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2204.02610
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Efficient Test-Time Model Adaptation without Forgetting
International Conference on Machine Learning (ICML), 2022
6 April 2022
Shuaicheng Niu
Jiaxiang Wu
Yifan Zhang
Yaofo Chen
S. Zheng
P. Zhao
Zhuliang Yu
OOD
VLM
TTA
Re-assign community
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Papers citing
"Efficient Test-Time Model Adaptation without Forgetting"
50 / 296 papers shown
Not Only Consistency: Enhance Test-Time Adaptation with Spatio-temporal Inconsistency for Remote Physiological Measurement
Xiao Yang
Jiyao Wang
Yuxuan Fan
Can Liu
Houcheng Su
Weichen Guo
Zitong Yu
Dengbo He
Kaishun Wu
TTA
243
2
0
10 Jul 2025
Align the GAP: Prior-based Unified Multi-Task Remote Physiological Measurement Framework For Domain Generalization and Personalization
Jiyao Wang
Xiao Yang
Hao Lu
Dengbo He
Kaishun Wu
254
3
0
19 Jun 2025
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation
Runhao Zeng
Qi Deng
Ronghao Zhang
Shuaicheng Niu
Jian Chen
Xiping Hu
Victor C. M. Leung
TTA
129
0
0
14 Jun 2025
SUTA-LM: Bridging Test-Time Adaptation and Language Model Rescoring for Robust ASR
Wei-Ping Huang
Guan-Ting Lin
Hung-yi Lee
KELM
159
0
0
10 Jun 2025
E-BATS: Efficient Backpropagation-Free Test-Time Adaptation for Speech Foundation Models
Jiaheng Dong
Hong Jia
Soumyajit Chatterjee
Abhirup Ghosh
James Bailey
Ting Dang
TTA
VLM
167
1
0
08 Jun 2025
PAID: Pairwise Angular-Invariant Decomposition for Continual Test-Time Adaptation
Kunyu Wang
Xueyang Fu
Yunfei Bao
Chengjie Ge
Chengzhi Cao
Wei-dong Zhai
Zheng-jun Zha
302
0
0
03 Jun 2025
AVROBUSTBENCH
\texttt{AVROBUSTBENCH}
AVROBUSTBENCH
: Benchmarking the Robustness of Audio-Visual Recognition Models at Test-Time
Sarthak Kumar Maharana
Saksham Singh Kushwaha
Baoming Zhang
Adrian Rodriguez
Songtao Wei
Yapeng Tian
Yunhui Guo
TTA
VLM
273
0
0
31 May 2025
Frequency Composition for Compressed and Domain-Adaptive Neural Networks
Yoojin Kwon
Hongjun Suh
Wooseok Lee
Taesik Gong
Songyi Han
Hyung-Sin Kim
266
0
0
27 May 2025
Test-Time Learning for Large Language Models
Jinwu Hu
Zhitian Zhang
Guohao Chen
Xutao Wen
Chao Shuai
Wei Luo
Bin Xiao
Yuanqing Li
Zhuliang Yu
414
11
0
27 May 2025
Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation
Zixuan Hu
Yichun Hu
Xiaotong Li
Shixiang Tang
Ling-yu Duan
291
5
0
27 May 2025
Energy-based Preference Optimization for Test-time Adaptation
Yewon Han
Seoyun Yang
Taesup Kim
TTA
546
0
0
26 May 2025
Continuous Self-Improvement of Large Language Models by Test-time Training with Verifier-Driven Sample Selection
Mohammad Mahdi Moradi
Hossam Amer
Sudhir Mudur
Weiwei Zhang
Yang Liu
Walid Ahmed
VLM
LRM
232
3
0
26 May 2025
Composable Cross-prompt Essay Scoring by Merging Models
Sanwoo Lee
Kun Liang
Yunfang Wu
MoMe
203
1
0
24 May 2025
Think Twice before Adaptation: Improving Adaptability of DeepFake Detection via Online Test-Time Adaptation
International Joint Conference on Artificial Intelligence (IJCAI), 2025
Hong-Hanh Nguyen-Le
Van-Tuan Tran
Dinh-Thuc Nguyen
Nhien-An Le-Khac
AAML
TTA
399
0
0
24 May 2025
DART
3
^3
3
: Leveraging Distance for Test Time Adaptation in Person Re-Identification
Rajarshi Bhattacharya
Shakeeb Murtaza
Christian Desrosiers
Jose Dolz
Maguelonne Heritier
Mohammadhadi Shateri
TTA
225
0
0
23 May 2025
Ranked Entropy Minimization for Continual Test-Time Adaptation
Jisu Han
Jaemin Na
Wonjun Hwang
TTA
253
5
0
22 May 2025
GCAL: Adapting Graph Models to Evolving Domain Shifts
Ziyue Qiao
Qianyi Cai
Hao Dong
Jiawei Gu
Pengyang Wang
Meng Xiao
Xiao Luo
Hui Xiong
CLL
258
3
0
22 May 2025
ReservoirTTA: Prolonged Test-time Adaptation for Evolving and Recurring Domains
Guillaume Vray
Devavrat Tomar
Xufeng Gao
Jean-Philippe Thiran
Evan Shelhamer
Behzad Bozorgtabar
CLL
TTA
VLM
456
1
0
20 May 2025
AdaKWS: Towards Robust Keyword Spotting with Test-Time Adaptation
Yang Xiao
Tianyi Peng
Yanghao Zhou
Rohan Kumar Das
TTA
178
0
0
20 May 2025
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption
Kazuki Adachi
Shin'ya Yamaguchi
Tomoki Hamagami
VLM
295
1
0
19 May 2025
FedCTTA: A Collaborative Approach to Continual Test-Time Adaptation in Federated Learning
Rakibul Hasan Rajib
Md Akil Raihan Iftee
Mir Sazzat Hossain
A. K. M. Mahbubur Rahman
Sajib Mistry
M Ashraful Amin
Amin Ahsan Ali
FedML
TTA
274
2
0
19 May 2025
MINGLE: Mixture of Null-Space Gated Low-Rank Experts for Test-Time Continual Model Merging
Zihuan Qiu
Yi Xu
Chiyuan He
Fanman Meng
Linfeng Xu
Qi Wu
Hongliang Li
CLL
MoMe
404
3
0
17 May 2025
FRET: Feature Redundancy Elimination for Test Time Adaptation
Linjing You
Jiabao Lu
Xiayuan Huang
Xiangli Nie
329
1
0
15 May 2025
JointDistill: Adaptive Multi-Task Distillation for Joint Depth Estimation and Scene Segmentation
Tiancong Cheng
Ying Zhang
Yuxuan Liang
Roger Zimmermann
Zhiwen Yu
Bin Guo
VLM
183
0
0
15 May 2025
Threshold Modulation for Online Test-Time Adaptation of Spiking Neural Networks
Kejie Zhao
Wenjia Hua
Aiersi Tuerhong
Luziwei Leng
Yuxin Ma
Qinghua Guo
1.1K
0
0
08 May 2025
SEVA: Leveraging Single-Step Ensemble of Vicinal Augmentations for Test-Time Adaptation
Zixuan Hu
Yichun Hu
Ling-yu Duan
TTA
314
1
0
07 May 2025
On-demand Test-time Adaptation for Edge Devices
Xiao Ma
Young D. Kwon
Dong-Lai Ma
TTA
188
1
0
02 May 2025
Test-time Correlation Alignment
Linjing You
Jiabao Lu
Xiayuan Huang
OOD
508
1
0
01 May 2025
Self-Bootstrapping for Versatile Test-Time Adaptation
Shuaicheng Niu
Guohao Chen
P. Zhao
Tianyi Wang
Pengcheng Wu
Zhiqi Shen
ViT
TTA
354
2
0
10 Apr 2025
TestDG: Test-time Domain Generalization for Continual Test-time Adaptation
Sohyun Lee
N. Kim
Juwon Kang
Seong Joon Oh
Suha Kwak
OOD
TTA
715
0
0
07 Apr 2025
Multifaceted Evaluation of Audio-Visual Capability for MLLMs: Effectiveness, Efficiency, Generalizability and Robustness
Yusheng Zhao
Junyu Luo
Zhiyuan Ning
Weizhi Zhang
Zhiping Xiao
Wei Ju
Philip S. Yu
Ming Zhang
AuLLM
317
0
0
03 Apr 2025
Test-time Adaptation for Foundation Medical Segmentation Model without Parametric Updates
Kecheng Chen
Xinyu Luo
Tiexin Qin
Jie Liu
Hui Liu
Victor Ho-Fun Lee
Hong Yan
Haoliang Li
OOD
MedIm
282
4
0
02 Apr 2025
FIESTA: Fisher Information-based Efficient Selective Test-time Adaptation
Mohammadmahdi Honarmand
O. Mutlu
Parnian Azizian
Saimourya Surabhi
Dennis Paul Wall
TTA
264
0
0
29 Mar 2025
SURGEON: Memory-Adaptive Fully Test-Time Adaptation via Dynamic Activation Sparsity
Computer Vision and Pattern Recognition (CVPR), 2025
Ke Ma
Jiaqi Tang
B. Guo
Fan Dang
Sicong Liu
...
Lei Wu
Cheng Fang
Ying-Cong Chen
Zhiwen Yu
Yunhao Liu
TTA
331
3
0
26 Mar 2025
LiDAR Remote Sensing Meets Weak Supervision: Concepts, Methods, and Perspectives
Yuan Gao
Shaobo Xia
Peijie Wang
Xiaohuan Xi
Sheng Nie
Cheng-Xiang Wang
428
1
0
24 Mar 2025
Jailbreaking the Non-Transferable Barrier via Test-Time Data Disguising
Computer Vision and Pattern Recognition (CVPR), 2025
Yongli Xiang
Ziming Hong
Lina Yao
Dadong Wang
Tongliang Liu
AAML
224
4
0
21 Mar 2025
Restoring Forgotten Knowledge in Non-Exemplar Class Incremental Learning through Test-Time Semantic Evolution
Haori Lu
Xusheng Cao
Linlan Huang
Enguang Wang
Fei Yang
Xialei Liu
CLL
234
0
0
21 Mar 2025
Progressive Test Time Energy Adaptation for Medical Image Segmentation
Xiaoran Zhang
Byung-Woo Hong
Hyoungseob Park
Daniel H. Pak
Anne-Marie Rickmann
Lawrence H. Staib
James S. Duncan
Alex Wong
OOD
MedIm
227
2
0
20 Mar 2025
LeanTTA: A Backpropagation-Free and Stateless Approach to Quantized Test-Time Adaptation on Edge Devices
Cynthia Dong
Hong Jia
Young D. Kwon
Georgios Rizos
Cecilia Mascolo
MQ
237
0
0
20 Mar 2025
Ferret: An Efficient Online Continual Learning Framework under Varying Memory Constraints
Computer Vision and Pattern Recognition (CVPR), 2025
Yuhao Zhou
Yuxin Tian
Jindi Lv
Mingjia Shi
Yuanxi Li
Qing Ye
Shuhao Zhang
Jiancheng Lv
CLL
272
1
0
15 Mar 2025
Test-Time Training Provably Improves Transformers as In-context Learners
Halil Alperen Gozeten
M. E. Ildiz
Xuechen Zhang
Mahdi Soltanolkotabi
Marco Mondelli
Samet Oymak
310
5
0
14 Mar 2025
Bayesian Test-Time Adaptation for Vision-Language Models
Computer Vision and Pattern Recognition (CVPR), 2025
Lihua Zhou
Mao Ye
Shuaifeng Li
Nianxin Li
Xiatian Zhu
Lei Deng
Hongbin Liu
Zhen Lei
BDL
VLM
TTA
507
9
0
12 Mar 2025
MT-NAM: An Efficient and Adaptive Model for Epileptic Seizure Detection
Arshia Afzal
Volkan Cevher
Mahsa Shoaran
242
0
0
11 Mar 2025
Q-PART: Quasi-Periodic Adaptive Regression with Test-time Training for Pediatric Left Ventricular Ejection Fraction Regression
Computer Vision and Pattern Recognition (CVPR), 2025
Jie Liu
Tiexin Qin
Hui Liu
Yilei Shi
Lichao Mou
Xiao Xiang Zhu
Shiqi Wang
Haoliang Li
269
0
0
06 Mar 2025
Attention Bootstrapping for Multi-Modal Test-Time Adaptation
AAAI Conference on Artificial Intelligence (AAAI), 2025
Yusheng Zhao
Junyu Luo
Xiao Luo
Jinsheng Huang
Jingyang Yuan
Zhiping Xiao
Min Zhang
TTA
293
2
0
04 Mar 2025
Smoothing the Shift: Towards Stable Test-Time Adaptation under Complex Multimodal Noises
International Conference on Learning Representations (ICLR), 2025
Zirun Guo
Tao Jin
TTA
311
8
0
04 Mar 2025
GenAnalysis: Joint Shape Analysis by Learning Man-Made Shape Generators with Deformation Regularizations
ACM Transactions on Graphics (TOG), 2025
Yuezhi Yang
Haitao Yang
Kiyohiro Nakayama
Xiangru Huang
Leonidas Guibas
Qixing Huang
213
0
0
02 Mar 2025
FoCTTA: Low-Memory Continual Test-Time Adaptation with Focus
Youbing Hu
Yun Cheng
Zimu Zhou
Anqi Lu
Zhiqiang Cao
Zhijun Li
TTA
225
2
0
28 Feb 2025
Model Adaptation: Unsupervised Domain Adaptation without Source Data
Computer Vision and Pattern Recognition (CVPR), 2020
Rui Li
Qianfen Jiao
Wenming Cao
Hau-San Wong
Si Wu
OOD
737
558
0
26 Feb 2025
GeneralizeFormer: Layer-Adaptive Model Generation across Test-Time Distribution Shifts
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2025
Sameer Ambekar
Zehao Xiao
Xiantong Zhen
Cees G. M. Snoek
OOD
426
2
0
15 Feb 2025
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