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Continual Learning in Medical Image Analysis: A Comprehensive Review of Recent Advancements and Future Prospects

28 December 2023

Papers citing "Continual Learning in Medical Image Analysis: A Comprehensive Review of Recent Advancements and Future Prospects"

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Title
Replay to Remember (R2R): An Efficient Uncertainty-driven Unsupervised Continual Learning Framework Using Generative Replay Sriram Mandalika Harsha Vardhan Athira Nambiar VLM 190 0 0 07 May 2025
Fairness Evolution in Continual Learning for Medical Imaging Marina Ceccon Davide Dalle Pezze Alessandro Fabris Gian Antonio Susto OOD 112 1 0 10 Apr 2024
Multi-Label Continual Learning for the Medical Domain: A Novel Benchmark Marina Ceccon Davide Dalle Pezze Alessandro Fabris Gian Antonio Susto CLL 67 2 0 10 Apr 2024
CEL: A Continual Learning Model for Disease Outbreak Prediction by Leveraging Domain Adaptation via Elastic Weight Consolidation Saba Aslam Abdur Rasool Hongyan Wu Xiaoli Li 50 5 0 17 Jan 2024
Continual Self-supervised Learning: Towards Universal Multi-modal Medical Data Representation Learning Yiwen Ye Yutong Xie Jianpeng Zhang Ziyang Chen Qi Wu Yong-quan Xia CLL 60 18 0 29 Nov 2023
Foundational Models in Medical Imaging: A Comprehensive Survey and Future Vision Bobby Azad Reza Azad Sania Eskandari Afshin Bozorgpour Amirhossein Kazerouni I. Rekik Dorit Merhof VLM MedIm 136 67 0 28 Oct 2023
ConSlide: Asynchronous Hierarchical Interaction Transformer with Breakup-Reorganize Rehearsal for Continual Whole Slide Image Analysis Yanyan Huang Weiqin Zhao Shujun Wang Yu Fu Yuming Jiang Lequan Yu CLL 100 18 0 25 Aug 2023
DOCTOR: A Multi-Disease Detection Continual Learning Framework Based on Wearable Medical Sensors Chia-Hao Li N. Jha 67 7 0 09 May 2023
Continual Segment: Towards a Single, Unified and Accessible Continual Segmentation Model of 143 Whole-body Organs in CT Scans Zhanghexuan Ji Dazhou Guo Puyang Wang Ke Yan Le Lu ... Qifeng Wang J. Ge Mingchen Gao X. Ye D. Jin OOD 49 20 0 01 Feb 2023
Private and Reliable Neural Network Inference Nikola Jovanović Marc Fischer Samuel Steffen Martin Vechev 58 15 0 27 Oct 2022
Continuous Diagnosis and Prognosis by Controlling the Update Process of Deep Neural Networks Chenxi Sun Hongyan Li Moxian Song D. Cai B. Zhang linda Qiao 64 9 0 06 Oct 2022
TotalSegmentator: robust segmentation of 104 anatomical structures in CT images Jakob Wasserthal H. Breit Manfred T. Meyer M. Pradella Daniel Hinck ... Daniel Boll Joshy Cyriac Shan Yang M. Bach Martin Segeroth OOD 69 757 0 11 Aug 2022
Continual Hippocampus Segmentation with Transformers Amin Ranem Camila González Anirban Mukhopadhyay MedIm CLL 58 16 0 17 Apr 2022
Learning Incrementally to Segment Multiple Organs in a CT Image Peng Liu Xia Wang Mengsi Fan Hongli Pan Minmin Yin ... Xiaoying Zhao Li Xiao Liangjing Ding Xingwang Wu S. Kevin Zhou CLL 60 22 0 04 Mar 2022
Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI Images Ali Hatamizadeh V. Nath Yucheng Tang Dong Yang H. Roth Daguang Xu ViT MedIm 123 1,133 0 04 Jan 2022
CLEVA-Compass: A Continual Learning EValuation Assessment Compass to Promote Research Transparency and Comparability Martin Mundt Steven Braun Quentin Delfosse Kristian Kersting 73 36 0 07 Oct 2021
Recent Advances of Continual Learning in Computer Vision: An Overview Haoxuan Qu Hossein Rahmani Li Xu Bryan M. Williams Jun Liu VLM CLL 112 77 0 23 Sep 2021
Unsupervised Continual Learning in Streaming Environments Andri Ashfahani Mahardhika Pratama 41 21 0 20 Sep 2021
Continual Neural Mapping: Learning An Implicit Scene Representation from Sequential Observations Zike Yan Yuxin Tian Xuesong Shi Ping Guo Peng Wang H. Zha CLL 60 47 0 12 Aug 2021
Adversarial Continual Learning for Multi-Domain Hippocampal Segmentation Marius Memmel Camila González Anirban Mukhopadhyay CLL OOD MedIm 54 18 0 19 Jul 2021
The Medical Segmentation Decathlon Michela Antonelli Annika Reinke Spyridon Bakas Keyvan Farahani AnnetteKopp-Schneider ... Zhanwei Xu Yefeng Zheng Amber L. Simpson Lena Maier-Hein M. Jorge Cardoso OOD 112 987 0 10 Jun 2021
Continual Active Learning for Efficient Adaptation of Machine Learning Models to Changing Image Acquisition Matthias Perkonigg J. Hofmanninger Georg Langs MedIm OOD 60 16 0 07 Jun 2021
TransMIL: Transformer based Correlated Multiple Instance Learning for Whole Slide Image Classification Zhucheng Shao Hao Bian Yang Chen Yifeng Wang Jian Zhang Xiangyang Ji Yongbing Zhang ViT MedIm 98 676 0 02 Jun 2021
Efficient Feature Transformations for Discriminative and Generative Continual Learning Vinay Kumar Verma Kevin J. Liang Nikhil Mehta Piyush Rai Lawrence Carin CLL 101 78 0 25 Mar 2021
Gradient Projection Memory for Continual Learning Gobinda Saha Isha Garg Kaushik Roy VLM CLL 78 290 0 17 Mar 2021
Domain Generalization: A Survey Kaiyang Zhou Ziwei Liu Yu Qiao Tao Xiang Chen Change Loy OOD AI4CE 248 1,019 0 03 Mar 2021
Deep Deterministic Uncertainty: A Simple Baseline Jishnu Mukhoti Andreas Kirsch Joost R. van Amersfoort Philip Torr Y. Gal UD UQCV PER BDL 96 155 0 23 Feb 2021
Domain Adaptation for Medical Image Analysis: A Survey Hao Guan Mingxia Liu OOD 131 559 0 18 Feb 2021
Online Continual Learning in Image Classification: An Empirical Survey Zheda Mai Ruiwen Li Jihwan Jeong David Quispe Hyunwoo J. Kim Scott Sanner VLM CLL 94 418 0 25 Jan 2021
PLOP: Learning without Forgetting for Continual Semantic Segmentation Arthur Douillard Yifu Chen Arnaud Dapogny Matthieu Cord CLL 51 242 0 23 Nov 2020
What is Wrong with Continual Learning in Medical Image Segmentation? Camila González Nick Lemke G. Sakas Anirban Mukhopadhyay CLL 51 31 0 21 Oct 2020
Adversarial Attacks to Machine Learning-Based Smart Healthcare Systems Akm Iqtidar Newaz Nur Imtiazul Haque A. Sikder M. Rahman A. S. Uluagac AAML 82 72 0 07 Oct 2020
Continual Prototype Evolution: Learning Online from Non-Stationary Data Streams Matthias De Lange Tinne Tuytelaars CLL 53 206 0 02 Sep 2020
Single Image Super-Resolution via a Holistic Attention Network Ben Niu Weilei Wen Wenqi Ren Xiangde Zhang Lianping Yang Shuzhen Wang Kaihao Zhang Xiaochun Cao Haifeng Shen SupR 65 630 0 20 Aug 2020
A review of deep learning in medical imaging: Imaging traits, technology trends, case studies with progress highlights, and future promises S. Kevin Zhou H. Greenspan Christos Davatzikos James S. Duncan Bram van Ginneken A. Madabhushi Jerry L. Prince Daniel Rueckert Ronald M. Summers 171 641 0 02 Aug 2020
CovidDeep: SARS-CoV-2/COVID-19 Test Based on Wearable Medical Sensors and Efficient Neural Networks Shayan Hassantabar Novati Stefano Vishweshwar Ghanakota A. Ferrari G. Nicola R. Bruno I. Marino Kenza Hamidouche N. Jha 59 73 0 20 Jul 2020
Dynamic memory to alleviate catastrophic forgetting in continuous learning settings J. Hofmanninger Matthias Perkonigg J. Brink Oleg S. Pianykh Christian Herold Georg Langs OOD MedIm 51 28 0 06 Jul 2020
CheXpert++: Approximating the CheXpert labeler for Speed,Differentiability, and Probabilistic Output Matthew B. A. McDermott T. Hsu W. Weng Marzyeh Ghassemi U. Toronto 72 32 0 26 Jun 2020
Implicit Neural Representations with Periodic Activation Functions Vincent Sitzmann Julien N. P. Martel Alexander W. Bergman David B. Lindell Gordon Wetzstein AI4TS 165 2,571 0 17 Jun 2020
Learning under Concept Drift: A Review Jie Lu Anjin Liu Fan Dong Feng Gu João Gama Guangquan Zhang AI4TS 65 1,290 0 13 Apr 2020
Sequential Learning for Domain Generalization Da Li Yongxin Yang Yi-Zhe Song Timothy M. Hospedales OOD 58 33 0 03 Apr 2020
TorchIO: A Python library for efficient loading, preprocessing, augmentation and patch-based sampling of medical images in deep learning Fernando Pérez-García Rachel Sparks Sébastien Ourselin MedIm LM&MA 232 435 0 09 Mar 2020
Endoscopy disease detection challenge 2020 Sharib Ali N. Ghatwary B. Braden Dominique Lamarque A. Bailey S. Realdon R. Cannizzaro J. Rittscher Christian Daul J. East 117 28 0 07 Mar 2020
CHAOS Challenge -- Combined (CT-MR) Healthy Abdominal Organ Segmentation A. Emre Kavur N. Gezer M. Baris Sinem Aslan Pierre-Henri Conze ... Klaus H. Maier-Hein G. Akar Gözde B. Ünal O. Dicle M. Alper Selver 90 626 0 17 Jan 2020
Continual Learning for Domain Adaptation in Chest X-ray Classification Matthias Lenga H. Schulz A. Saalbach OOD 61 61 0 16 Jan 2020
REFUGE Challenge: A Unified Framework for Evaluating Automated Methods for Glaucoma Assessment from Fundus Photographs J. Orlando Huazhu Fu J. Barbosa-Breda K. V. Keer Deepti R. Bathula ... Fei Li Xiulan Zhang Yanwu Xu Xiulan Zhang Hrvoje Bogunović 131 618 0 08 Oct 2019
BCN20000: Dermoscopic Lesions in the Wild Marc Combalia Noel Codella V. Rotemberg Brian Helba Verónica Vilaplana ... Cristina Carrera Alicia Barreiro Allan Halpern S. Puig J. Malvehy 66 446 0 06 Aug 2019
Evaluation of Retinal Image Quality Assessment Networks in Different Color-spaces Huazhu Fu Boyang Wang Jianbing Shen Shanshan Cui Yanwu Xu Jiang-Dong Liu Ling Shao 46 172 0 10 Jul 2019
Three scenarios for continual learning Gido M. van de Ven A. Tolias CLL 99 895 0 15 Apr 2019
Class-incremental Learning via Deep Model Consolidation Junting Zhang Jie Zhang Shalini Ghosh Dawei Li Serafettin Tasci Larry Heck Heming Zhang C.-C. Jay Kuo CLL 67 339 0 19 Mar 2019