Less-forgetting Learning in Deep Neural Networks

1 July 2016

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

50 / 140 papers shown

Title
Autoencoder-Based Hybrid Replay for Class-Incremental Learning Milad Khademi Nori Il-Min Kim Guanghui Wang CLL 55 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
EFC++: Elastic Feature Consolidation with Prototype Re-balancing for Cold Start Exemplar-free Incremental Learning Simone Magistri Tomaso Trinci Albin Soutif--Cormerais Joost van de Weijer Andrew D. Bagdanov 47 0 0 13 Mar 2025
A margin-based replacement for cross-entropy loss Michael W. Spratling Heiko H. Schütt 75 0 0 21 Jan 2025
A Contrastive Symmetric Forward-Forward Algorithm (SFFA) for Continual Learning Tasks Erik B. Terres-Escudero Javier Del Ser Pablo García Bringas AAML CLL 53 0 0 10 Jan 2025
Differentiable Prompt Learning for Vision Language Models Zhenhan Huang Tejaswini Pedapati Pin-Yu Chen Jianxi Gao VLM 30 0 0 03 Jan 2025
Modality-Incremental Learning with Disjoint Relevance Mapping Networks for Image-based Semantic Segmentation Niharika Hegde Shishir Muralidhara René Schuster Didier Stricker CLL 91 1 0 26 Nov 2024
Revised Regularization for Efficient Continual Learning through Correlation-Based Parameter Update in Bayesian Neural Networks Sanchar Palit Biplab Banerjee S. Chaudhuri CLL 83 0 0 21 Nov 2024
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 55 0 0 04 Nov 2024
Continual Human Pose Estimation for Incremental Integration of Keypoints and Pose Variations Muhammad Saif Ullah Khan Muhammad Ahmed Ullah Khan Muhammad Zeshan Afzal Didier Stricker CLL 35 1 0 30 Sep 2024
Analytic Class Incremental Learning for Sound Source Localization with Privacy Protection Xinyuan Qian Xianghu Yue Jun Wang Huiping Zhuang Haizhou Li 29 1 0 11 Sep 2024
Background Adaptation with Residual Modeling for Exemplar-Free Class-Incremental Semantic Segmentation Anqi Zhang Guangyu Gao CLL VLM 58 4 0 13 Jul 2024
CCSI: Continual Class-Specific Impression for Data-free Class Incremental Learning Sana Ayromlou Teresa S. M. Tsang Purang Abolmaesumi Xiaoxiao Li CLL 38 2 0 09 Jun 2024
Online Analytic Exemplar-Free Continual Learning with Large Models for Imbalanced Autonomous Driving Task Huiping Zhuang Di Fang Kai Tong Yuchen Liu Ziqian Zeng Xu Zhou Cen Chen CLL 41 1 0 28 May 2024
A Methodology-Oriented Study of Catastrophic Forgetting in Incremental Deep Neural Networks Ashutosh Kumar Sonali Agarwal D. J. Hemanth 48 0 0 11 May 2024
Brain-Inspired Continual Learning-Robust Feature Distillation and Re-Consolidation for Class Incremental Learning Hikmat Khan N. Bouaynaya Ghulam Rasool CLL 43 1 0 22 Apr 2024
Defense without Forgetting: Continual Adversarial Defense with Anisotropic & Isotropic Pseudo Replay Yuhang Zhou Zhongyun Hua AAML CLL 43 3 0 02 Apr 2024
DS-AL: A Dual-Stream Analytic Learning for Exemplar-Free Class-Incremental Learning Huiping Zhuang Run He Kai Tong Ziqian Zeng Cen Chen Zhiping Lin CLL 19 18 0 26 Mar 2024
G-ACIL: Analytic Learning for Exemplar-Free Generalized Class Incremental Learning Huiping Zhuang Yizhu Chen Di Fang Run He Kai Tong Hongxin Wei Ziqian Zeng Cen Chen CLL 47 6 0 23 Mar 2024
REAL: Representation Enhanced Analytic Learning for Exemplar-free Class-incremental Learning Run He Huiping Zhuang Di Fang Yizhu Chen Kai Tong Cen Chen 45 1 0 20 Mar 2024
VLM-PL: Advanced Pseudo Labeling Approach for Class Incremental Object Detection via Vision-Language Model Junsu Kim Yunhoe Ku Jihyeon Kim Junuk Cha Seungryul Baek ObjD VLM 39 12 0 08 Mar 2024
Adaptive Discovering and Merging for Incremental Novel Class Discovery Guangyao Chen Peixi Peng Yangru Huang Mengyue Geng Yonghong Tian CLL MoMe 37 9 0 06 Mar 2024
HOP to the Next Tasks and Domains for Continual Learning in NLP Umberto Michieli Mete Ozay VLM 44 2 0 28 Feb 2024
Towards Robust Graph Incremental Learning on Evolving Graphs Junwei Su Difan Zou Zijun Zhang Chuan Wu CLL OOD 48 18 0 20 Feb 2024
A novel spatial-frequency domain network for zero-shot incremental learning Jie Ren Yang Zhao Weichuan Zhang Changming Sun CLL 24 1 0 11 Feb 2024
Elastic Feature Consolidation for Cold Start Exemplar-Free Incremental Learning Simone Magistri Tomaso Trinci Albin Soutif--Cormerais Joost van de Weijer Andrew D. Bagdanov 44 18 0 06 Feb 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 60 11 0 28 Dec 2023
A Unified Approach to Domain Incremental Learning with Memory: Theory and Algorithm Haizhou Shi Hao Wang CLL 39 19 0 18 Oct 2023
Rethinking Class-incremental Learning in the Era of Large Pre-trained Models via Test-Time Adaptation Imad Eddine Marouf Subhankar Roy Enzo Tartaglione Stéphane Lathuilière CLL 34 3 0 17 Oct 2023
Continual Learning via Manifold Expansion Replay Zihao Xu Xuan Tang Yufei Shi Jianfeng Zhang Jian Yang Mingsong Chen Xian Wei KELM CLL 19 4 0 12 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
Fine-tuning can cripple your foundation model; preserving features may be the solution Jishnu Mukhoti Y. Gal Philip Torr P. Dokania CLL 45 32 0 25 Aug 2023
DiffusePast: Diffusion-based Generative Replay for Class Incremental Semantic Segmentation Jingfan Chen Yuxi Wang Peng Wang Xiao Chen Zhaoxiang Zhang Zhen Lei Qing Li DiffM 33 5 0 02 Aug 2023
CLR: Channel-wise Lightweight Reprogramming for Continual Learning Yunhao Ge Yuecheng Li Shuo Ni Jiaping Zhao Ming-Hsuan Yang Laurent Itti CLL 50 11 0 21 Jul 2023
Long-Tailed Continual Learning For Visual Food Recognition Jiangpeng He Luotao Lin Jack Ma H. Eicher-Miller F. Zhu Fengqing M Zhu 64 14 0 01 Jul 2023
The Importance of Robust Features in Mitigating Catastrophic Forgetting Hikmat Khan N. Bouaynaya Ghulam Rasool 40 7 0 29 Jun 2023
IF2Net: Innately Forgetting-Free Networks for Continual Learning Depeng Li Tianqi Wang Bingrong Xu Kenji Kawaguchi Zhigang Zeng Ponnuthurai Nagaratnam Suganthan CLL 216 2 0 18 Jun 2023
Heterogeneous Continual Learning Divyam Madaan Hongxu Yin Wonmin Byeon Jan Kautz Pavlo Molchanov CLL 39 5 0 14 Jun 2023
Sit Back and Relax: Learning to Drive Incrementally in All Weather Conditions Stefan Leitner M. Jehanzeb Mirza Wei Lin Jakub Micorek Marc Masana Mateusz Koziñski Horst Possegger Horst Bischof CLL 50 2 0 30 May 2023
Batch Model Consolidation: A Multi-Task Model Consolidation Framework Iordanis Fostiropoulos Jiaye Zhu Laurent Itti MoMe CLL 32 3 0 25 May 2023
Preserving Linear Separability in Continual Learning by Backward Feature Projection Qiao Gu Dongsub Shim Florian Shkurti CLL KELM 26 10 0 26 Mar 2023
Adiabatic replay for continual learning Alexander Krawczyk A. Gepperth 45 3 0 23 Mar 2023
Confidence Attention and Generalization Enhanced Distillation for Continuous Video Domain Adaptation Xiyu Wang Yuecong Xu Jianfei Yang Xiaoli Li Zhenghua Chen TTA 34 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 40 35 0 16 Mar 2023
On the Limitation and Experience Replay for GNNs in Continual Learning Junwei Su Difan Zou Chuan Wu CLL 32 4 0 07 Feb 2023
Continual Learning for Predictive Maintenance: Overview and Challenges J. Hurtado Dario Salvati Rudy Semola Mattia Bosio Vincenzo Lomonaco 34 32 0 29 Jan 2023
Artificial Neuronal Ensembles with Learned Context Dependent Gating M. Tilley Michelle Miller David J. Freedman 35 3 0 17 Jan 2023
Integral Continual Learning Along the Tangent Vector Field of Tasks Tianlin Liu Aditya Golatkar Stefano Soatto Alessandro Achille CLL 31 3 0 23 Nov 2022
Exemplar-free Continual Learning of Vision Transformers via Gated Class-Attention and Cascaded Feature Drift Compensation Marco Cotogni Fei Yang C. Cusano Andrew D. Bagdanov Joost van de Weijer CLL 32 0 0 22 Nov 2022
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