A comprehensive, application-oriented study of catastrophic forgetting in DNNs

20 May 2019

Papers citing "A comprehensive, application-oriented study of catastrophic forgetting in DNNs"

19 / 19 papers shown

Title
Towards Robust Graph Incremental Learning on Evolving Graphs Junwei Su Difan Zou Zijun Zhang Chuan Wu CLL OOD 45 18 0 20 Feb 2024
Benchmarking Continual Learning from Cognitive Perspectives Xiaoqian Liu Junge Zhang Mingyi Zhang Peipei Yang 23 0 0 06 Dec 2023
Open-environment Machine Learning Zhi-Hua Zhou VLM 37 133 0 01 Jun 2022
Exploring System Performance of Continual Learning for Mobile and Embedded Sensing Applications Young D. Kwon Jagmohan Chauhan Abhishek Kumar Pan Hui Cecilia Mascolo CLL HAI 33 32 0 25 Oct 2021
CLEVA-Compass: A Continual Learning EValuation Assessment Compass to Promote Research Transparency and Comparability Martin Mundt Steven Braun Quentin Delfosse Kristian Kersting 27 35 0 07 Oct 2021
An Investigation of Replay-based Approaches for Continual Learning Benedikt Bagus A. Gepperth CLL 38 33 0 15 Aug 2021
FastICARL: Fast Incremental Classifier and Representation Learning with Efficient Budget Allocation in Audio Sensing Applications Young D. Kwon Jagmohan Chauhan Cecilia Mascolo HAI 27 16 0 14 Jun 2021
Continual Learning in Sensor-based Human Activity Recognition: an Empirical Benchmark Analysis Saurav Jha Martin Schiemer F. Zambonelli Juan Ye 23 48 0 19 Apr 2021
Overcoming Catastrophic Forgetting with Gaussian Mixture Replay Benedikt Pfülb A. Gepperth VLM BDL 32 12 0 19 Apr 2021
RoRD: Rotation-Robust Descriptors and Orthographic Views for Local Feature Matching Udit Singh Parihar Aniket Gujarathi K. Mehta Satyajit Tourani Sourav Garg Michael Milford K. M. Krishna 26 29 0 15 Mar 2021
AbdomenCT-1K: Is Abdominal Organ Segmentation A Solved Problem? Jun Ma Yao Zhang Song Gu Cheng Zhu Cheng Ge ... Shangqing Liu Yunpeng Wang Yuhui Li Jian He Xiaoping Yang SSeg OOD 26 328 0 28 Oct 2020
A Wholistic View of Continual Learning with Deep Neural Networks: Forgotten Lessons and the Bridge to Active and Open World Learning Martin Mundt Yongjun Hong Iuliia Pliushch Visvanathan Ramesh CLL 30 146 0 03 Sep 2020
RATT: Recurrent Attention to Transient Tasks for Continual Image Captioning Riccardo Del Chiaro Bartlomiej Twardowski Andrew D. Bagdanov Joost van de Weijer CLL VLM 30 40 0 13 Jul 2020
Continual Learning with Extended Kronecker-factored Approximate Curvature Janghyeon Lee H. Hong Donggyu Joo Junmo Kim CLL 20 52 0 16 Apr 2020
iTAML: An Incremental Task-Agnostic Meta-learning Approach Jathushan Rajasegaran Salman Khan Munawar Hayat Fahad Shahbaz Khan M. Shah CLL OOD 30 153 0 25 Mar 2020
A Study of Deep Learning for Network Traffic Data Forecasting Benedikt Pfülb Christoph Hardegen A. Gepperth Sebastian Rieger 11 14 0 10 Sep 2019
Continual Learning for Robotics: Definition, Framework, Learning Strategies, Opportunities and Challenges Timothée Lesort Vincenzo Lomonaco Andrei Stoian Davide Maltoni David Filliat Natalia Díaz Rodríguez CLL 24 248 0 29 Jun 2019
Selfless Sequential Learning Rahaf Aljundi Marcus Rohrbach Tinne Tuytelaars CLL 33 114 0 14 Jun 2018
Towards Robust Evaluations of Continual Learning Sebastian Farquhar Y. Gal CLL 28 305 0 24 May 2018