Saini Seiichi Uchida Marcus Liwicki SSL MedIm 24 19 0 15 Mar 2022
Metastatic Cancer Outcome Prediction with Injective Multiple Instance Pooling Jianan Chen Anne L. Martel 20 2 0 09 Mar 2022
A multi-stream convolutional neural network for classification of progressive MCI in Alzheimer's disease using structural MRI images Mona Ashtari-Majlan Abbas Seifi Mohammad Mahdi Dehshibi 11 46 0 03 Mar 2022
Constrained unsupervised anomaly segmentation Julio Silva-Rodríguez Valery Naranjo Jose Dolz 18 23 0 03 Mar 2022
Learning Transferable Reward for Query Object Localization with Policy Adaptation Tingfeng Li Shaobo Han Martin Renqiang Min Dimitris N. Metaxas 25 1 0 24 Feb 2022
Weakly-supervised learning for image-based classification of primary melanomas into genomic immune subgroups Lucy Godson Navid Alemi Koohbanani J. Nsengimana G. Cook Emily L. Clarke Darren Treanor D. Bishop J. Newton-Bishop A. Gooya 16 1 0 23 Feb 2022
Listen to Interpret: Post-hoc Interpretability for Audio Networks with NMF Jayneel Parekh Sanjeel Parekh Pavlo Mozharovskyi Florence dÁlché-Buc G. Richard 16 22 0 23 Feb 2022
Bag Graph: Multiple Instance Learning using Bayesian Graph Neural Networks Soumyasundar Pal Antonios Valkanas Florence Regol Mark J. Coates SSL 27 16 0 22 Feb 2022
ScoreNet: Learning Non-Uniform Attention and Augmentation for Transformer-Based Histopathological Image Classification Thomas Stegmüller Behzad Bozorgtabar A. Spahr Jean-Philippe Thiran ViT MedIm 21 42 0 15 Feb 2022
Brain Cancer Survival Prediction on Treatment-na ive MRI using Deep Anchor Attention Learning with Vision Transformer Xuan Xu Prateek Prasanna ViT MedIm 19 7 0 03 Feb 2022
Oral cancer detection and interpretation: Deep multiple instance learning versus conventional deep single instance learning N. Koriakina Natavsa Sladoje Vladimir Bavsić Joakim Lindblad 8 4 0 03 Feb 2022
Keyword localisation in untranscribed speech using visually grounded speech models Kayode Olaleye Dan Oneaţă Herman Kamper 19 7 0 02 Feb 2022
On the in vivo recognition of kidney stones using machine learning F. Lopez-Tiro V. Estrade Jacques Hubert Daniel Flores-Araiza M. González-Mendoza Gilberto Ochoa C. Daul 27 28 0 21 Jan 2022
Deciphering antibody affinity maturation with language models and weakly supervised learning Jeffrey A. Ruffolo Jeffrey J. Gray Jeremias Sulam 10 130 0 14 Dec 2021
Robust Weakly Supervised Learning for COVID-19 Recognition Using Multi-Center CT Images Qinghao Ye Yuan Gao Weiping Ding Z. Niu Chengjia Wang ... Minhao Wang E. Fang Wade Menpes-Smith Jun Xia Guang Yang OOD 26 33 0 09 Dec 2021
Towards Explainable End-to-End Prostate Cancer Relapse Prediction from H&E Images Combining Self-Attention Multiple Instance Learning with a Recurrent Neural Network Esther Dietrich Patrick Fuhlert Anne Ernst G. Sauter M. Lennartz H. Stiehl Marina Zimmermann Stefan Bonn 20 4 0 26 Nov 2021
Deep Probability Estimation Sheng Liu Aakash Kaku Weicheng Zhu M. Leibovich S. Mohan ... Haoxiang Huang L. Zanna N. Razavian Jonathan Niles-Weed C. Fernandez‐Granda UQCV OOD 28 14 0 21 Nov 2021
Multi-Vector Models with Textual Guidance for Fine-Grained Scientific Document Similarity Sheshera Mysore Arman Cohan Tom Hope 11 39 0 16 Nov 2021
A Probabilistic Hard Attention Model For Sequentially Observed Scenes Samrudhdhi B. Rangrej James J. Clark 24 12 0 15 Nov 2021
Learning Data Teaching Strategies Via Knowledge Tracing Ghodai M. Abdelrahman Qing Wang 24 12 0 13 Nov 2021
HEROHE Challenge: assessing HER2 status in breast cancer without immunohistochemistry or in situ hybridization Eduardo Conde-Sousa João Vale Ming Feng Kele Xu Yin Wang ... Guilherme Aresta Teresa Araújo Paulo Aguiar C. Eloy A. Polónia 24 28 0 08 Nov 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 12 48 0 01 Nov 2021
Diagnosis of COVID-19 Using Machine Learning and Deep Learning: A review Rubaiyat Hossain Mondal Subrato Bharati Prajoy Podder 19 56 0 28 Oct 2021
Dynamic Review-based Recommenders K. Cvejoski Ramses J. Sanchez Christian Bauckhage C. Ojeda BDL KELM 6 2 0 27 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 27 18 0 02 Oct 2021
Self-supervised learning methods and applications in medical imaging analysis: A survey Saeed Shurrab R. Duwairi OOD 34 175 0 17 Sep 2021
A Pathology Deep Learning System Capable of Triage of Melanoma Specimens Utilizing Dermatopathologist Consensus as Ground Truth Sivaramakrishnan Sankarapandian S. Kohn Vaughn Spurrier S. Grullon R. Soans ... K. Motaparthi Jason B. Lee W. Shon Michael J. Bonham Julianna D. Ianni LM&MA MedIm 15 14 0 15 Sep 2021
Seeking an Optimal Approach for Computer-Aided Pulmonary Embolism Detection N. Islam S. Gehlot Zongwei Zhou Michael B. Gotway Jianming Liang OOD 77 11 0 15 Sep 2021
Self supervised learning improves dMMR/MSI detection from histology slides across multiple cancers C. Saillard Olivier Dehaene Tanguy Marchand O. Moindrot A. Kamoun B. Schmauch S. Jégou 32 39 0 13 Sep 2021
COVID-view: Diagnosis of COVID-19 using Chest CT Shreeraj Jadhav Gaofeng Deng M. Zawin Arie Kaufman 38 18 0 09 Aug 2021
DeepSMILE: Contrastive self-supervised pre-training benefits MSI and HRD classification directly from H&E whole-slide images in colorectal and breast cancer Yoni Schirris E. Gavves I. Nederlof H. Horlings Jonas Teuwen 25 92 0 20 Jul 2021
Multiple Instance Learning with Auxiliary Task Weighting for Multiple Myeloma Classification Talha Qaiser S. Winzeck Theodore Barfoot T. Barwick S. Doran ... N. Tunariu D. Koh C. Messiou A. Rockall Ben Glocker 16 8 0 16 Jul 2021
Case-based Similar Image Retrieval for Weakly Annotated Large Histopathological Images of Malignant Lymphoma Using Deep Metric Learning Noriaki Hashimoto Y. Takagi Hiroki Masuda H. Miyoshi K. Kohno ... Yoshino Kawaguchi Shigeo Nakamura K. Ohshima H. Hontani Ichiro Takeuchi MedIm 24 16 0 08 Jul 2021
A Survey on Graph-Based Deep Learning for Computational Histopathology David Ahmedt-Aristizabal M. Armin Simon Denman Clinton Fookes L. Petersson GNN AI4CE 19 106 0 01 Jul 2021
A Lightweight ReLU-Based Feature Fusion for Aerial Scene Classification Md. Adnan Arefeen Sumaiya Tabassum Nimi M. Y. S. Uddin Zhu Li 19 10 0 15 Jun 2021
HistoTransfer: Understanding Transfer Learning for Histopathology Yash Sharma L. Ehsan Sana Syed Donald E. Brown MedIm 21 21 0 13 Jun 2021
Imperceptible Adversarial Examples for Fake Image Detection Quanyu Liao Yuezun Li Xiaoqiang Guo Bin Kong Yingxin Zhu Jianlei Liu Zhuqing Jiang Qi Song Xi Wu AAML 100 33 0 03 Jun 2021
Robust partial Fourier reconstruction for diffusion-weighted imaging using a recurrent convolutional neural network Fasil Gadjimuradov Thomas Benkert M. Nickel Andreas K. Maier OOD 15 11 0 19 May 2021
Non-I.I.D. Multi-Instance Learning for Predicting Instance and Bag Labels using Variational Auto-Encoder Weijia Zhang 25 12 0 04 May 2021
Weakly supervised deep learning-based intracranial hemorrhage localization Jakub Nemček Tomáš Vičar Roman Jakubicek 21 8 0 03 May 2021
Lung Cancer Diagnosis Using Deep Attention Based on Multiple Instance Learning and Radiomics Junhua Chen H. Zeng Chong Zhang Zhenwei Shi Andre Dekker L. Wee Inigo Bermejo 13 25 0 29 Apr 2021
Dementia Severity Classification under Small Sample Size and Weak Supervision in Thick Slice MRI Reza Shirkavand Sana Ayromlou Soroush Farghadani M. Tahaei Fattane Pourakpour Bahareh Siahlou Z. Khodakarami M. Rohban M. Fatehi Hamid R. Rabiee 28 1 0 18 Mar 2021
HAMIL: Hierarchical Aggregation-Based Multi-Instance Learning for Microscopy Image Classification Yanlun Tu Houchao Lei Wei Long Yang Yang 25 16 0 17 Mar 2021
Multiple Instance Captioning: Learning Representations from Histopathology Textbooks and Articles Jevgenij Gamper Nasir M. Rajpoot 19 60 0 08 Mar 2021
An Interpretable Multiple-Instance Approach for the Detection of referable Diabetic Retinopathy from Fundus Images Alexandros Papadopoulos F. Topouzis A. Delopoulos 27 26 0 02 Mar 2021
Resolution-Based Distillation for Efficient Histology Image Classification Joseph DiPalma A. Suriawinata L. Tafe Lorenzo Torresani Saeed Hassanpour 35 35 0 11 Jan 2021