The CLEAR Benchmark: Continual LEArning on Real-World Imagery

17 January 2022

Zhiqiu Lin

Papers citing "The CLEAR Benchmark: Continual LEArning on Real-World Imagery"

50 / 71 papers shown

Title
Parameter-Efficient Continual Fine-Tuning: A Survey Eric Nuertey Coleman Luigi Quarantiello Ziyue Liu Qinwen Yang Samrat Mukherjee J. Hurtado Vincenzo Lomonaco CLL 29 0 0 18 Apr 2025
Continual Learning Strategies for 3D Engineering Regression Problems: A Benchmarking Study Kaira M. Samuel Faez Ahmed 47 0 0 16 Apr 2025
Learning from Streaming Video with Orthogonal Gradients Tengda Han Dilara Gokay Joseph Heyward Chuhan Zhang Daniel Zoran Viorica Patraucean João Carreira Dima Damen Andrew Zisserman 48 0 0 02 Apr 2025
Global Convergence of Continual Learning on Non-IID Data Fei Zhu Yujing Liu Wenzhuo Liu Zhaoxiang Zhang 45 0 0 24 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
Continual Text-to-Video Retrieval with Frame Fusion and Task-Aware Routing Zecheng Zhao Zhi Chen Zi-Rui Huang S. Sadiq Tong Chen 36 0 0 13 Mar 2025
CLDyB: Towards Dynamic Benchmarking for Continual Learning with Pre-trained Models Shengzhuang Chen Yikai Liao Xiaoxiao Sun Kede Ma Ying Wei 65 0 0 06 Mar 2025
$Online Curvature-Aware Replay: Leveraging $\mathbf{2^{nd}}$ Order Information for Online Continual Learning$ Online Curvature-Aware Replay: Leveraging $\mathbf{2^{nd}}$ Order Information for Online Continual Learning Edoardo Urettini Antonio Carta 73 0 0 03 Feb 2025
Generate to Discriminate: Expert Routing for Continual Learning Yewon Byun Sanket Vaibhav Mehta Saurabh Garg Emma Strubell Michael Oberst Bryan Wilder Zachary Chase Lipton 78 0 0 31 Dec 2024
Computational Analysis of Yaredawi YeZema Silt in Ethiopian Orthodox Tewahedo Church Chants Mequanent Argaw Muluneh Yan-Tsung Peng Li Su 46 0 0 25 Dec 2024
Region-Based Optimization in Continual Learning for Audio Deepfake Detection Yujie Chen Jiangyan Yi Cunhang Fan J. Tao Yong Ren ... Hao Gu Jun Xue Chenglong Wang Zhao Lv Xiaohui Zhang 80 0 0 16 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
Non-Stationary Learning of Neural Networks with Automatic Soft Parameter Reset Alexandre Galashov Michalis K. Titsias Andras Gyorgy Clare Lyle Razvan Pascanu Yee Whye Teh Maneesh Sahani 38 4 0 06 Nov 2024
NaturalBench: Evaluating Vision-Language Models on Natural Adversarial Samples Baiqi Li Zhiqiu Lin Wenxuan Peng Jean de Dieu Nyandwi Daniel Jiang Zixian Ma Simran Khanuja Ranjay Krishna Graham Neubig Deva Ramanan AAML CoGe VLM 69 21 0 18 Oct 2024
Forgetting, Ignorance or Myopia: Revisiting Key Challenges in Online Continual Learning Xinrui Wang Chuanxing Geng Wenhai Wan Shao-yuan Li Songcan Chen CLL 39 2 0 28 Sep 2024
LCA-on-the-Line: Benchmarking Out-of-Distribution Generalization with Class Taxonomies Jia Shi Gautam Gare Jinjin Tian Siqi Chai Zhiqiu Lin Arun Vasudevan Di Feng Francesco Ferroni Shu Kong VLM OODD OOD 52 3 0 22 Jul 2024
Seq-to-Final: A Benchmark for Tuning from Sequential Distributions to a Final Time Point Christina X. Ji Ahmed M. Alaa David Sontag OOD 47 0 0 12 Jul 2024
The impact of model size on catastrophic forgetting in Online Continual Learning Eunhae Lee CLL 33 0 0 28 Jun 2024
Enhancing Continual Learning in Visual Question Answering with Modality-Aware Feature Distillation Malvina Nikandrou Georgios Pantazopoulos Ioannis Konstas Alessandro Suglia 24 0 0 27 Jun 2024
ViLCo-Bench: VIdeo Language COntinual learning Benchmark Tianqi Tang Shohreh Deldari Hao Xue Celso De Melo Flora D. Salim CLL 34 2 0 19 Jun 2024
Non-stationary Domain Generalization: Theory and Algorithm Thai-Hoang Pham Xueru Zhang Ping Zhang OOD 51 1 0 10 May 2024
Multi-Stream Cellular Test-Time Adaptation of Real-Time Models Evolving in Dynamic Environments Benoît Gérin Anaïs Halin A. Cioppa Maxim Henry Guohao Li Benoît Macq Christophe De Vleeschouwer Marc Van Droogenbroeck TTA 48 0 0 27 Apr 2024
Watch Your Step: Optimal Retrieval for Continual Learning at Scale Truman Hickok Dhireesha Kudithipudi 37 0 0 16 Apr 2024
Rethinking Teacher-Student Curriculum Learning through the Cooperative Mechanics of Experience Manfred Diaz Liam Paull Andrea Tacchetti 47 0 0 03 Apr 2024
"We Have No Idea How Models will Behave in Production until Production": How Engineers Operationalize Machine Learning Shreya Shankar Rolando Garcia J. M. Hellerstein Aditya G. Parameswaran 22 10 0 25 Mar 2024
Layerwise Proximal Replay: A Proximal Point Method for Online Continual Learning Jason Yoo Yunpeng Liu Frank D. Wood Geoff Pleiss CLL 19 5 0 14 Feb 2024
Dynamic Transformer Architecture for Continual Learning of Multimodal Tasks Yuliang Cai Mohammad Rostami 33 4 0 27 Jan 2024
What to Remember: Self-Adaptive Continual Learning for Audio Deepfake Detection Xiaohui Zhang Jiangyan Yi Chenglong Wang Chuyuan Zhang Siding Zeng Jianhua Tao 57 25 0 15 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 23 4 0 01 Dec 2023
Explaining CLIP's performance disparities on data from blind/low vision users Daniela Massiceti Camilla Longden Agnieszka Slowik Samuel Wills Martin Grayson C. Morrison VLM 24 9 0 29 Nov 2023
From Categories to Classifier: Name-Only Continual Learning by Exploring the Web Ameya Prabhu Hasan Hammoud Ser-Nam Lim Guohao Li Philip H. S. Torr Adel Bibi CLL 127 9 0 19 Nov 2023
Two Complementary Perspectives to Continual Learning: Ask Not Only What to Optimize, But Also How Timm Hess Tinne Tuytelaars Gido M. van de Ven 38 7 0 08 Nov 2023
CL-MASR: A Continual Learning Benchmark for Multilingual ASR Luca Della Libera Pooneh Mousavi Salah Zaiem Cem Subakan Mirco Ravanelli AuLLM CLL 40 13 0 25 Oct 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
Minimax Forward and Backward Learning of Evolving Tasks with Performance Guarantees Verónica Álvarez Santiago Mazuelas Jose A. Lozano CLL 31 1 0 24 Oct 2023
CLNeRF: Continual Learning Meets NeRF Zhipeng Cai Matthias Mueller CLL 26 15 0 28 Aug 2023
Continual Zero-Shot Learning through Semantically Guided Generative Random Walks Wenxuan Zhang Paul Janson Kai Yi Ivan Skorokhodov Mohamed Elhoseiny VLM 34 3 0 23 Aug 2023
Do You Remember? Overcoming Catastrophic Forgetting for Fake Audio Detection Xiaohui Zhang Jiangyan Yi J. Tao Chenglong Wang Chuyuan Zhang CLL 36 22 0 07 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 Guohao Li TTA 38 2 0 13 Jun 2023
Just a Glimpse: Rethinking Temporal Information for Video Continual Learning Lama Alssum Juan Carlos León Alcázar Merey Ramazanova Chen Zhao Guohao Li 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 Guohao Li 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
Task-Attentive Transformer Architecture for Continual Learning of Vision-and-Language Tasks Using Knowledge Distillation Yuliang Cai Jesse Thomason Mohammad Rostami VLM CLL 19 11 0 25 Mar 2023
Computationally Budgeted Continual Learning: What Does Matter? Ameya Prabhu Hasan Hammoud P. Dokania Philip H. S. Torr Ser-Nam Lim Guohao Li Adel Bibi CLL 30 62 0 20 Mar 2023
Is forgetting less a good inductive bias for forward transfer? Jiefeng Chen Timothy Nguyen Dilan Görür Arslan Chaudhry CLL 57 14 0 14 Mar 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 Guohao Li CLL 21 39 0 02 Feb 2023
Instance-Conditional Timescales of Decay for Non-Stationary Learning Nishant Jain Pradeep Shenoy 25 3 0 12 Dec 2022