Class-incremental Learning via Deep Model Consolidation

19 March 2019

Papers citing "Class-incremental Learning via Deep Model Consolidation"

50 / 184 papers shown

Title
CL-CaGAN: Capsule differential adversarial continuous learning for cross-domain hyperspectral anomaly detection Jianing Wang Siying Guo Zheng Hua Runhu Huang Jinyu Hu Maoguo Gong 2 0 0 17 May 2025
Autoencoder-Based Hybrid Replay for Class-Incremental Learning Milad Khademi Nori Il Kim Guanghui Wang CLL 50 0 0 09 May 2025
Onboard Optimization and Learning: A Survey Monirul Islam Pavel Siyi Hu Mahardhika Pratama Ryszard Kowalczyk 26 0 0 07 May 2025
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Kun He Zijian Song Shuoxi Zhang J. Hopcroft CLL 56 0 0 25 Apr 2025
Progressive Multi-Source Domain Adaptation for Personalized Facial Expression Recognition Muhammad Osama Zeeshan M. Pedersoli A. L. Koerich Eric Grange 26 0 0 05 Apr 2025
MetaCLBench: Meta Continual Learning Benchmark on Resource-Constrained Edge Devices Sijia Li Young D. Kwon Lik-Hang Lee Pan Hui 36 0 0 31 Mar 2025
Lifelong Learning with Task-Specific Adaptation: Addressing the Stability-Plasticity Dilemma Ruiyu Wang Sen Wang Wei Ji Q. Sun CLL KELM 65 0 0 08 Mar 2025
CALA: A Class-Aware Logit Adapter for Few-Shot Class-Incremental Learning Chengyan Liu Linglan Zhao Fan Lyu Kaile Du Fuyuan Hu Tao Zhou CLL 78 0 0 17 Dec 2024
Integrating Dual Prototypes for Task-Wise Adaption in Pre-Trained Model-Based Class-Incremental Learning Zhiming Xu Steve Yang Baile Xu Jian Zhao Furao Shen CLL 81 0 0 26 Nov 2024
RECAST: Reparameterized, Compact weight Adaptation for Sequential Tasks Nazia Tasnim Bryan A. Plummer CLL OffRL 74 0 0 25 Nov 2024
Efficient Non-Exemplar Class-Incremental Learning with Retrospective Feature Synthesis Liang Bai Hong Song Yucong Lin Tianyu Fu Deqiang Xiao Danni Ai Jingfan Fan Jian Yang CLL 38 0 0 03 Nov 2024
Task Confusion and Catastrophic Forgetting in Class-Incremental Learning: A Mathematical Framework for Discriminative and Generative Modelings Milad Khademi Nori Il Kim CLL 44 3 0 28 Oct 2024
Mining Your Own Secrets: Diffusion Classifier Scores for Continual Personalization of Text-to-Image Diffusion Models Saurav Jha Shiqi Yang Masato Ishii Mengjie Zhao Christian Simon Muhammad Jehanzeb Mirza Dong Gong Lina Yao Shusuke Takahashi Yuki Mitsufuji DiffM 65 2 0 01 Oct 2024
Joint Input and Output Coordination for Class-Incremental Learning Shuai Wang Yibing Zhan Yong Luo Han Hu Wei Yu Yonggang Wen Dacheng Tao CLL 37 2 0 09 Sep 2024
Towards General Industrial Intelligence: A Survey on IIoT-Enhanced Continual Large Models Jiao Chen Jiayi He Fangfang Chen Zuohong Lv Jianhua Tang Weihua Li Zuozhu Liu Howard H. Yang Guangjie Han AI4CE 36 1 0 02 Sep 2024
Dynamic Object Queries for Transformer-based Incremental Object Detection Jichuan Zhang Wei Li Shuang Cheng Yali Li Shengjin Wang 39 0 0 31 Jul 2024
Constructing Enhanced Mutual Information for Online Class-Incremental Learning Huan Zhang Fan Lyu Shenghua Fan Yujin Zheng Dingwen Wang CLL 43 0 0 26 Jul 2024
Class-Incremental Learning with CLIP: Adaptive Representation Adjustment and Parameter Fusion Linlan Huang Xusheng Cao Haori Lu Xialei Liu CLL 40 11 0 19 Jul 2024
Rethinking Few-shot Class-incremental Learning: Learning from Yourself Yu-Ming Tang Yi-Xing Peng Jingke Meng Wei-Shi Zheng CLL 45 5 0 10 Jul 2024
Mind the Interference: Retaining Pre-trained Knowledge in Parameter Efficient Continual Learning of Vision-Language Models Longxiang Tang Zhuotao Tian Kai Li Chunming He Hantao Zhou Hengshuang Zhao Xiu Li Jiaya Jia CLL VLM 39 20 0 07 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
Decision Boundary-aware Knowledge Consolidation Generates Better Instance-Incremental Learner Qiang Nie Weifu Fu Yuhuan Lin Jialin Li Yifeng Zhou Yong Liu Lei Zhu Chengjie Wang 38 0 0 05 Jun 2024
Data-Free Federated Class Incremental Learning with Diffusion-Based Generative Memory Naibo Wang Yuchen Deng Wenjie Feng Jianwei Yin See-Kiong Ng DiffM FedML 47 1 0 22 May 2024
Densely Distilling Cumulative Knowledge for Continual Learning Zenglin Shi Pei Liu Tong Su Yunpeng Wu Kuien Liu Yu Song Meng Wang CLL 41 0 0 16 May 2024
A Methodology-Oriented Study of Catastrophic Forgetting in Incremental Deep Neural Networks Ashutosh Kumar Sonali Agarwal D. J. Hemanth 43 0 0 11 May 2024
Continual Novel Class Discovery via Feature Enhancement and Adaptation Yifan Yu Shaokun Wang Yuhang He Junzhe Chen Yihong Gong CLL 40 1 0 10 May 2024
Towards Incremental Learning in Large Language Models: A Critical Review M. Jovanovic Peter Voss ELM CLL KELM 37 5 0 28 Apr 2024
Dynamically Anchored Prompting for Task-Imbalanced Continual Learning Chenxing Hong Yan Jin Zhiqi Kang Yizhou Chen Mengke Li Yang Lu Hanzi Wang 39 3 0 23 Apr 2024
Future-Proofing Class-Incremental Learning Quentin Jodelet Xin Liu Yin Jun Phua Tsuyoshi Murata VLM 44 2 0 04 Apr 2024
Continual Learning for Autonomous Robots: A Prototype-based Approach Elvin Hajizada Balachandran Swaminathan Yulia Sandamirskaya CLL 31 1 0 30 Mar 2024
Self-Expansion of Pre-trained Models with Mixture of Adapters for Continual Learning Huiyi Wang Haodong Lu Lina Yao Dong Gong KELM CLL 48 8 0 27 Mar 2024
Expandable Subspace Ensemble for Pre-Trained Model-Based Class-Incremental Learning Da-Wei Zhou Hai-Long Sun Han-Jia Ye De-Chuan Zhan CLL 38 51 0 18 Mar 2024
InsCL: A Data-efficient Continual Learning Paradigm for Fine-tuning Large Language Models with Instructions Yifan Wang Yafei Liu Chufan Shi Haoling Li Chen Chen H. Lu Yujiu Yang CLL 39 25 0 18 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 37 12 0 08 Mar 2024
Lifelong Intelligence Beyond the Edge using Hyperdimensional Computing Xiaofan Yu Anthony Thomas Ivannia Gomez Moreno Louis Gutierrez Tajana Simunic 40 3 0 07 Mar 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
Continual Learning on Graphs: A Survey Zonggui Tian Duanhao Zhang Hong-Ning Dai 47 5 0 09 Feb 2024
Face to Cartoon Incremental Super-Resolution using Knowledge Distillation Trinetra Devkatte S. Dubey Satish Kumar Singh Abdenour Hadid CLL CVBM SupR 45 0 0 27 Jan 2024
Towards Continual Learning Desiderata via HSIC-Bottleneck Orthogonalization and Equiangular Embedding Depeng Li Tianqi Wang Junwei Chen Qining Ren Kenji Kawaguchi Zhigang Zeng CLL 51 6 0 17 Jan 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 22 5 0 17 Jan 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 55 11 0 28 Dec 2023
Multimodal Attention Merging for Improved Speech Recognition and Audio Event Classification Anirudh S. Sundar Chao-Han Huck Yang David M. Chan Shalini Ghosh Venkatesh Ravichandran P. S. Nidadavolu MoMe 42 8 0 22 Dec 2023
DualTeacher: Bridging Coexistence of Unlabelled Classes for Semi-supervised Incremental Object Detection Ziqi Yuan Liyuan Wang Wenbo Ding Xingxing Zhang Jiachen Zhong Jianyong Ai Jianmin Li Jun Zhu 19 0 0 13 Dec 2023
Continual learning for surface defect segmentation by subnetwork creation and selection Aleksandr Dekhovich Miguel A. Bessa CLL 24 3 0 08 Dec 2023
Efficient Expansion and Gradient Based Task Inference for Replay Free Incremental Learning Soumya Roy Vinay Kumar Verma Deepak Gupta CLL 39 2 0 02 Dec 2023
Holistic Transfer: Towards Non-Disruptive Fine-Tuning with Partial Target Data Cheng-Hao Tu Hong-You Chen Zheda Mai Shitian Zhao Vardaan Pahuja Tanya Berger-Wolf Song Gao Charles V. Stewart Yu-Chuan Su Wei-Lun Chao CLL 36 3 0 02 Nov 2023
Fantastic Gains and Where to Find Them: On the Existence and Prospect of General Knowledge Transfer between Any Pretrained Model Karsten Roth Lukas Thede Almut Sophia Koepke Oriol Vinyals Olivier J. Hénaff Zeynep Akata AAML 30 11 0 26 Oct 2023
Wakening Past Concepts without Past Data: Class-Incremental Learning from Online Placebos Yaoyao Liu Yingying Li Bernt Schiele Qianru Sun CLL OnRL 26 7 0 24 Oct 2023
Prior-Free Continual Learning with Unlabeled Data in the Wild Tao Zhuo Zhiyong Cheng Hehe Fan Mohan S. Kankanhalli VLM CLL 38 2 0 16 Oct 2023
Continual Learning via Manifold Expansion Replay Zihao Xu Xuan Tang Yufei Shi Jianfeng Zhang Jian Yang Mingsong Chen Xian Wei KELM CLL 11 4 0 12 Oct 2023