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Towards Stable Test-Time Adaptation in Dynamic Wild World

Towards Stable Test-Time Adaptation in Dynamic Wild World

International Conference on Learning Representations (ICLR), 2023
24 February 2023
Shuaicheng Niu
Jiaxiang Wu
Yifan Zhang
Z. Wen
Yaofo Chen
P. Zhao
Zhuliang Yu
    TTA
ArXiv (abs)PDFHTML

Papers citing "Towards Stable Test-Time Adaptation in Dynamic Wild World"

50 / 244 papers shown
A Survey on All-in-One Image Restoration: Taxonomy, Evaluation and Future Trends
A Survey on All-in-One Image Restoration: Taxonomy, Evaluation and Future TrendsIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024
Junjun Jiang
Zengyuan Zuo
Gang Wu
Kui Jiang
Xianming Liu
637
36
0
19 Oct 2024
SurgeryV2: Bridging the Gap Between Model Merging and Multi-Task
  Learning with Deep Representation Surgery
SurgeryV2: Bridging the Gap Between Model Merging and Multi-Task Learning with Deep Representation Surgery
Enneng Yang
Li Shen
Zhenyi Wang
G. Guo
Xingwei Wang
Xiaocun Cao
Jie Zhang
Dacheng Tao
MoMe
231
10
0
18 Oct 2024
Feature Augmentation based Test-Time Adaptation
Feature Augmentation based Test-Time AdaptationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024
Y. Cho
Youngrae Kim
Junho Yoon
Seunghoon Hong
Dongman Lee
TPMTTA
372
3
0
18 Oct 2024
Day-Night Adaptation: An Innovative Source-free Adaptation Framework for
  Medical Image Segmentation
Day-Night Adaptation: An Innovative Source-free Adaptation Framework for Medical Image Segmentation
Ziyang Chen
Yiwen Ye
Yongsheng Pan
Yong-quan Xia
357
0
0
17 Oct 2024
Dual Prototype Evolving for Test-Time Generalization of Vision-Language
  Models
Dual Prototype Evolving for Test-Time Generalization of Vision-Language ModelsNeural Information Processing Systems (NeurIPS), 2024
Ce Zhang
Simon Stepputtis
Katia Sycara
Yaqi Xie
VLM
265
23
0
16 Oct 2024
Is Less More? Exploring Token Condensation as Training-free Test-time Adaptation
Is Less More? Exploring Token Condensation as Training-free Test-time Adaptation
Zixin Wang
Dong Gong
Sen Wang
Zi Huang
Yadan Luo
VLM
389
0
0
16 Oct 2024
Evolutionary Retrofitting
Evolutionary RetrofittingACM Transactions on Evolutionary Learning and Optimization (ACM TELO), 2024
Mathurin Videau
M. Zameshina
Alessandro Leite
Laurent Najman
Marc Schoenauer
O. Teytaud
353
3
0
15 Oct 2024
Domain-Conditioned Transformer for Fully Test-time Adaptation
Domain-Conditioned Transformer for Fully Test-time AdaptationACM Multimedia (MM), 2024
Yushun Tang
Shuoshuo Chen
Jiyuan Jia
Yi Zhang
Zhihai He
327
3
0
14 Oct 2024
COME: Test-time adaption by Conservatively Minimizing Entropy
COME: Test-time adaption by Conservatively Minimizing EntropyInternational Conference on Learning Representations (ICLR), 2024
Qingyang Zhang
Yatao Bian
Xinke Kong
Peilin Zhao
Changqing Zhang
OODTTA
836
13
0
12 Oct 2024
MITA: Bridging the Gap between Model and Data for Test-time Adaptation
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
323
1
0
12 Oct 2024
AdaShadow: Responsive Test-time Model Adaptation in Non-stationary
  Mobile Environments
AdaShadow: Responsive Test-time Model Adaptation in Non-stationary Mobile EnvironmentsACM International Conference on Embedded Networked Sensor Systems (SenSys), 2024
Cheng Fang
Sicong Liu
Zimu Zhou
Bin Guo
Jiaqi Tang
Ke Ma
Zhiwen Yu
TTA
203
5
0
10 Oct 2024
Test-Time Intensity Consistency Adaptation for Shadow Detection
Test-Time Intensity Consistency Adaptation for Shadow DetectionInternational Conference on Neural Information Processing (ICONIP), 2024
Leyi Zhu
Weihuang Liu
Xinyi Chen
Zimeng Li
Xuhang Chen
Zhen Wang
Chi-Man Pun
TTA
325
19
0
10 Oct 2024
On the Adversarial Risk of Test Time Adaptation: An Investigation into Realistic Test-Time Data Poisoning
On the Adversarial Risk of Test Time Adaptation: An Investigation into Realistic Test-Time Data PoisoningInternational Conference on Learning Representations (ICLR), 2024
Yongyi Su
Yushu Li
Nanqing Liu
Kui Jia
Xulei Yang
Chuan-Sheng Foo
Xun Xu
TTAAAML
481
2
0
07 Oct 2024
Meta-TTT: A Meta-learning Minimax Framework For Test-Time Training
Meta-TTT: A Meta-learning Minimax Framework For Test-Time Training
Chen Tao
Li Shen
Soumik Mondal
218
1
0
02 Oct 2024
PASS:Test-Time Prompting to Adapt Styles and Semantic Shapes in Medical
  Image Segmentation
PASS:Test-Time Prompting to Adapt Styles and Semantic Shapes in Medical Image SegmentationIEEE Transactions on Medical Imaging (IEEE TMI), 2024
Chuyan Zhang
Hao Zheng
Xin You
Yefeng Zheng
Yun Gu
VLMOODMedIm
239
8
0
02 Oct 2024
Bi-TTA: Bidirectional Test-Time Adapter for Remote Physiological
  Measurement
Bi-TTA: Bidirectional Test-Time Adapter for Remote Physiological MeasurementEuropean Conference on Computer Vision (ECCV), 2024
Haodong Li
Hao Lu
Ying-Cong Chen
261
9
0
25 Sep 2024
Improving Adversarial Robustness for 3D Point Cloud Recognition at
  Test-Time through Purified Self-Training
Improving Adversarial Robustness for 3D Point Cloud Recognition at Test-Time through Purified Self-Training
Jinpeng Lin
Xulei Yang
Tianrui Li
Xun Xu
3DPC
209
1
0
23 Sep 2024
ETAGE: Enhanced Test Time Adaptation with Integrated Entropy and
  Gradient Norms for Robust Model Performance
ETAGE: Enhanced Test Time Adaptation with Integrated Entropy and Gradient Norms for Robust Model Performance
Afshar Shamsi
Rejisa Becirovic
A. Argha
Ehsan Abbasnejad
Hamid Alinejad-Rokny
Arash Mohammadi
TTAOOD
111
0
0
14 Sep 2024
Low-Resolution Face Recognition via Adaptable Instance-Relation
  Distillation
Low-Resolution Face Recognition via Adaptable Instance-Relation DistillationIEEE International Joint Conference on Neural Network (IJCNN), 2024
Ruixin Shi
Weijia Guo
Shiming Ge
CVBM
255
0
0
03 Sep 2024
Low Saturation Confidence Distribution-based Test-Time Adaptation for Cross-Domain Remote Sensing Image Classification
Low Saturation Confidence Distribution-based Test-Time Adaptation for Cross-Domain Remote Sensing Image ClassificationInternational Journal of Applied Earth Observation and Geoinformation (JAEOG), 2024
Yu Liang
Shilei Cao
Lixian Zhang
Jianxi Huang
Haohuan Fu
Haohuan Fu
TTA
387
10
0
29 Aug 2024
Dual-Path Adversarial Lifting for Domain Shift Correction in Online
  Test-time Adaptation
Dual-Path Adversarial Lifting for Domain Shift Correction in Online Test-time AdaptationEuropean Conference on Computer Vision (ECCV), 2024
Yushun Tang
Shuoshuo Chen
Zhihe Lu
Xinchao Wang
Zhihai He
393
2
0
26 Aug 2024
On-device Learning of EEGNet-based Network For Wearable Motor Imagery
  Brain-Computer Interface
On-device Learning of EEGNet-based Network For Wearable Motor Imagery Brain-Computer InterfaceInternational Workshop on the Semantic Web (SW), 2024
Sizhen Bian
Pixi Kang
Julian Moosmann
Mengxi Liu
Pietro Bonazzi
Roman Rosipal
Michele Magno
189
9
0
25 Aug 2024
Improving Out-of-Distribution Data Handling and Corruption Resistance
  via Modern Hopfield Networks
Improving Out-of-Distribution Data Handling and Corruption Resistance via Modern Hopfield NetworksInternational Conference on Pattern Recognition (ICPR), 2024
Saleh Sargolzaei
Luis Rueda
OODAAML
237
0
0
21 Aug 2024
Source-Free Test-Time Adaptation For Online Surface-Defect Detection
Source-Free Test-Time Adaptation For Online Surface-Defect DetectionInternational Conference on Pattern Recognition (ICPR), 2024
Yiran Song
Qianyu Zhou
Lizhuang Ma
TTA
268
2
0
18 Aug 2024
DATTA: Domain Diversity Aware Test-Time Adaptation for Dynamic Domain Shift Data Streams
DATTA: Domain Diversity Aware Test-Time Adaptation for Dynamic Domain Shift Data Streams
Chuyang Ye
Dongyan Wei
Zhendong Liu
Yuanyi Pang
Yixi Lin
Jiarong Liao
Qinting Jiang
Xianghua Fu
TTA
382
0
0
15 Aug 2024
Protected Test-Time Adaptation via Online Entropy Matching: A Betting Approach
Protected Test-Time Adaptation via Online Entropy Matching: A Betting ApproachNeural Information Processing Systems (NeurIPS), 2024
Yarin Bar
Shalev Shaer
Yaniv Romano
TTAOOD
425
12
0
14 Aug 2024
Gradient Alignment Improves Test-Time Adaptation for Medical Image
  Segmentation
Gradient Alignment Improves Test-Time Adaptation for Medical Image SegmentationAAAI Conference on Artificial Intelligence (AAAI), 2024
Ziyang Chen
Yiwen Ye
Yongsheng Pan
Yong Xia
232
6
0
14 Aug 2024
Efficient Test-Time Prompt Tuning for Vision-Language Models
Efficient Test-Time Prompt Tuning for Vision-Language Models
Yuhan Zhu
Guozhen Zhang
Chen Xu
Haocheng Shen
Xiaoxin Chen
Gangshan Wu
Limin Wang
VLM
281
8
0
11 Aug 2024
CloudFixer: Test-Time Adaptation for 3D Point Clouds via
  Diffusion-Guided Geometric Transformation
CloudFixer: Test-Time Adaptation for 3D Point Clouds via Diffusion-Guided Geometric Transformation
Hajin Shim
Changhun Kim
Eunho Yang
TTA
214
10
0
23 Jul 2024
STAMP: Outlier-Aware Test-Time Adaptation with Stable Memory Replay
STAMP: Outlier-Aware Test-Time Adaptation with Stable Memory Replay
Yongcan Yu
Lijun Sheng
Ran He
Jian Liang
TTA
303
12
0
22 Jul 2024
Harmonizing Flows: Leveraging normalizing flows for unsupervised and
  source-free MRI harmonization
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
217
4
0
22 Jul 2024
Is user feedback always informative? Retrieval Latent Defending for
  Semi-Supervised Domain Adaptation without Source Data
Is user feedback always informative? Retrieval Latent Defending for Semi-Supervised Domain Adaptation without Source Data
Junha Song
Tae Soo Kim
Junha Kim
Gunhee Nam
Thijs Kooi
Jaegul Choo
327
4
0
22 Jul 2024
Realistic Evaluation of Test-Time Adaptation Algorithms: Unsupervised
  Hyperparameter Selection
Realistic Evaluation of Test-Time Adaptation Algorithms: Unsupervised Hyperparameter Selection
Sebastian Cygert
Damian Sójka
Tomasz Trzciñski
Bartlomiej Twardowski
279
0
0
19 Jul 2024
Memory-Efficient Pseudo-Labeling for Online Source-Free Universal Domain
  Adaptation using a Gaussian Mixture Model
Memory-Efficient Pseudo-Labeling for Online Source-Free Universal Domain Adaptation using a Gaussian Mixture Model
Pascal Schlachter
Simon Wagner
Bin Yang
TTA
315
4
0
19 Jul 2024
Fully Test-Time rPPG Estimation via Synthetic Signal-Guided Feature
  Learning
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
OODTTA
440
5
0
18 Jul 2024
Calibrated Diverse Ensemble Entropy Minimization for Robust Test-Time
  Adaptation in Prostate Cancer Detection
Calibrated Diverse Ensemble Entropy Minimization for Robust Test-Time Adaptation in Prostate Cancer Detection
Mahdi Gilany
Mohamed Harmanani
P. Wilson
Minh-Son To
A. Jamzad
Fahimeh Fooladgar
Brian Wodlinger
Purang Abolmaesumi
Parvin Mousavi
OOD
164
0
0
17 Jul 2024
Distribution Alignment for Fully Test-Time Adaptation with Dynamic
  Online Data Streams
Distribution Alignment for Fully Test-Time Adaptation with Dynamic Online Data Streams
Ziqiang Wang
Zhixiang Chi
Yanan Wu
Li Gu
Zhi Liu
Konstantinos Plataniotis
Yang Wang
OODTTA
282
8
0
16 Jul 2024
Reshaping the Online Data Buffering and Organizing Mechanism for
  Continual Test-Time Adaptation
Reshaping the Online Data Buffering and Organizing Mechanism for Continual Test-Time Adaptation
Zhilin Zhu
Xiaopeng Hong
Zhiheng Ma
Weijun Zhuang
Yaohui Ma
Yong Dai
Yaowei Wang
CLLTTA
306
7
0
12 Jul 2024
Enhanced Model Robustness to Input Corruptions by Per-corruption
  Adaptation of Normalization Statistics
Enhanced Model Robustness to Input Corruptions by Per-corruption Adaptation of Normalization Statistics
Elena Camuffo
Umberto Michieli
Simone Milani
J. Moon
Mete Ozay
357
1
0
08 Jul 2024
Knowledge Composition using Task Vectors with Learned Anisotropic
  Scaling
Knowledge Composition using Task Vectors with Learned Anisotropic Scaling
Frederic Z. Zhang
Paul Albert
Cristian Rodriguez-Opazo
Anton van den Hengel
Ehsan Abbasnejad
MoMe
272
26
0
03 Jul 2024
Parameter-Selective Continual Test-Time Adaptation
Parameter-Selective Continual Test-Time Adaptation
Jiaxu Tian
Fan Lyu
TTACLL
264
3
0
02 Jul 2024
A Data-Centric Perspective on Evaluating Machine Learning Models for
  Tabular Data
A Data-Centric Perspective on Evaluating Machine Learning Models for Tabular Data
Andrej Tschalzev
Sascha Marton
Stefan Lüdtke
Christian Bartelt
Heiner Stuckenschmidt
LMTD
367
10
0
02 Jul 2024
Learning Visual Conditioning Tokens to Correct Domain Shift for Fully
  Test-time Adaptation
Learning Visual Conditioning Tokens to Correct Domain Shift for Fully Test-time Adaptation
Yushun Tang
Shuoshuo Chen
Zhehan Kan
Yi Zhang
Qinghai Guo
Zhihai He
314
5
0
27 Jun 2024
MOS: Model Synergy for Test-Time Adaptation on LiDAR-Based 3D Object Detection
MOS: Model Synergy for Test-Time Adaptation on LiDAR-Based 3D Object Detection
Zhuoxiao Chen
Junjie Meng
Mahsa Baktashmotlagh
Yonggang Zhang
Zi Huang
Yadan Luo
610
3
0
21 Jun 2024
DPO: Dual-Perturbation Optimization for Test-time Adaptation in 3D
  Object Detection
DPO: Dual-Perturbation Optimization for Test-time Adaptation in 3D Object Detection
Zhuoxiao Chen
Zixin Wang
Yadan Luo
Sen Wang
Zi Huang
AAML3DPC
196
3
0
19 Jun 2024
Controlling Forgetting with Test-Time Data in Continual Learning
Controlling Forgetting with Test-Time Data in Continual Learning
Vaibhav Singh
Rahaf Aljundi
Eugene Belilovsky
CLLVLMKELM
276
6
0
19 Jun 2024
BaFTA: Backprop-Free Test-Time Adaptation For Zero-Shot Vision-Language
  Models
BaFTA: Backprop-Free Test-Time Adaptation For Zero-Shot Vision-Language Models
Xuefeng Hu
Ke Zhang
Min Sun
Albert Y. C. Chen
Cheng-Hao Kuo
Ram Nevatia
VLM
154
3
0
17 Jun 2024
Continual Test-time Adaptation for End-to-end Speech Recognition on
  Noisy Speech
Continual Test-time Adaptation for End-to-end Speech Recognition on Noisy Speech
Guan-Ting Lin
Wei-Ping Huang
Hung-yi Lee
VLMTTA
172
8
0
16 Jun 2024
OT-VP: Optimal Transport-guided Visual Prompting for Test-Time
  Adaptation
OT-VP: Optimal Transport-guided Visual Prompting for Test-Time Adaptation
Yunbei Zhang
Akshay Mehra
Jihun Hamm
VLM
302
12
0
12 Jun 2024
Learning Domain-Invariant Features for Out-of-Context News Detection
Learning Domain-Invariant Features for Out-of-Context News Detection
Yimeng Gu
Mengqi Zhang
Ignacio Castro
Shu Wu
Gareth Tyson
277
6
0
11 Jun 2024
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