Online Continual Learning with Natural Distribution Shifts: An Empirical Study with Visual Data

20 August 2021

Papers citing "Online Continual Learning with Natural Distribution Shifts: An Empirical Study with Visual Data"

50 / 55 papers shown

Title
ReSpec: Relevance and Specificity Grounded Online Filtering for Learning on Video-Text Data Streams C. Kim Jihwan Moon Sangwoo Moon Heeseung Yun Sihaeng Lee Aniruddha Kembhavi Soonyoung Lee Gunhee Kim Sangho Lee Christopher Clark 29 0 0 21 Apr 2025
Adapting to Online Distribution Shifts in Deep Learning: A Black-Box Approach Dheeraj Baby Boran Han Shuai Zhang Cuixiong Hu Yuyang Wang Yu-Xiang Wang OOD 53 0 0 09 Apr 2025
Pareto Continual Learning: Preference-Conditioned Learning and Adaption for Dynamic Stability-Plasticity Trade-off Song Lai Zhe Zhao Fei Zhu Xi Victoria Lin Qingfu Zhang Gaofeng Meng CLL 56 1 0 30 Mar 2025
Ferret: An Efficient Online Continual Learning Framework under Varying Memory Constraints Yuhao Zhou Yuxin Tian Jindi Lv Mingjia Shi Yuanxi Li Qing Ye Shuhao Zhang Jiancheng Lv CLL 72 0 0 15 Mar 2025
ConDo: Continual Domain Expansion for Absolute Pose Regression Zijun Li Z. Cai B. Yang Xuelun Shen Siqi Shen Xiaoliang Fan Michael Paulitsch Cheng-Yu Wang CLL 76 0 0 18 Dec 2024
How to Merge Your Multimodal Models Over Time? Sebastian Dziadzio Vishaal Udandarao Karsten Roth Ameya Prabhu Zeynep Akata Samuel Albanie Matthias Bethge MoMe 98 3 0 09 Dec 2024
Online-LoRA: Task-free Online Continual Learning via Low Rank Adaptation Xiwen Wei Guihong Li R. Marculescu 42 2 0 08 Nov 2024
LoKO: Low-Rank Kalman Optimizer for Online Fine-Tuning of Large Models Hossein Abdi Mingfei Sun Andi Zhang Samuel Kaski Wei Pan 23 0 0 15 Oct 2024
The impact of model size on catastrophic forgetting in Online Continual Learning Eunhae Lee CLL 26 0 0 28 Jun 2024
Controlling Forgetting with Test-Time Data in Continual Learning Vaibhav Singh Rahaf Aljundi Eugene Belilovsky CLL VLM KELM 45 3 0 19 Jun 2024
Comparison of fine-tuning strategies for transfer learning in medical image classification Ana Davila Jacinto Colan Yasuhisa Hasegawa 19 17 0 14 Jun 2024
Bridging Neuroscience and AI: Environmental Enrichment as a Model for Forward Knowledge Transfer Rajat Saxena Bruce L. McNaughton CLL 53 2 0 12 May 2024
Multi-Stream Cellular Test-Time Adaptation of Real-Time Models Evolving in Dynamic Environments Benoît Gérin Anaïs Halin A. Cioppa Maxim Henry Bernard Ghanem Benoît Macq Christophe De Vleeschouwer Marc Van Droogenbroeck TTA 48 0 0 27 Apr 2024
Continual Learning of Large Language Models: A Comprehensive Survey Haizhou Shi Zihao Xu Hengyi Wang Weiyi Qin Wenyuan Wang Yibin Wang Zifeng Wang Sayna Ebrahimi Hao Wang CLL KELM LRM 46 63 0 25 Apr 2024
Continual Learning on a Diet: Learning from Sparsely Labeled Streams Under Constrained Computation Wenxuan Zhang Youssef Mohamed Bernard Ghanem Philip H. S. Torr Adel Bibi Mohamed Elhoseiny CLL 45 5 0 19 Apr 2024
Hyperparameter Selection in Continual Learning Thomas L. Lee Sigrid Passano Hellan Linus Ericsson Elliot J. Crowley Amos Storkey CLL 55 0 0 09 Apr 2024
Workload Estimation for Unknown Tasks: A Survey of Machine Learning Under Distribution Shift Josh Bhagat Smith Julie A. Adams 21 0 0 20 Mar 2024
Reawakening knowledge: Anticipatory recovery from catastrophic interference via structured training Yanlai Yang Matt Jones Michael C. Mozer Mengye Ren 68 1 0 14 Mar 2024
A Comprehensive Survey of Convolutions in Deep Learning: Applications, Challenges, and Future Trends Abolfazl Younesi Mohsen Ansari Mohammadamin Fazli A. Ejlali Muhammad Shafique Joerg Henkel 3DV 47 44 0 23 Feb 2024
Label Delay in Online Continual Learning Botos Csaba Wenxuan Zhang Matthias Muller Ser-Nam Lim Mohamed Elhoseiny Philip H. S. Torr Adel Bibi CLL 32 0 0 01 Dec 2023
Learning from One Continuous Video Stream João Carreira Michael King Viorica Patraucean Dilara Gokay Catalin Ionescu ... Joseph Heyward Carl Doersch Y. Aytar Dima Damen Andrew Zisserman CLL 21 4 0 01 Dec 2023
TiC-CLIP: Continual Training of CLIP Models Saurabh Garg Mehrdad Farajtabar Hadi Pouransari Raviteja Vemulapalli Sachin Mehta Oncel Tuzel Vaishaal Shankar Fartash Faghri VLM CLIP 31 26 0 24 Oct 2023
Analysis of the Memorization and Generalization Capabilities of AI Agents: Are Continual Learners Robust? Minsu Kim Walid Saad 19 2 0 18 Sep 2023
CLNeRF: Continual Learning Meets NeRF Zhipeng Cai Matthias Mueller CLL 23 15 0 28 Aug 2023
Maintaining Plasticity in Continual Learning via Regenerative Regularization Saurabh Kumar Henrik Marklund Benjamin Van Roy CLL KELM 31 16 0 23 Aug 2023
A Comprehensive Empirical Evaluation on Online Continual Learning Albin Soutif--Cormerais Antonio Carta Andrea Cossu J. Hurtado Hamed Hemati Vincenzo Lomonaco Joost van de Weijer CLL 26 20 0 20 Aug 2023
EgoAdapt: A multi-stream evaluation study of adaptation to real-world egocentric user video Matthias De Lange H. Eghbalzadeh Reuben Tan Michael L. Iuzzolino Franziska Meier Karl Ridgeway EgoV 19 1 0 11 Jul 2023
Continual Learning as Computationally Constrained Reinforcement Learning Saurabh Kumar Henrik Marklund Anand Srinivasa Rao Yifan Zhu Hong Jun Jeon Yueyang Liu Benjamin Van Roy CLL 27 22 0 10 Jul 2023
Kalman Filter for Online Classification of Non-Stationary Data Michalis K. Titsias Alexandre Galashov Amal Rannen-Triki Razvan Pascanu Yee Whye Teh J. Bornschein CLL BDL 70 9 0 14 Jun 2023
Dynamically Masked Discriminator for Generative Adversarial Networks Wentian Zhang Haozhe Liu Bing Li Jinheng Xie Yawen Huang Yuexiang Li Yefeng Zheng Bernard Ghanem TTA 38 2 0 13 Jun 2023
Overcoming the Stability Gap in Continual Learning Md Yousuf Harun Christopher Kanan AI4CE 30 11 0 02 Jun 2023
Just a Glimpse: Rethinking Temporal Information for Video Continual Learning Lama Alssum Juan Carlos León Alcázar Merey Ramazanova Chen Zhao Bernard Ghanem CLL 24 6 0 28 May 2023
Rapid Adaptation in Online Continual Learning: Are We Evaluating It Right? Hasan Hammoud Ameya Prabhu Ser-Nam Lim Philip H. S. Torr Adel Bibi Bernard Ghanem CLL 108 16 0 16 May 2023
Online Continual Learning Without the Storage Constraint Ameya Prabhu Zhipeng Cai P. Dokania Philip H. S. Torr V. Koltun Ozan Sener CLL 118 31 0 16 May 2023
A Dataset Fusion Algorithm for Generalised Anomaly Detection in Homogeneous Periodic Time Series Datasets Ayman Elhalwagy T. Kalganova AI4TS 14 1 0 14 May 2023
Evaluation of Test-Time Adaptation Under Computational Time Constraints Motasem Alfarra Hani Itani Alejandro Pardo Shyma Alhuwaider Merey Ramazanova Juan C. Pérez Zhipeng Cai Matthias Müller Bernard Ghanem TTA 32 2 0 10 Apr 2023
Online Distillation with Continual Learning for Cyclic Domain Shifts Joachim Houyon A. Cioppa Yasir Ghunaim Motasem Alfarra Anaïs Halin Maxim Henry Bernard Ghanem Marc Van Droogenbroeck CLL 29 8 0 03 Apr 2023
Computationally Budgeted Continual Learning: What Does Matter? Ameya Prabhu Hasan Hammoud P. Dokania Philip H. S. Torr Ser-Nam Lim Bernard Ghanem Adel Bibi CLL 30 62 0 20 Mar 2023
DualMix: Unleashing the Potential of Data Augmentation for Online Class-Incremental Learning Yunfeng Fan Wenchao Xu Haozhao Wang Jiaqi Zhu Junxiao Wang Song Guo CLL 14 0 0 14 Mar 2023
Real-world Machine Learning Systems: A survey from a Data-Oriented Architecture Perspective Christian Cabrera Andrei Paleyes Pierre Thodoroff Neil D. Lawrence AI4TS AI4CE OOD 30 6 0 09 Feb 2023
Real-Time Evaluation in Online Continual Learning: A New Hope Yasir Ghunaim Adel Bibi Kumail Alhamoud Motasem Alfarra Hasan Hammoud Ameya Prabhu Philip H. S. Torr Bernard Ghanem CLL 21 39 0 02 Feb 2023
A Comprehensive Survey of Continual Learning: Theory, Method and Application Liyuan Wang Xingxing Zhang Hang Su Jun Zhu KELM CLL 36 601 0 31 Jan 2023
Instance-Conditional Timescales of Decay for Non-Stationary Learning Nishant Jain Pradeep Shenoy 25 3 0 12 Dec 2022
SimCS: Simulation for Domain Incremental Online Continual Segmentation Motasem Alfarra Zhipeng Cai Adel Bibi Bernard Ghanem Matthias Müller CLL 19 4 0 29 Nov 2022
Wild-Time: A Benchmark of in-the-Wild Distribution Shift over Time Huaxiu Yao Caroline Choi Bochuan Cao Yoonho Lee Pang Wei Koh Chelsea Finn OOD 19 73 0 25 Nov 2022
NEVIS'22: A Stream of 100 Tasks Sampled from 30 Years of Computer Vision Research J. Bornschein Alexandre Galashov Ross Hemsley Amal Rannen-Triki Yutian Chen ... Angeliki Lazaridou Yee Whye Teh Andrei A. Rusu Razvan Pascanu MarcÁurelio Ranzato OOD VLM AI4TS 31 16 0 15 Nov 2022
Sequential Learning Of Neural Networks for Prequential MDL J. Bornschein Yazhe Li Marcus Hutter AI4TS 27 6 0 14 Oct 2022
Improving information retention in large scale online continual learning Z. Cai V. Koltun Ozan Sener CLL 14 1 0 12 Oct 2022
Continual Learning with Evolving Class Ontologies Zhiqiu Lin Deepak Pathak Yu-xiong Wang Deva Ramanan Shu Kong CLL 36 9 0 10 Oct 2022
AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection Marius Dragoi Elena Burceanu Emanuela Haller Andrei Manolache Florin Brad OOD 18 18 0 30 Jun 2022