Title
Towards Open-Set Test-Time Adaptation Utilizing the Wisdom of Crowds in Entropy MinimizationIEEE International Conference on Computer Vision (ICCV), 2023 Jungsoo Lee Debasmit Das Jaegul Choo Sungha Choi TTA VLM 203 43 0 14 Aug 2023
Learning Vision-and-Language Navigation from YouTube VideosIEEE International Conference on Computer Vision (ICCV), 2023 Kun-Li Channing Lin Peihao Chen Di Huang Thomas H. Li Zhuliang Yu Chuang Gan LM&Ro 201 43 0 22 Jul 2023
A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual LearningIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Zhenyi Wang Enneng Yang Li Shen Heng-Chiao Huang KELM MU 237 81 0 16 Jul 2023
Probabilistic Test-Time Generalization by Variational Neighbor-Labeling Sameer Ambekar Zehao Xiao Jiayi Shen Xiantong Zhen Cees G. M. Snoek BDL OOD 327 2 0 08 Jul 2023
Benchmarking Test-Time Adaptation against Distribution Shifts in Image Classification Yongcan Yu Lijun Sheng Ran He Jian Liang OOD VLM TTA 140 21 0 06 Jul 2023
Pay Attention to the Atlas: Atlas-Guided Test-Time Adaptation Method for Robust 3D Medical Image Segmentation Jingjie Guo Weitong Zhang Matthew Sinclair Daniel Rueckert Chen Chen OOD 222 2 0 02 Jul 2023
RDumb: A simple approach that questions our progress in continual test-time adaptationNeural Information Processing Systems (NeurIPS), 2023 Ori Press Steffen Schneider Matthias Kümmerer Matthias Bethge TTA 270 46 0 08 Jun 2023
On Pitfalls of Test-Time AdaptationInternational Conference on Machine Learning (ICML), 2023 Hao Zhao Yuejiang Liu Alexandre Alahi Tao Lin TTA 190 59 0 06 Jun 2023
Universal Test-time Adaptation through Weight Ensembling, Diversity Weighting, and Prior CorrectionIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023 Robert A. Marsden Mario Döbler Bin Yang TTA 298 61 0 01 Jun 2023
LaFTer: Label-Free Tuning of Zero-shot Classifier using Language and Unlabeled Image CollectionsNeural Information Processing Systems (NeurIPS), 2023 M. Jehanzeb Mirza Leonid Karlinsky Wei Lin Mateusz Koziñski Horst Possegger Rogerio Feris Horst Bischof VLM 319 48 0 29 May 2023
Test-Time Adaptation with CLIP Reward for Zero-Shot Generalization in Vision-Language ModelsInternational Conference on Learning Representations (ICLR), 2023 Shuai Zhao Xiaohan Wang Linchao Zhu Yezhou Yang VLM 289 39 0 29 May 2023
Detecting Adversarial Data by Probing Multiple Perturbations Using Expected Perturbation ScoreInternational Conference on Machine Learning (ICML), 2023 Shuhai Zhang Yifan Zhang Jiahao Yang Yifan Yang Changsheng Li Bo Han Zhuliang Yu DiffM AAML 158 33 0 25 May 2023
Capturing Conversion Rate Fluctuation during Sales Promotions: A Novel Historical Data Reuse ApproachKnowledge Discovery and Data Mining (KDD), 2023 Zhangming Chan Yu Zhang Shuguang Han Yong Bai Xiang-Rong Sheng ... Jiacen Hu Baolin Liu Yuning Jiang Jian Xu Bo Zheng 266 16 0 22 May 2023
Imbalance-Agnostic Source-Free Domain Adaptation via Avatar Prototype Alignment Hongbin Lin Zhuliang Yu Yifan Zhang Zhen Qiu Shuaicheng Niu Dong Liu Qing Du Yanxia Liu 172 2 0 22 May 2023
Test-Time Adaptation with Perturbation Consistency Learning Yi Su Yixin Ji Juntao Li Hai Ye Hao Fei VLM 175 1 0 25 Apr 2023
AdaNPC: Exploring Non-Parametric Classifier for Test-Time AdaptationInternational Conference on Machine Learning (ICML), 2023 Yi-Fan Zhang Qingsong Wen Kexin Jin Kun Yuan Zhang Zhang Liang Wang Rong Jin Tien-Ping Tan TTA OOD 286 70 0 25 Apr 2023
CoSDA: Continual Source-Free Domain Adaptation Hao Feng Zhaorui Yang He-Tuo Chen Tianyu Pang Chao Du Minfeng Zhu Wei Chen Shuicheng Yan CLL TTA 225 4 0 13 Apr 2023
Evaluation of Test-Time Adaptation Under Computational Time ConstraintsInternational Conference on Machine Learning (ICML), 2023 Motasem Alfarra Hani Itani Alejandro Pardo Shyma Alhuwaider Merey Ramazanova Juan C. Pérez Yong Deng Matthias Müller Guohao Li TTA 264 7 0 10 Apr 2023
STFAR: Improving Object Detection Robustness at Test-Time by Self-Training with Feature Alignment Regularization Yijin Chen Xun Xu Yongyi Su Kui Jia TTA OOD ObjD 294 10 0 31 Mar 2023
TTA-COPE: Test-Time Adaptation for Category-Level Object Pose EstimationComputer Vision and Pattern Recognition (CVPR), 2023 Taeyeop Lee Jonathan Tremblay Valts Blukis Bowen Wen Byeong-uk Lee Inkyu Shin Stan Birchfield In So Kweon Kuk-Jin Yoon TTA 227 41 0 29 Mar 2023
Complementary Domain Adaptation and Generalization for Unsupervised Continual Domain Shift LearningIEEE International Conference on Computer Vision (ICCV), 2023 Won-Yong Cho Jinha Park Taesup Kim CLL 257 11 0 28 Mar 2023
A Comprehensive Survey on Test-Time Adaptation under Distribution ShiftsInternational Journal of Computer Vision (IJCV), 2023 Jian Liang Ran He Tien-Ping Tan OOD VLM TTA 304 374 0 27 Mar 2023
Robust Test-Time Adaptation in Dynamic ScenariosComputer Vision and Pattern Recognition (CVPR), 2023 Longhui Yuan Binhui Xie Shuangliang Li TTA 301 182 0 24 Mar 2023
Feature Alignment and Uniformity for Test Time AdaptationComputer Vision and Pattern Recognition (CVPR), 2023 Shuai Wang Daoan Zhang Zipei Yan Jiang Zhang Ruizhen Li TTA OOD 278 59 0 20 Mar 2023
Multi-Modal Continual Test-Time Adaptation for 3D Semantic SegmentationIEEE International Conference on Computer Vision (ICCV), 2023 Haozhi Cao Yuecong Xu Jianfei Yang Pengyu Yin Shenghai Yuan Lihua Xie TTA 154 27 0 18 Mar 2023
EcoTTA: Memory-Efficient Continual Test-time Adaptation via Self-distilled RegularizationComputer Vision and Pattern Recognition (CVPR), 2023 Jun S. Song Jungsoo Lee In So Kweon Sungha Choi TTA 254 127 0 03 Mar 2023
Temporal Coherent Test-Time Optimization for Robust Video ClassificationInternational Conference on Learning Representations (ICLR), 2023 Chenyu Yi Siyuan Yang Yufei Wang Haoliang Li Yap-Peng Tan Alex C. Kot TTA 199 16 0 28 Feb 2023
Towards Stable Test-Time Adaptation in Dynamic Wild WorldInternational Conference on Learning Representations (ICLR), 2023 Shuaicheng Niu Jiaxiang Wu Yifan Zhang Z. Wen Yaofo Chen P. Zhao Zhuliang Yu TTA 372 389 0 24 Feb 2023
Seasoning Model Soups for Robustness to Adversarial and Natural Distribution ShiftsComputer Vision and Pattern Recognition (CVPR), 2023 Francesco Croce Sylvestre-Alvise Rebuffi Evan Shelhamer Sven Gowal AAML 184 20 0 20 Feb 2023
DELTA: degradation-free fully test-time adaptationInternational Conference on Learning Representations (ICLR), 2023 Bowen Zhao Chen Chen Shutao Xia TTA 295 77 0 30 Jan 2023
Uncovering Adversarial Risks of Test-Time AdaptationInternational Conference on Machine Learning (ICML), 2023 Tong Wu Feiran Jia Xiangyu Qi Jiachen T. Wang Vikash Sehwag Saeed Mahloujifar Prateek Mittal AAML TTA 339 11 0 29 Jan 2023
DEJA VU: Continual Model Generalization For Unseen DomainsInternational Conference on Learning Representations (ICLR), 2023 Chenxi Liu Lixu Wang Lingjuan Lyu Chen Sun Tianlin Li Qi Zhu CLL OOD 191 26 0 25 Jan 2023
A Probabilistic Framework for Lifelong Test-Time AdaptationComputer Vision and Pattern Recognition (CVPR), 2022 Dhanajit Brahma Piyush Rai TTA 277 46 0 19 Dec 2022
Test-time Adaptation in the Dynamic World with Compound Domain Knowledge ManagementIEEE Robotics and Automation Letters (RA-L), 2022 Jun S. Song Kwanyong Park Inkyu Shin Sanghyun Woo Chaoning Zhang In So Kweon TTA 272 7 0 16 Dec 2022
ActMAD: Activation Matching to Align Distributions for Test-Time-TrainingComputer Vision and Pattern Recognition (CVPR), 2022 M. Jehanzeb Mirza Pol Jané Soneira W. Lin Mateusz Koziñski Horst Possegger Horst Bischof VLM TTA 232 40 0 23 Nov 2022
Towards Understanding GD with Hard and Conjugate Pseudo-labels for Test-Time AdaptationInternational Conference on Learning Representations (ICLR), 2022 Jun-Kun Wang Andre Wibisono 629 11 0 18 Oct 2022
Multi-Scale Multi-Target Domain Adaptation for Angle Closure ClassificationChinese Conference on Pattern Recognition and Computer Vision (CPRCV), 2022 Zhen Qiu Yifan Zhang Fei Li Xiulan Zhang Yanwu Xu Zhuliang Yu 202 1 0 25 Aug 2022
GraphTTA: Test Time Adaptation on Graph Neural Networks Guan-Wun Chen Jiying Zhang Xi Xiao Yongqian Li OOD 163 15 0 19 Aug 2022
Evaluating Continual Test-Time Adaptation for Contextual and Semantic Domain Shifts Tommie Kerssies Mert Kilickaya Joaquin Vanschoren OOD TTA 138 7 0 18 Aug 2022
Prototype-Guided Continual Adaptation for Class-Incremental Unsupervised Domain AdaptationEuropean Conference on Computer Vision (ECCV), 2022 Hongbin Lin Yifan Zhang Zhen Qiu Shuaicheng Niu Chuang Gan Yanxia Liu Zhuliang Yu CLL 207 51 0 22 Jul 2022
Test-Time Adaptation via Conjugate Pseudo-labelsNeural Information Processing Systems (NeurIPS), 2022 Sachin Goyal Mingjie Sun Aditi Raghunathan Zico Kolter OOD 292 124 0 20 Jul 2022
Back to the Source: Diffusion-Driven Test-Time AdaptationComputer Vision and Pattern Recognition (CVPR), 2022 Jin Gao Jialing Zhang Xihui Liu Trevor Darrell Evan Shelhamer Yi Xu TTA 229 76 0 07 Jul 2022
CAFA: Class-Aware Feature Alignment for Test-Time AdaptationIEEE International Conference on Computer Vision (ICCV), 2022 Sanghun Jung Jungsoo Lee Nanhee Kim Amirreza Shaban Byron Boots Jaegul Choo OOD TTA 410 22 0 01 Jun 2022
Self-Supervised Aggregation of Diverse Experts for Test-Agnostic Long-Tailed RecognitionNeural Information Processing Systems (NeurIPS), 2021 Yifan Zhang Bryan Hooi Lanqing Hong Jiashi Feng 351 169 0 20 Jul 2021
Uncertainty-Guided Mixup for Semi-Supervised Domain Adaptation without Source DataKnowledge-Based Systems (KBS), 2021 Ning Ma Jiajun Bu Zhen Zhang Sheng Zhou TTA 206 17 0 14 Jul 2021
If your data distribution shifts, use self-learning E. Rusak Steffen Schneider George Pachitariu L. Eck Peter V. Gehler Oliver Bringmann Wieland Brendel Matthias Bethge VLM OOD TTA 412 35 0 27 Apr 2021