Less-forgetting Learning in Deep Neural Networks

1 July 2016

Papers citing "Less-forgetting Learning in Deep Neural Networks"

43 / 43 papers shown

Title
Autoencoder-Based Hybrid Replay for Class-Incremental Learning M. Nori Il Kim Guanghui Wang CLL 50 0 0 09 May 2025
Continual Learning With Quasi-Newton Methods Steven Vander Eeckt Hugo Van hamme CLL BDL 69 0 0 25 Mar 2025
Differentiable Prompt Learning for Vision Language Models Zhenhan Huang Tejaswini Pedapati Pin-Yu Chen Jianxi Gao VLM 28 0 0 03 Jan 2025
One VLM to Keep it Learning: Generation and Balancing for Data-free Continual Visual Question Answering Deepayan Das Davide Talon Massimiliano Mancini Yiming Wang Elisa Ricci 39 0 0 04 Nov 2024
Background Adaptation with Residual Modeling for Exemplar-Free Class-Incremental Semantic Segmentation Anqi Zhang Guangyu Gao CLL VLM 35 4 0 13 Jul 2024
Brain-Inspired Continual Learning-Robust Feature Distillation and Re-Consolidation for Class Incremental Learning Hikmat Khan N. Bouaynaya Ghulam Rasool CLL 38 1 0 22 Apr 2024
Adaptive Discovering and Merging for Incremental Novel Class Discovery Guangyao Chen Peixi Peng Yangru Huang Mengyue Geng Yonghong Tian CLL MoMe 29 9 0 06 Mar 2024
HOP to the Next Tasks and Domains for Continual Learning in NLP Umberto Michieli Mete Ozay VLM 33 2 0 28 Feb 2024
A Unified Approach to Domain Incremental Learning with Memory: Theory and Algorithm Haizhou Shi Hao Wang CLL 32 18 0 18 Oct 2023
CoinSeg: Contrast Inter- and Intra- Class Representations for Incremental Segmentation Zekang Zhang Guangyu Gao Jianbo Jiao C. Liu Yunchao Wei 48 21 0 10 Oct 2023
Long-Tailed Continual Learning For Visual Food Recognition Jiangpeng He Luotao Lin Jack Ma H. Eicher-Miller F. Zhu Fengqing M Zhu 59 14 0 01 Jul 2023
Confidence Attention and Generalization Enhanced Distillation for Continuous Video Domain Adaptation Xiyu Wang Yuecong Xu Jianfei Yang Xiaoli Li Zhenghua Chen TTA 26 0 0 18 Mar 2023
Achieving a Better Stability-Plasticity Trade-off via Auxiliary Networks in Continual Learning Sang-Ho Kim Lorenzo Noci Antonio Orvieto Thomas Hofmann CLL 22 34 0 16 Mar 2023
Artificial Neuronal Ensembles with Learned Context Dependent Gating M. Tilley Michelle Miller David J. Freedman 24 3 0 17 Jan 2023
CL-CrossVQA: A Continual Learning Benchmark for Cross-Domain Visual Question Answering Yao Zhang Haokun Chen A. Frikha Yezi Yang Denis Krompass Gengyuan Zhang Jindong Gu Volker Tresp VLM LRM 16 7 0 19 Nov 2022
Mining Unseen Classes via Regional Objectness: A Simple Baseline for Incremental Segmentation Zekang Zhang Guangyu Gao Zhiyuan Fang Jianbo Jiao Yunchao Wei CLL 20 31 0 13 Nov 2022
Cold Start Streaming Learning for Deep Networks Cameron R. Wolfe Anastasios Kyrillidis CLL 15 2 0 09 Nov 2022
A Theoretical Study on Solving Continual Learning Gyuhak Kim Changnan Xiao Tatsuya Konishi Zixuan Ke Bin Liu CLL 19 70 0 04 Nov 2022
Task-Free Continual Learning via Online Discrepancy Distance Learning Fei Ye A. Bors CLL 19 28 0 12 Oct 2022
Multi-domain Learning for Updating Face Anti-spoofing Models Xiao Guo Yaojie Liu Anil Jain Xiaoming Liu CLL CVBM 16 30 0 23 Aug 2022
ACIL: Analytic Class-Incremental Learning with Absolute Memorization and Privacy Protection Huiping Zhuang Zhenyu Weng Hongxin Wei Renchunzi Xie Kar-Ann Toh Zhiping Lin CLL 28 35 0 30 May 2022
Contrastive Supervised Distillation for Continual Representation Learning Tommaso Barletti Niccoló Biondi F. Pernici Matteo Bruni A. Bimbo CLL 21 7 0 11 May 2022
CFA: Constraint-based Finetuning Approach for Generalized Few-Shot Object Detection Karim Guirguis Ahmed Hendawy George Eskandar Mohamed Abdelsamad Matthias Kayser Jürgen Beyerer 19 15 0 11 Apr 2022
Meta-attention for ViT-backed Continual Learning Mengqi Xue Haofei Zhang Jie Song Mingli Song CLL 22 41 0 22 Mar 2022
Enabling Deep Learning on Edge Devices through Filter Pruning and Knowledge Transfer Kaiqi Zhao Yitao Chen Ming Zhao 25 3 0 22 Jan 2022
An Incremental Learning Approach to Automatically Recognize Pulmonary Diseases from the Multi-vendor Chest Radiographs Mehreen Sirshar Taimur Hassan M. Akram S. Khan 27 33 0 07 Jan 2022
HCV: Hierarchy-Consistency Verification for Incremental Implicitly-Refined Classification Kai Wang Xialei Liu Luis Herranz Joost van de Weijer CLL 16 4 0 21 Oct 2021
S-Extension Patch: A simple and efficient way to extend an object detection model Dishant Parikh ObjD VLM 25 0 0 06 Oct 2021
Dynamic Language Models for Continuously Evolving Content Spurthi Amba Hombaiah Tao Chen Mingyang Zhang Michael Bendersky Marc Najork CLL KELM 23 37 0 11 Jun 2021
Lifelong Learning with Sketched Structural Regularization Haoran Li A. Krishnan Jingfeng Wu Soheil Kolouri Praveen K. Pilly Vladimir Braverman CLL 22 17 0 17 Apr 2021
Efficient Feature Transformations for Discriminative and Generative Continual Learning Vinay K. Verma Kevin J Liang Nikhil Mehta Piyush Rai Lawrence Carin CLL 30 76 0 25 Mar 2021
Collaborative Method for Incremental Learning on Classification and Generation Byungju Kim Jaeyoung Lee Kyungsu Kim Sungjin Kim Junmo Kim CLL 11 1 0 29 Oct 2020
Batch-level Experience Replay with Review for Continual Learning Zheda Mai Hyunwoo J. Kim Jihwan Jeong Scott Sanner VLM CLL 8 15 0 11 Jul 2020
Class-Incremental Learning for Semantic Segmentation Re-Using Neither Old Data Nor Old Labels Marvin Klingner Andreas Bär Philipp Donn Tim Fingscheidt CLL 17 45 0 12 May 2020
Incremental Learning In Online Scenario Jiangpeng He Runyu Mao Zeman Shao F. Zhu CLL 13 147 0 30 Mar 2020
Uncertainty-guided Continual Learning with Bayesian Neural Networks Sayna Ebrahimi Mohamed Elhoseiny Trevor Darrell Marcus Rohrbach CLL BDL 16 195 0 06 Jun 2019
Large Scale Incremental Learning Yue Wu Yinpeng Chen Lijuan Wang Yuancheng Ye Zicheng Liu Yandong Guo Y. Fu CLL 11 1,230 0 30 May 2019
DynMat, a network that can learn after learning J. H. Lee OffRL 9 5 0 16 Jun 2018
Towards Robust Evaluations of Continual Learning Sebastian Farquhar Y. Gal CLL 22 304 0 24 May 2018
Incremental Classifier Learning with Generative Adversarial Networks Yue Wu Yinpeng Chen Lijuan Wang Yuancheng Ye Zicheng Liu Yandong Guo Zhengyou Zhang Y. Fu GAN 18 107 0 02 Feb 2018
Overcoming catastrophic forgetting with hard attention to the task Joan Serra Dídac Surís M. Miron Alexandros Karatzoglou CLL 29 1,048 0 04 Jan 2018
Learning without Forgetting Zhizhong Li Derek Hoiem CLL OOD SSL 45 4,299 0 29 Jun 2016
Improving neural networks by preventing co-adaptation of feature detectors Geoffrey E. Hinton Nitish Srivastava A. Krizhevsky Ilya Sutskever Ruslan Salakhutdinov VLM 266 7,634 0 03 Jul 2012