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Don't Stop Learning: Towards Continual Learning for the CLIP Model

19 July 2022

Yuxuan Ding

Lingqiao Liu

Papers citing "Don't Stop Learning: Towards Continual Learning for the CLIP Model"

48 / 48 papers shown

Title
Face, Whole-Person, and Object Classification in a Unified Space Via The Interleaved Multi-Domain Identity Curriculum Thomas M. Metz Matthew Q. Hill A. O’toole CVBM 143 0 0 25 Nov 2025
MedPEFT-CL: Dual-Phase Parameter-Efficient Continual Learning with Medical Semantic Adapter and Bidirectional Memory Consolidation Ziyuan Gao CLL MedIm 125 0 0 21 Nov 2025
Memory-Free Continual Learning with Null Space Adaptation for Zero-Shot Vision-Language Models Yujin Jo Taesup Kim VLM CLL 116 0 0 24 Oct 2025
Textual Inversion for Efficient Adaptation of Open-Vocabulary Object Detectors Without Forgetting Frank Ruis Gertjan J. Burghouts Hugo Kuijf ObjD VLM 62 0 0 07 Aug 2025
Continual Learning for VLMs: A Survey and Taxonomy Beyond Forgetting Yuyang Liu Qiuhe Hong Linlan Huang Alexandra Gomez-Villa Dipam Goswami Xialei Liu Joost van de Weijer Yonghong Tian CLL KELM VLM 149 0 0 06 Aug 2025
Little By Little: Continual Learning via Self-Activated Sparse Mixture-of-Rank Adaptive Learning Haodong Lu Chongyang Zhao Jason Xue Lina Yao Kristen Moore Dong Gong CLL MoMe MoE 150 2 0 26 Jun 2025
ChordPrompt: Orchestrating Cross-Modal Prompt Synergy for Multi-Domain Incremental Learning in CLIP Zhiyuan Wang Bokui Chen VLM LRM 149 0 0 24 Jun 2025
iDPA: Instance Decoupled Prompt Attention for Incremental Medical Object Detection Huahui Yi Wei Xu Ziyuan Qin Xi Chen Xiaohu Wu Kang Li Qicheng Lao VLM 104 0 0 31 May 2025
Continual Learning on CLIP via Incremental Prompt Tuning with Intrinsic Textual Anchors Haodong Lu Xinyu Zhang Kristen Moore Jason Xue Lina Yao Anton van den Hengel Dong Gong CLL VLM 160 1 0 27 May 2025
Satellites Reveal Mobility: A Commuting Origin-destination Flow Generator for Global Cities Can Rong Xin Zhang Yanxin Xi Hongjie Sui Jingtao Ding Yongqian Li 168 0 0 21 May 2025
Geofenced Unmanned Aerial Robotic Defender for Deer Detection and Deterrence (GUARD) Ebasa Temesgen Mario Jerez Greta Brown Graham Wilson Sree Ganesh Lalitaditya Divakarla Sarah Boelter Oscar Nelson Robert McPherson Maria Gini 182 2 0 16 May 2025
IAP: Improving Continual Learning of Vision-Language Models via Instance-Aware Prompting Hao Fu Hanbin Zhao Jiahua Dong Chao Zhang Chao Zhang Hui Qian CLL VLM 287 2 0 26 Mar 2025
Continual Text-to-Video Retrieval with Frame Fusion and Task-Aware RoutingAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025 Zecheng Zhao Zhi Chen Zi-Rui Huang S. Sadiq Tong Chen 408 0 0 13 Mar 2025
Enhanced Continual Learning of Vision-Language Models with Model Fusion Haoyuan Gao Zicong Zhang Yuqi Wei Linglan Zhao Guilin Li Rui Wang Linghe Kong Weiran Huang CLL VLM 694 0 0 12 Mar 2025
Fresh-CL: Feature Realignment through Experts on Hypersphere in Continual LearningIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2025 Zhongyi Zhou Chaomin Shen Pin Yi Minjie Zhu Yaxin Peng 900 0 0 04 Jan 2025
Adaptive Rank, Reduced Forgetting: Knowledge Retention in Continual Learning Vision-Language Models with Dynamic Rank-Selective LoRA Haodong Lu Chongyang Zhao Jason Xue Lina Yao Kristen Moore Dong Gong CLL KELM VLM 629 15 0 01 Dec 2024
MUNBa: Machine Unlearning via Nash Bargaining Jing Wu Mehrtash Harandi MU 504 7 0 23 Nov 2024
Flex: End-to-End Text-Instructed Visual Navigation from Foundation Model Features Makram Chahine Alex Quach Alaa Maalouf Tsun-Hsuan Wang Daniela Rus 258 0 0 16 Oct 2024
Brain-inspired continual pre-trained learner via silent synaptic consolidation Xuming Ran Juntao Yao Yusong Wang Mingkun Xu Dianbo Liu AAML CLL 121 5 0 08 Oct 2024
Boosting Open-Domain Continual Learning via Leveraging Intra-domain Category-aware Prototype Yadong Lu Shitian Zhao Boxiang Yun Dongsheng Jiang Yin Li Qingli Li Yan Wang VLM CLL 101 2 0 19 Aug 2024
The Inter-Intra Modal Measure: A Predictive Lens on Fine-Tuning Outcomes in Vision-Language Models Laura Niss Kevin Vogt-Lowell Theodoros Tsiligkaridis VLM 225 1 0 22 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 244 35 0 07 Jul 2024
Improving Zero-shot Generalization of Learned Prompts via Unsupervised Knowledge Distillation Marco Mistretta Alberto Baldrati Marco Bertini Andrew D. Bagdanov VPVLM VLM 380 19 0 03 Jul 2024
Controlling Forgetting with Test-Time Data in Continual Learning Vaibhav Singh Rahaf Aljundi Eugene Belilovsky CLL VLM KELM 196 6 0 19 Jun 2024
Efficient and Long-Tailed Generalization for Pre-trained Vision-Language ModelKnowledge Discovery and Data Mining (KDD), 2024 Jiang-Xin Shi Chi Zhang Tong Wei Yu-Feng Li VLM 113 3 0 18 Jun 2024
Learning More Generalized Experts by Merging Experts in Mixture-of-Experts Sejik Park FedML CLL MoMe 189 8 0 19 May 2024
OpenDlign: Enhancing Open-World 3D Learning with Depth-Aligned Images Ye Mao Junpeng Jing K. Mikolajczyk VLM 107 0 0 25 Apr 2024
MyVLM: Personalizing VLMs for User-Specific Queries Yuval Alaluf Elad Richardson Sergey Tulyakov Kfir Aberman Daniel Cohen-Or MLLM VLM 234 38 0 21 Mar 2024
Boosting Continual Learning of Vision-Language Models via Mixture-of-Experts AdaptersComputer Vision and Pattern Recognition (CVPR), 2024 Jiazuo Yu Yunzhi Zhuge Lu Zhang Ping Hu Dong Wang Huchuan Lu You He VLM KELM CLL OODD 384 160 0 18 Mar 2024
CoLeCLIP: Open-Domain Continual Learning via Joint Task Prompt and Vocabulary LearningIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2024 Yukun Li Guansong Pang Wei Suo Chenchen Jing Yuling Xi Lingqiao Liu Hao Chen Guoqiang Liang Peng Wang CLL VLM 130 11 0 15 Mar 2024
A streamlined Approach to Multimodal Few-Shot Class Incremental Learning for Fine-Grained Datasets T. Doan Sima Behpour Xin Li Wenbin He Liangke Gou Liu Ren VLM 261 3 0 10 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 227 23 0 08 Mar 2024
Quantified Task Misalignment to Inform PEFT: An Exploration of Domain Generalization and Catastrophic Forgetting in CLIP Laura Niss Kevin Vogt-Lowell Theodoros Tsiligkaridis CLL 167 1 0 14 Feb 2024
Embracing Language Inclusivity and Diversity in CLIP through Continual Language Learning Bang-ju Yang Yong Dai Xuxin Cheng Yaowei Li Asif Raza Yuexian Zou VLM 163 9 0 30 Jan 2024
Drive Anywhere: Generalizable End-to-end Autonomous Driving with Multi-modal Foundation ModelsIEEE International Conference on Robotics and Automation (ICRA), 2023 Tsun-Hsuan Wang Alaa Maalouf Wei Xiao Yutong Ban Alexander Amini Guy Rosman S. Karaman Daniela Rus 170 66 0 26 Oct 2023
TiC-CLIP: Continual Training of CLIP ModelsInternational Conference on Learning Representations (ICLR), 2023 Saurabh Garg Mehrdad Farajtabar Hadi Pouransari Raviteja Vemulapalli Sachin Mehta Oncel Tuzel Vaishaal Shankar Fartash Faghri VLM CLIP 305 39 0 24 Oct 2023
Big-model Driven Few-shot Continual Learning Ziqi Gu Chunyan Xu Zihan Lu Xin Liu Anbo Dai Zhen Cui CLL 176 1 0 02 Sep 2023
RanPAC: Random Projections and Pre-trained Models for Continual LearningNeural Information Processing Systems (NeurIPS), 2023 Mark D Mcdonnell Dong Gong Amin Parvaneh Ehsan Abbasnejad Anton Van Den Hengel VLM CLL 371 156 0 05 Jul 2023
AttriCLIP: A Non-Incremental Learner for Incremental Knowledge LearningComputer Vision and Pattern Recognition (CVPR), 2023 Runqi Wang Xiaoyue Duan Guoliang Kang Jianzhuang Liu Shaohui Lin Songcen Xu Jinhu Lv Baochang Zhang CLL VLM 143 60 0 19 May 2023
Incorporating Structured Representations into Pretrained Vision & Language Models Using Scene GraphsConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Roei Herzig Alon Mendelson Leonid Karlinsky Assaf Arbelle Rogerio Feris Trevor Darrell Amir Globerson VLM 255 38 0 10 May 2023
Controllable Textual Inversion for Personalized Text-to-Image Generation Jianan Yang Haobo Wang Yanming Zhang Rui Xiao Sai Wu Gang Chen Jiaqi Zhao DiffM 234 15 0 11 Apr 2023
RegionPLC: Regional Point-Language Contrastive Learning for Open-World 3D Scene UnderstandingComputer Vision and Pattern Recognition (CVPR), 2023 Jihan Yang Runyu Ding Weipeng Deng Zhe Wang Xiaojuan Qi 252 95 0 03 Apr 2023
Preventing Zero-Shot Transfer Degradation in Continual Learning of Vision-Language ModelsIEEE International Conference on Computer Vision (ICCV), 2023 Zangwei Zheng Mingyu Ma Kai Wang Ziheng Qin Xiangyu Yue Yang You CLL VLM 343 99 0 12 Mar 2023
ConceptFusion: Open-set Multimodal 3D Mapping Krishna Murthy Jatavallabhula Ali Kuwajerwala Qiao Gu Mohd. Omama Tao Chen ... Celso Miguel de Melo Madhava Krishna Liam Paull Florian Shkurti Antonio Torralba 502 311 0 14 Feb 2023
CHiLS: Zero-Shot Image Classification with Hierarchical Label SetsInternational Conference on Machine Learning (ICML), 2023 Cheng-i Wang Julian McAuley Zachary Chase Lipton Saurabh Garg VLM 302 112 0 06 Feb 2023
Multi-Concept Customization of Text-to-Image DiffusionComputer Vision and Pattern Recognition (CVPR), 2022 Nupur Kumari Bin Zhang Richard Y. Zhang Eli Shechtman Jun-Yan Zhu 531 1,122 0 08 Dec 2022
Teaching Structured Vision&Language Concepts to Vision&Language ModelsComputer Vision and Pattern Recognition (CVPR), 2022 Sivan Doveh Assaf Arbelle Sivan Harary Yikang Shen Roei Herzig ... Donghyun Kim Raja Giryes Rogerio Feris S. Ullman Leonid Karlinsky VLM CoGe 284 87 0 21 Nov 2022
An Image is Worth One Word: Personalizing Text-to-Image Generation using Textual InversionInternational Conference on Learning Representations (ICLR), 2022 Rinon Gal Yuval Alaluf Yuval Atzmon Or Patashnik Amit H. Bermano Gal Chechik Daniel Cohen-Or 381 2,374 0 02 Aug 2022

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Don't Stop Learning: Towards Continual Learning for the CLIP Model

Papers citing "Don't Stop Learning: Towards Continual Learning for the CLIP Model"