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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 / 242 papers shown
Title
Fully Test-Time Adaptation for Monocular 3D Object Detection
Fully Test-Time Adaptation for Monocular 3D Object Detection
Hongbin Lin
Yifan Zhang
Shuaicheng Niu
Shuguang Cui
Zhen Li
257
2
0
30 May 2024
Exploring Human-in-the-Loop Test-Time Adaptation by Synergizing Active
  Learning and Model Selection
Exploring Human-in-the-Loop Test-Time Adaptation by Synergizing Active Learning and Model Selection
Yushu Li
Yongyi Su
Xulei Yang
Kui Jia
Xun Xu
TTA
194
0
0
29 May 2024
Frustratingly Easy Test-Time Adaptation of Vision-Language Models
Frustratingly Easy Test-Time Adaptation of Vision-Language Models
Matteo Farina
Gianni Franchi
Giovanni Iacca
Goran Frehse
Elisa Ricci
VLM
251
21
0
28 May 2024
Reliable Source Approximation: Source-Free Unsupervised Domain
  Adaptation for Vestibular Schwannoma MRI Segmentation
Reliable Source Approximation: Source-Free Unsupervised Domain Adaptation for Vestibular Schwannoma MRI Segmentation
Hongye Zeng
Ke Zou
Zhihao Chen
Ru Zheng
Huazhu Fu
MedImDiffM
204
9
0
25 May 2024
A Lost Opportunity for Vision-Language Models: A Comparative Study of
  Online Test-time Adaptation for Vision-Language Models
A Lost Opportunity for Vision-Language Models: A Comparative Study of Online Test-time Adaptation for Vision-Language Models
Mario Döbler
Robert A. Marsden
Tobias Raichle
Bin Yang
VLM
176
9
0
23 May 2024
Towards Clinician-Preferred Segmentation: Leveraging Human-in-the-Loop
  for Test Time Adaptation in Medical Image Segmentation
Towards Clinician-Preferred Segmentation: Leveraging Human-in-the-Loop for Test Time Adaptation in Medical Image Segmentation
Shishuai Hu
Zehui Liao
Zeyou Liu
Yong-quan Xia
OOD
209
3
0
14 May 2024
Enhanced Online Test-time Adaptation with Feature-Weight Cosine
  Alignment
Enhanced Online Test-time Adaptation with Feature-Weight Cosine Alignment
Weiqin Chuah
Ruwan Tennakoon
A. Bab-Hadiashar
161
1
0
12 May 2024
The Entropy Enigma: Success and Failure of Entropy Minimization
The Entropy Enigma: Success and Failure of Entropy MinimizationInternational Conference on Machine Learning (ICML), 2024
Ori Press
Ravid Shwartz-Ziv
Yann LeCun
Matthias Bethge
UQCV
437
21
0
08 May 2024
Domain-Specific Block Selection and Paired-View Pseudo-Labeling for
  Online Test-Time Adaptation
Domain-Specific Block Selection and Paired-View Pseudo-Labeling for Online Test-Time Adaptation
Yeonguk Yu
Sungho Shin
S. Back
Minhwan Ko
Sangjun Noh
Kyoobin Lee
TTAOOD
230
8
0
17 Apr 2024
Resolve Domain Conflicts for Generalizable Remote Physiological
  Measurement
Resolve Domain Conflicts for Generalizable Remote Physiological Measurement
Weiyu Sun
Xinyu Zhang
Hao Lu
Ying-Cong Chen
Yun Ge
Xiao-Lin Huang
Jie Yuan
Yingcong Chen
226
15
0
11 Apr 2024
Unified Entropy Optimization for Open-Set Test-Time Adaptation
Unified Entropy Optimization for Open-Set Test-Time Adaptation
Zhengqing Gao
Xu-Yao Zhang
Cheng-Lin Liu
TTA
221
13
0
09 Apr 2024
Active Test-Time Adaptation: Theoretical Analyses and An Algorithm
Active Test-Time Adaptation: Theoretical Analyses and An Algorithm
Shurui Gui
Xiner Li
Shuiwang Ji
TTA
292
21
0
07 Apr 2024
Test-Time Model Adaptation with Only Forward Passes
Test-Time Model Adaptation with Only Forward PassesInternational Conference on Machine Learning (ICML), 2024
Shuaicheng Niu
Chunyan Miao
Guohao Chen
Pengcheng Wu
Peilin Zhao
TTA
336
53
0
02 Apr 2024
AETTA: Label-Free Accuracy Estimation for Test-Time Adaptation
AETTA: Label-Free Accuracy Estimation for Test-Time Adaptation
Taeckyung Lee
Sorn Chottananurak
Taesik Gong
Sung-Ju Lee
213
7
0
01 Apr 2024
MedBN: Robust Test-Time Adaptation against Malicious Test Samples
MedBN: Robust Test-Time Adaptation against Malicious Test Samples
Hyejin Park
Jeongyeon Hwang
Sunung Mun
Sangdon Park
Jungseul Ok
AAMLTTAOOD
213
7
0
28 Mar 2024
Backpropagation-free Network for 3D Test-time Adaptation
Backpropagation-free Network for 3D Test-time Adaptation
Yanshuo Wang
A. Cheraghian
Zeeshan Hayder
Jie Hong
Sameera Ramasinghe
Shafin Rahman
David Ahmedt-Aristizabal
Xuesong Li
Lars Petersson
Mehrtash Harandi
TTA
234
9
0
27 Mar 2024
Just Shift It: Test-Time Prototype Shifting for Zero-Shot Generalization
  with Vision-Language Models
Just Shift It: Test-Time Prototype Shifting for Zero-Shot Generalization with Vision-Language Models
Elaine Sui
Xiaohan Wang
Serena Yeung-Levy
VLM
240
20
0
19 Mar 2024
TTT-KD: Test-Time Training for 3D Semantic Segmentation through
  Knowledge Distillation from Foundation Models
TTT-KD: Test-Time Training for 3D Semantic Segmentation through Knowledge Distillation from Foundation ModelsInternational Conference on 3D Vision (3DV), 2024
Lisa Weijler
Muhammad Jehanzeb Mirza
Leon Sick
Can Ekkazan
Pedro Hermosilla
TTA
230
2
0
18 Mar 2024
Uncertainty-Calibrated Test-Time Model Adaptation without Forgetting
Uncertainty-Calibrated Test-Time Model Adaptation without Forgetting
Zhuliang Yu
Guohao Chen
Jiaxiang Wu
Yifan Zhang
Yaofo Chen
Peilin Zhao
Shuaicheng Niu
TTAOOD
279
8
0
18 Mar 2024
Efficient Diffusion-Driven Corruption Editor for Test-Time Adaptation
Efficient Diffusion-Driven Corruption Editor for Test-Time Adaptation
Yeongtak Oh
Jonghyun Lee
Jooyoung Choi
Dahuin Jung
Uiwon Hwang
Sungroh Yoon
TTADiffM
251
6
0
16 Mar 2024
Entropy is not Enough for Test-Time Adaptation: From the Perspective of
  Disentangled Factors
Entropy is not Enough for Test-Time Adaptation: From the Perspective of Disentangled FactorsInternational Conference on Learning Representations (ICLR), 2024
Jonghyun Lee
Dahuin Jung
Saehyung Lee
Junsung Park
Juhyeon Shin
Uiwon Hwang
Sungroh Yoon
TTAAAML
167
81
0
12 Mar 2024
Interactive Test-Time Adaptation with Reliable Spatial-Temporal Voxels for Multi-Modal Segmentation
Interactive Test-Time Adaptation with Reliable Spatial-Temporal Voxels for Multi-Modal Segmentation
Haozhi Cao
Yuecong Xu
Pengyu Yin
Xingyu Ji
Xingyu Ji
Jianfei Yang
Lihua Xie
TTA
78
0
0
11 Mar 2024
Mitigating the Bias in the Model for Continual Test-Time Adaptation
Mitigating the Bias in the Model for Continual Test-Time Adaptation
Inseop Chung
Kyomin Hwang
Jayeon Yoo
Nojun Kwak
TTA
241
0
0
02 Mar 2024
A Modular System for Enhanced Robustness of Multimedia Understanding
  Networks via Deep Parametric Estimation
A Modular System for Enhanced Robustness of Multimedia Understanding Networks via Deep Parametric Estimation
F. Barbato
Umberto Michieli
Mehmet Karim Yucel
Pietro Zanuttigh
Mete Ozay
282
2
0
28 Feb 2024
Towards Robust and Efficient Cloud-Edge Elastic Model Adaptation via
  Selective Entropy Distillation
Towards Robust and Efficient Cloud-Edge Elastic Model Adaptation via Selective Entropy Distillation
Yaofo Chen
Shuaicheng Niu
Yaowei Wang
Shoukai Xu
Hengjie Song
Zhuliang Yu
290
13
0
27 Feb 2024
Deployment Prior Injection for Run-time Calibratable Object Detection
Deployment Prior Injection for Run-time Calibratable Object Detection
Mo Zhou
Yiding Yang
Haoxiang Li
Vishal M. Patel
Gang Hua
208
0
0
27 Feb 2024
Training-free image style alignment for self-adapting domain shift on
  handheld ultrasound devices
Training-free image style alignment for self-adapting domain shift on handheld ultrasound devices
Hongye Zeng
K. Zou
Zhihao Chen
Yuchong Gao
Hongbo Chen
...
Rick Siow Mong Goh
Yong-Jin Liu
Chang Jiang
Ru Zheng
Huazhu Fu
OOD
206
0
0
17 Feb 2024
Any-Shift Prompting for Generalization over Distributions
Any-Shift Prompting for Generalization over Distributions
Zehao Xiao
Jiayi Shen
Mohammad Mahdi Derakhshani
Tianran Ouyang
Cees G. M. Snoek
OODVPVLMVLM
308
20
0
15 Feb 2024
Medical Image Segmentation with InTEnt: Integrated Entropy Weighting for
  Single Image Test-Time Adaptation
Medical Image Segmentation with InTEnt: Integrated Entropy Weighting for Single Image Test-Time Adaptation
Haoyu Dong
Nicholas Konz
Han Gu
Maciej A. Mazurowski
OOD
253
8
0
14 Feb 2024
Gradient Alignment with Prototype Feature for Fully Test-time Adaptation
Gradient Alignment with Prototype Feature for Fully Test-time Adaptation
Juhyeon Shin
Jonghyun Lee
Saehyung Lee
Minjun Park
Dongjun Lee
Uiwon Hwang
Sungroh Yoon
129
1
0
14 Feb 2024
BECoTTA: Input-dependent Online Blending of Experts for Continual
  Test-time Adaptation
BECoTTA: Input-dependent Online Blending of Experts for Continual Test-time Adaptation
Daeun Lee
Jaehong Yoon
Sung Ju Hwang
CLLTTA
322
19
0
13 Feb 2024
Step-On-Feet Tuning: Scaling Self-Alignment of LLMs via Bootstrapping
Step-On-Feet Tuning: Scaling Self-Alignment of LLMs via Bootstrapping
Haoyu Wang
Guozheng Ma
Ziqiao Meng
Zeyu Qin
Li Shen
...
Liu Liu
Yatao Bian
Qifeng Bai
Xueqian Wang
Peilin Zhao
213
18
0
12 Feb 2024
COMET: Contrastive Mean Teacher for Online Source-Free Universal Domain
  Adaptation
COMET: Contrastive Mean Teacher for Online Source-Free Universal Domain Adaptation
Pascal Schlachter
Bin Yang
168
5
0
31 Jan 2024
Resilient Practical Test-Time Adaptation: Soft Batch Normalization
  Alignment and Entropy-driven Memory Bank
Resilient Practical Test-Time Adaptation: Soft Batch Normalization Alignment and Entropy-driven Memory Bank
Xingzhi Zhou
Zhiliang Tian
Ka Chun Cheung
Simon See
Nevin L. Zhang
169
3
0
26 Jan 2024
Un-Mixing Test-Time Normalization Statistics: Combatting Label Temporal
  Correlation
Un-Mixing Test-Time Normalization Statistics: Combatting Label Temporal CorrelationInternational Conference on Learning Representations (ICLR), 2024
Devavrat Tomar
Guillaume Vray
Jean-Philippe Thiran
Behzad Bozorgtabar
186
8
0
16 Jan 2024
Decoupled Prototype Learning for Reliable Test-Time Adaptation
Decoupled Prototype Learning for Reliable Test-Time AdaptationIEEE transactions on multimedia (IEEE TMM), 2024
Guowei Wang
Changxing Ding
Wentao Tan
Zhuliang Yu
VLM
219
5
0
15 Jan 2024
Plug-and-Play Transformer Modules for Test-Time Adaptation
Plug-and-Play Transformer Modules for Test-Time Adaptation
Xiangyu Chang
Sk. Miraj Ahmed
S. Krishnamurthy
Başak Güler
A. Swami
Samet Oymak
Amit K. Roy-Chowdhury
444
0
0
06 Jan 2024
Diversity-aware Buffer for Coping with Temporally Correlated Data
  Streams in Online Test-time Adaptation
Diversity-aware Buffer for Coping with Temporally Correlated Data Streams in Online Test-time AdaptationIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024
Mario Döbler
Florian Marencke
Robert A. Marsden
Bin Yang
TTA
145
4
0
02 Jan 2024
Continual-MAE: Adaptive Distribution Masked Autoencoders for Continual
  Test-Time Adaptation
Continual-MAE: Adaptive Distribution Masked Autoencoders for Continual Test-Time Adaptation
Jiaming Liu
Ran Xu
Senqiao Yang
Renrui Zhang
Qizhe Zhang
Zehui Chen
Yandong Guo
Shanghang Zhang
TTA
201
26
0
19 Dec 2023
Unraveling Batch Normalization for Realistic Test-Time Adaptation
Unraveling Batch Normalization for Realistic Test-Time AdaptationAAAI Conference on Artificial Intelligence (AAAI), 2023
A. Mondal
Jingwei Guo
B. Roy
C. Roy
Qiufeng Wang
Kevin A. Schneider
215
9
0
15 Dec 2023
What, How, and When Should Object Detectors Update in Continually
  Changing Test Domains?
What, How, and When Should Object Detectors Update in Continually Changing Test Domains?Computer Vision and Pattern Recognition (CVPR), 2023
Jayeon Yoo
Dongkwan Lee
Inseop Chung
Donghyun Kim
Nojun Kwak
OODVLMTTA
230
11
0
12 Dec 2023
Singular Value Penalization and Semantic Data Augmentation for Fully
  Test-Time Adaptation
Singular Value Penalization and Semantic Data Augmentation for Fully Test-Time Adaptation
Houcheng Su
Daixian Liu
Mengzhu Wang
Wei Wang
TTA
222
2
0
10 Dec 2023
Few Clicks Suffice: Active Test-Time Adaptation for Semantic
  Segmentation
Few Clicks Suffice: Active Test-Time Adaptation for Semantic Segmentation
Longhui Yuan
Shuangliang Li
Zhuo He
Binhui Xie
TTAVLM
215
1
0
04 Dec 2023
Test-Time Degradation Adaptation for Open-Set Image Restoration
Test-Time Degradation Adaptation for Open-Set Image RestorationInternational Conference on Machine Learning (ICML), 2023
Yuanbiao Gou
Haiyu Zhao
Boyun Li
Xinyan Xiao
Xi Peng
VLM
311
12
0
02 Dec 2023
Label Delay in Online Continual Learning
Label Delay in Online Continual LearningNeural Information Processing Systems (NeurIPS), 2023
Botos Csaba
Wenxuan Zhang
Matthias Muller
Ser-Nam Lim
Mohamed Elhoseiny
Juil Sock
Adel Bibi
CLL
167
3
0
01 Dec 2023
Each Test Image Deserves A Specific Prompt: Continual Test-Time
  Adaptation for 2D Medical Image Segmentation
Each Test Image Deserves A Specific Prompt: Continual Test-Time Adaptation for 2D Medical Image SegmentationComputer Vision and Pattern Recognition (CVPR), 2023
Ziyang Chen
Yongsheng Pan
Yiwen Ye
Mengkang Lu
Yong-quan Xia
OODVLMMedIm
152
21
0
30 Nov 2023
Beyond Entropy: Style Transfer Guided Single Image Continual Test-Time
  Adaptation
Beyond Entropy: Style Transfer Guided Single Image Continual Test-Time Adaptation
Younggeol Cho
Youngrae Kim
Dongman Lee
240
1
0
30 Nov 2023
TEA: Test-time Energy Adaptation
TEA: Test-time Energy AdaptationComputer Vision and Pattern Recognition (CVPR), 2023
Yige Yuan
Bingbing Xu
Liang Hou
Fei Sun
Huawei Shen
Xueqi Cheng
TTAVLM
239
25
0
24 Nov 2023
Fast-Slow Test-Time Adaptation for Online Vision-and-Language Navigation
Fast-Slow Test-Time Adaptation for Online Vision-and-Language NavigationInternational Conference on Machine Learning (ICML), 2023
Junyu Gao
Xuan Yao
Changsheng Xu
TTA
456
14
0
22 Nov 2023
Test-Time Training for Semantic Segmentation with Output Contrastive
  Loss
Test-Time Training for Semantic Segmentation with Output Contrastive Loss
Yunlong Zhang
Yuxuan Sun
Sunyi Zheng
Honglin Li
Chenglu Zhu
Lin Yang
VLM
214
3
0
14 Nov 2023
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