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2201.05718
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Parameter-free Online Test-time Adaptation
Computer Vision and Pattern Recognition (CVPR), 2022
15 January 2022
Malik Boudiaf
Romain Mueller
Ismail Ben Ayed
Luca Bertinetto
TTA
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ArXiv (abs)
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Github (71★)
Papers citing
"Parameter-free Online Test-time Adaptation"
50 / 122 papers shown
Forget Less, Retain More: A Lightweight Regularizer for Rehearsal-Based Continual Learning
Lama Alssum
Hasan Hammoud
Motasem Alfarra
Juan Carlos León Alcázar
Bernard Ghanem
CLL
VLM
284
0
0
01 Dec 2025
Uncover and Unlearn Nuisances: Agnostic Fully Test-Time Adaptation
Machine-mediated learning (ML), 2025
Ponhvoan Srey
Yaxin Shi
Hangwei Qian
Jing Li
Ivor Tsang
TTA
250
0
0
16 Nov 2025
EdgeSync: Accelerating Edge-Model Updates for Data Drift through Adaptive Continuous Learning
Runchu Donga
Peng Zhao
Guiqin Wang
Nan Qi
Jie Lin
156
0
0
18 Oct 2025
Efficient Test-Time Adaptation through Latent Subspace Coefficients Search
Xinyu Luo
Jie Liu
Kecheng Chen
Junyi Yang
Bo Ding
Arindam Basu
Haoliang Li
146
0
0
13 Oct 2025
Test-Time Adaptation by Causal Trimming
Yingnan Liu
Rui Qiao
Mong-Li Lee
Wynne Hsu
CML
TTA
294
1
0
13 Oct 2025
Beyond Spectral Peaks: Interpreting the Cues Behind Synthetic Image Detection
S. Mandelli
Diego Vila-Portela
David Vázquez-Padín
Paolo Bestagini
Fernando Perez-Gonzalez
AAML
183
2
0
07 Oct 2025
TRUST: Test-Time Refinement using Uncertainty-Guided SSM Traverses
Sahar Dastani
Ali Bahri
G. A. V. Hakim
Moslem Yazdanpanah
Mehrdad Noori
David Osowiechi
Samuel Barbeau
Ismail Ben Ayed
H. Lombaert
Christian Desrosiers
TTA
268
0
0
26 Sep 2025
Purge-Gate: Backpropagation-Free Test-Time Adaptation for Point Clouds Classification via Token Purging
Moslem Yazdanpanah
Ali Bahri
Mehrdad Noori
Sahar Dastani
G. A. V. Hakim
David Osowiechi
Ismail Ben Ayed
Christian Desrosiers
3DPC
TTA
320
2
0
11 Sep 2025
ADVMEM: Adversarial Memory Initialization for Realistic Test-Time Adaptation via Tracklet-Based Benchmarking
Shyma Alhuwaider
Motasem Alfarra
Juan C. Pérez
Merey Ramazanova
Bernard Ghanem
TTA
264
0
0
02 Sep 2025
Adaptive Dual Uncertainty Optimization: Boosting Monocular 3D Object Detection under Test-Time Shifts
Zixuan Hu
Dongxiao Li
Cheng Wang
Bin Wang
Xiaotong Li
Wenhan Yang
Ling-yu Duan
149
0
0
28 Aug 2025
Hierarchical Adaptive networks with Task vectors for Test-Time Adaptation
Sameer Ambekar
Daniel M. Lang
Julia A. Schnabel
Daniel M. Lang
Julia A. Schnabel
TTA
165
0
0
11 Aug 2025
Neutralizing Token Aggregation via Information Augmentation for Efficient Test-Time Adaptation
Yizhe Xiong
Zihan Zhou
Yiwen Liang
H. Chen
Zijia Lin
Tianxiang Hao
Fan Zhang
Jungong Han
Guiguang Ding
272
0
0
05 Aug 2025
3D Test-time Adaptation via Graph Spectral Driven Point Shift
Xin Wei
Qin Yang
Yijie Fang
Mingrui Zhu
N. Wang
TTA
3DPC
362
0
0
24 Jul 2025
Monitoring Risks in Test-Time Adaptation
Mona Schirmer
Metod Jazbec
C. A. Naesseth
Eric T. Nalisnick
TTA
612
4
0
11 Jul 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
168
2
0
14 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
322
6
0
08 Jun 2025
Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation
Zixuan Hu
Yichun Hu
Xiaotong Li
Shixiang Tang
Ling-yu Duan
364
6
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
494
32
0
27 May 2025
Frequency Composition for Compressed and Domain-Adaptive Neural Networks
Yoojin Kwon
Hongjun Suh
Wooseok Lee
Taesik Gong
Songyi Han
Hyung-Sin Kim
320
0
0
27 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
473
0
0
24 May 2025
DART
3
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3
: Leveraging Distance for Test Time Adaptation in Person Re-Identification
Rajarshi Bhattacharya
Shakeeb Murtaza
Christian Desrosiers
Jose Dolz
Maguelonne Heritier
Mohammadhadi Shateri
TTA
286
0
0
23 May 2025
Ranked Entropy Minimization for Continual Test-Time Adaptation
Jisu Han
Jaemin Na
Wonjun Hwang
TTA
389
9
0
22 May 2025
The Unreasonable Effectiveness of Entropy Minimization in LLM Reasoning
Shivam Agarwal
Zimin Zhang
Lifan Yuan
Jiawei Han
Yuan Yao
572
125
0
21 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
OOD
TTA
1.1K
0
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08 May 2025
Multi-label classification for multi-temporal, multi-spatial coral reef condition monitoring using vision foundation model with adapter learning
Xinlei Shao
Hongruixuan Chen
Fan Zhao
Kirsty Magson
Jundong Chen
Peiran Li
Jingchao Wang
Jun Sasaki
374
12
0
29 Mar 2025
SCAP: Transductive Test-Time Adaptation via Supportive Clique-based Attribute Prompting
Computer Vision and Pattern Recognition (CVPR), 2025
Chenyu Zhang
Kunlun Xu
Zichen Liu
Yuxin Peng
Jiahuan Zhou
VLM
431
9
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17 Mar 2025
Test-Time Discovery via Hashing Memory
Fan Lyu
Tianle Liu
Zheng Zhang
Fuyuan Hu
Liang Wang
TTA
364
0
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12 Mar 2025
MT-NAM: An Efficient and Adaptive Model for Epileptic Seizure Detection
Arshia Afzal
Volkan Cevher
Mahsa Shoaran
292
0
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11 Mar 2025
Space Rotation with Basis Transformation for Training-free Test-Time Adaptation
Chenhao Ding
Xinyuan Gao
Songlin Dong
Yuhang He
Qiang Wang
Xiang Song
Alex C. Kot
Yihong Gong
TTA
VLM
347
1
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27 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
884
572
0
26 Feb 2025
Structural Alignment Improves Graph Test-Time Adaptation
Hans Hao-Hsun Hsu
Shikun Liu
Han Zhao
Pan Li
OOD
TTA
1.0K
0
0
25 Feb 2025
Realistic Test-Time Adaptation of Vision-Language Models
Computer Vision and Pattern Recognition (CVPR), 2025
Maxime Zanella
Clément Fuchs
Christophe De Vleeschouwer
Ismail Ben Ayed
VLM
TTA
216
9
0
08 Jan 2025
Exploring Structured Semantic Priors Underlying Diffusion Score for Test-time Adaptation
Neural Information Processing Systems (NeurIPS), 2025
Mingjia Li
Shuang Li
Tongrui Su
Longhui Yuan
Jian Liang
Wei Li
DiffM
336
0
0
03 Jan 2025
Test-Time Adaptation in Point Clouds: Leveraging Sampling Variation with Weight Averaging
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024
Ali Bahri
Moslem Yazdanpanah
Mehrdad Noori
Sahar Dastani Oghani
Milad Cheraghalikhani
David Osowiech
Farzad Beizaee
G. A. V. Hakim
Ismail ben Ayed
Christian Desrosiers
3DPC
TTA
508
7
0
31 Dec 2024
T-TIME: Test-Time Information Maximization Ensemble for Plug-and-Play BCIs
IEEE Transactions on Biomedical Engineering (IEEE Trans. Biomed. Eng.), 2023
Siyang Li
Ziwei Wang
Hanbin Luo
L. Ding
Dongrui Wu
433
35
0
10 Dec 2024
Improving Batch Normalization with TTA for Robust Object Detection in Self-Driving
Dacheng Liao
Mengshi Qi
Liang Liu
Huadong Ma
355
0
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28 Nov 2024
Label Distribution Shift-Aware Prediction Refinement for Test-Time Adaptation
M-U Jang
Hye Won Chung
TTA
1.1K
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Dual Prototype Evolving for Test-Time Generalization of Vision-Language Models
Neural Information Processing Systems (NeurIPS), 2024
Ce Zhang
Simon Stepputtis
Katia Sycara
Yaqi Xie
VLM
340
34
0
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COME: Test-time adaption by Conservatively Minimizing Entropy
International Conference on Learning Representations (ICLR), 2024
Qingyang Zhang
Yatao Bian
Xinke Kong
Peilin Zhao
Changqing Zhang
OOD
TTA
878
22
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12 Oct 2024
MITA: Bridging the Gap between Model and Data for Test-time Adaptation
Yige Yuan
Bingbing Xu
Teng Xiao
Liang Hou
Fei Sun
Huawei Shen
Xueqi Cheng
TTA
416
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12 Oct 2024
DOTA: Distributional Test-Time Adaptation of Vision-Language Models
Zongbo Han
Jialong Yang
Guangyu Wang
Junfan Li
Qianli Xu
Mike Zheng Shou
Changqing Zhang
TTA
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537
13
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28 Sep 2024
UL-VIO: Ultra-lightweight Visual-Inertial Odometry with Noise Robust Test-time Adaptation
European Conference on Computer Vision (ECCV), 2024
Jinho Park
Se Young Chun
Mingoo Seok
TTA
316
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19 Sep 2024
Low Saturation Confidence Distribution-based Test-Time Adaptation for Cross-Domain Remote Sensing Image Classification
International Journal of Applied Earth Observation and Geoinformation (JAEOG), 2024
Yu Liang
Shilei Cao
Lixian Zhang
Jianxi Huang
Haohuan Fu
Haohuan Fu
TTA
442
12
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29 Aug 2024
Improving Out-of-Distribution Data Handling and Corruption Resistance via Modern Hopfield Networks
International Conference on Pattern Recognition (ICPR), 2024
Saleh Sargolzaei
Luis Rueda
OOD
AAML
267
0
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21 Aug 2024
UniTTA: Unified Benchmark and Versatile Framework Towards Realistic Test-Time Adaptation
Chaoqun Du
Yulin Wang
Jiayi Guo
Yizeng Han
Jie Zhou
Gao Huang
TTA
284
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29 Jul 2024
CloudFixer: Test-Time Adaptation for 3D Point Clouds via Diffusion-Guided Geometric Transformation
Hajin Shim
Changhun Kim
Eunho Yang
TTA
305
12
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23 Jul 2024
STAMP: Outlier-Aware Test-Time Adaptation with Stable Memory Replay
Yongcan Yu
Lijun Sheng
Ran He
Jian Liang
TTA
395
16
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22 Jul 2024
Harmonizing Flows: Leveraging normalizing flows for unsupervised and source-free MRI harmonization
Farzad Beizaee
Gregory A. Lodygensky
Chris L Adamson
Deanne K. Thompson
Jeanie L. Y. Cheong
Peter J. Anderso
Christian Desrosiers
Jose Dolz
257
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22 Jul 2024
Realistic Evaluation of Test-Time Adaptation Algorithms: Unsupervised Hyperparameter Selection
Sebastian Cygert
Damian Sójka
Tomasz Trzciñski
Bartlomiej Twardowski
321
0
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19 Jul 2024
Fully Test-Time rPPG Estimation via Synthetic Signal-Guided Feature Learning
Pei-Kai Huang
Tzu-Hsien Chen
Ya-Ting Chan
Kuan-Wen Chen
Chiou-Ting Hsu
OOD
TTA
519
7
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18 Jul 2024
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