LifeLonger: A Benchmark for Continual Disease Classification

12 April 2022

Mohammad Mahdi Derakhshani

Ivona Najdenkoska

Tom van Sonsbeek

Xiantong Zhen

Dwarikanath Mahapatra

M. Worring

Cees G. M. Snoek

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Papers citing "LifeLonger: A Benchmark for Continual Disease Classification"

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Title
Attention-based Generative Latent Replay: A Continual Learning Approach for WSI Analysis Pratibha Kumari Daniel Reisenbuchler Afshin Bozorgpour N. Schaadt Friedrich Feuerhake Dorit Merhof CLL MedIm 14 0 0 13 May 2025
Pathological Prior-Guided Multiple Instance Learning For Mitigating Catastrophic Forgetting in Breast Cancer Whole Slide Image Classification Weixi Zheng Aoling Huang. Jingping Yuan Jingping Yuan Haoyu Zhao Zhou Zhao Yongchao Xu Thierry Géraud CLL 46 0 0 08 Mar 2025
NCAdapt: Dynamic adaptation with domain-specific Neural Cellular Automata for continual hippocampus segmentation Amin Ranem John Kalkhof Anirban Mukhopadhyay 23 0 0 30 Oct 2024
Queryable Prototype Multiple Instance Learning with Vision-Language Models for Incremental Whole Slide Image Classification Jiaxiang Gou Luping Ji Pei Liu Mao Ye VLM 30 0 0 14 Oct 2024
From Uncertainty to Clarity: Uncertainty-Guided Class-Incremental Learning for Limited Biomedical Samples via Semantic Expansion Yifei Yao Hanrong Zhang 39 1 0 12 Sep 2024
Continual Domain Incremental Learning for Privacy-aware Digital Pathology Pratibha Kumari Daniel Reisenbuchler Lucas Luttner N. Schaadt Friedrich Feuerhake Dorit Merhof OOD 24 4 0 10 Sep 2024
FedMedICL: Towards Holistic Evaluation of Distribution Shifts in Federated Medical Imaging Kumail Alhamoud Yasir Ghunaim Motasem Alfarra Thomas Hartvigsen Philip H. S. Torr Bernard Ghanem Adel Bibi Marzyeh Ghassemi OOD 28 2 0 11 Jul 2024
Characterizing Continual Learning Scenarios and Strategies for Audio Analysis Ruchi Bhatt Pratibha Kumari Dwarikanath Mahapatra Abdulmotaleb El Saddik Mukesh Saini CLL 30 2 0 29 Jun 2024
Image Distillation for Safe Data Sharing in Histopathology Zhe Li Bernhard Kainz DD OOD MedIm 32 5 0 19 Jun 2024
CCSI: Continual Class-Specific Impression for Data-free Class Incremental Learning Sana Ayromlou Teresa S. M. Tsang Purang Abolmaesumi Xiaoxiao Li CLL 23 2 0 09 Jun 2024
Confidence-Based Task Prediction in Continual Disease Classification Using Probability Distribution Tanvi Verma Lukas Schwemer Mingrui Tan Fei Gao Yong Liu Huazhu Fu OOD 22 1 0 03 Jun 2024
Fairness Evolution in Continual Learning for Medical Imaging Marina Ceccon Davide Dalle Pezze Alessandro Fabris Gian Antonio Susto OOD 27 1 0 10 Apr 2024
Continual Learning in Medical Image Analysis: A Comprehensive Review of Recent Advancements and Future Prospects Pratibha Kumari Joohi Chauhan Afshin Bozorgpour Boqiang Huang Reza Azad Dorit Merhof 50 10 0 28 Dec 2023
Data efficient deep learning for medical image analysis: A survey Suruchi Kumari Pravendra Singh 32 12 0 10 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 12 16 0 25 Aug 2023
A Continual Learning Approach for Cross-Domain White Blood Cell Classification Ario Sadafi Raheleh Salehi A. Gruber Sayedali Shetab Boushehri Pascal Giehr Nassir Navab Carsten Marr VLM CLL 6 4 0 24 Aug 2023
L3DMC: Lifelong Learning using Distillation via Mixed-Curvature Space Kaushik Roy Peyman Moghadam Mehrtash Harandi 22 6 0 31 Jul 2023
Revisiting Distillation for Continual Learning on Visual Question Localized-Answering in Robotic Surgery Long Bai Mobarakol Islam Hongliang Ren 19 18 0 22 Jul 2023
Few-shot Class-incremental Learning for Cross-domain Disease Classification Han Yang Weijian Huang Jiarun Liu Cheng Li Shanshan Wang CLL 16 4 0 12 Apr 2023
Does Continual Learning Equally Forget All Parameters? Haiyan Zhao Tianyi Zhou Guodong Long Jing Jiang Chengqi Zhang CLL KELM 14 13 0 09 Apr 2023
Kernel Continual Learning Mohammad Mahdi Derakhshani Xiantong Zhen Ling Shao Cees G. M. Snoek CLL BDL VLM 70 38 0 12 Jul 2021
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 278 10,544 0 19 Feb 2017