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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"

44 / 244 papers shown
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
560
15
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
231
3
0
14 Nov 2023
Improving Entropy-Based Test-Time Adaptation from a Clustering View
Improving Entropy-Based Test-Time Adaptation from a Clustering View
Guoliang Lin
Hanjiang Lai
Yan Pan
Jian Yin
OODTTA
524
3
0
31 Oct 2023
In Search of Lost Online Test-time Adaptation: A Survey
In Search of Lost Online Test-time Adaptation: A SurveyInternational Journal of Computer Vision (IJCV), 2023
Zixin Wang
Yadan Luo
Liang Zheng
Zhuoxiao Chen
Sen Wang
Zi Huang
367
39
0
31 Oct 2023
Efficient Test-Time Adaptation for Super-Resolution with Second-Order
  Degradation and Reconstruction
Efficient Test-Time Adaptation for Super-Resolution with Second-Order Degradation and ReconstructionNeural Information Processing Systems (NeurIPS), 2023
Zeshuai Deng
Zhuokun Chen
Shuaicheng Niu
Thomas H. Li
Bohan Zhuang
Zhuliang Yu
164
29
0
29 Oct 2023
Optimization-Free Test-Time Adaptation for Cross-Person Activity
  Recognition
Optimization-Free Test-Time Adaptation for Cross-Person Activity RecognitionProceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies (IMWUT), 2023
Shuoyuan Wang
Yongfeng Zhang
Huajun Xi
Bob Zhang
Lei Zhang
Jianguo Huang
TTA
351
21
0
28 Oct 2023
Technical Report for ICCV 2023 Visual Continual Learning Challenge:
  Continuous Test-time Adaptation for Semantic Segmentation
Technical Report for ICCV 2023 Visual Continual Learning Challenge: Continuous Test-time Adaptation for Semantic Segmentation
Damian Sójka
Yuyang Liu
Dipam Goswami
Sebastian Cygert
Bartlomiej Twardowski
Joost van de Weijer
TTA
146
0
0
20 Oct 2023
SODA: Robust Training of Test-Time Data Adaptors
SODA: Robust Training of Test-Time Data AdaptorsNeural Information Processing Systems (NeurIPS), 2023
Zige Wang
Yonggang Zhang
Zhen Fang
Long Lan
Wenjing Yang
Bo Han
220
2
0
17 Oct 2023
Enhancing Plasticity for First Session Adaptation Continual Learning
Enhancing Plasticity for First Session Adaptation Continual Learning
Imad Eddine Marouf
Subhankar Roy
Enzo Tartaglione
Stéphane Lathuilière
CLL
380
3
0
17 Oct 2023
SoTTA: Robust Test-Time Adaptation on Noisy Data Streams
SoTTA: Robust Test-Time Adaptation on Noisy Data Streams
Taesik Gong
Yewon Kim
Taeckyung Lee
Sorn Chottananurak
Sung-Ju Lee
TTA
191
47
0
16 Oct 2023
Robustness May be More Brittle than We Think under Different Degrees of
  Distribution Shifts
Robustness May be More Brittle than We Think under Different Degrees of Distribution Shifts
Kaican Li
Yifan Zhang
Lanqing Hong
Zhenguo Li
Nevin L. Zhang
OOD
280
0
0
10 Oct 2023
Generalized Robust Test-Time Adaptation in Continuous Dynamic Scenarios
Generalized Robust Test-Time Adaptation in Continuous Dynamic Scenarios
Shuangliang Li
Longhui Yuan
Binhui Xie
Tao Yang
TTA
202
4
0
07 Oct 2023
AdaMerging: Adaptive Model Merging for Multi-Task Learning
AdaMerging: Adaptive Model Merging for Multi-Task LearningInternational Conference on Learning Representations (ICLR), 2023
Enneng Yang
Zhenyi Wang
Li Shen
Shiwei Liu
Guibing Guo
Xingwei Wang
Dacheng Tao
MoMe
324
181
0
04 Oct 2023
Bag of Tricks for Fully Test-Time Adaptation
Bag of Tricks for Fully Test-Time AdaptationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023
Saypraseuth Mounsaveng
Florent Chiaroni
Malik Boudiaf
M. Pedersoli
Ismail Ben Ayed
TTA
254
8
0
03 Oct 2023
Rapid Network Adaptation: Learning to Adapt Neural Networks Using
  Test-Time Feedback
Rapid Network Adaptation: Learning to Adapt Neural Networks Using Test-Time FeedbackIEEE International Conference on Computer Vision (ICCV), 2023
Teresa Yeo
Oğuzhan Fatih Kar
Zahra Sodagar
Amir Zamir
TTAOOD
221
8
0
27 Sep 2023
Towards Real-World Test-Time Adaptation: Tri-Net Self-Training with Balanced Normalization
Towards Real-World Test-Time Adaptation: Tri-Net Self-Training with Balanced NormalizationAAAI Conference on Artificial Intelligence (AAAI), 2023
Yongyi Su
Xun Xu
Kui Jia
TTA
426
40
0
26 Sep 2023
Single Image Test-Time Adaptation for Segmentation
Single Image Test-Time Adaptation for Segmentation
Klara Janouskova
T. Shor
Chaim Baskin
Jirí Matas
TTAOOD
280
3
0
25 Sep 2023
Distribution-Aware Continual Test-Time Adaptation for Semantic
  Segmentation
Distribution-Aware Continual Test-Time Adaptation for Semantic SegmentationIEEE International Conference on Robotics and Automation (ICRA), 2023
Jiayin Ni
Senqiao Yang
Ran Xu
Jiaming Liu
Xiaoqi Li
Wenyu Jiao
Zehui Chen
Yi Liu
Shanghang Zhang
TTA
284
11
0
24 Sep 2023
AR-TTA: A Simple Method for Real-World Continual Test-Time Adaptation
AR-TTA: A Simple Method for Real-World Continual Test-Time Adaptation
Damian Sójka
Sebastian Cygert
Bartlomiej Twardowski
Tomasz Trzciñski
TTA
199
12
0
18 Sep 2023
REALM: Robust Entropy Adaptive Loss Minimization for Improved
  Single-Sample Test-Time Adaptation
REALM: Robust Entropy Adaptive Loss Minimization for Improved Single-Sample Test-Time AdaptationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023
Skyler Seto
B. Theobald
Federico Danieli
Navdeep Jaitly
Dan Busbridge
TTAOOD
255
9
0
07 Sep 2023
NICE: CVPR 2023 Challenge on Zero-shot Image Captioning
NICE: CVPR 2023 Challenge on Zero-shot Image Captioning
Taehoon Kim
Pyunghwan Ahn
Sangyun Kim
Sihaeng Lee
Mark A Marsden
...
Yujin Wang
Yimu Wang
Tiancheng Gu
Xingchang Lv
Mingmao Sun
VLM
231
8
0
05 Sep 2023
On the Robustness of Open-World Test-Time Training: Self-Training with
  Dynamic Prototype Expansion
On the Robustness of Open-World Test-Time Training: Self-Training with Dynamic Prototype ExpansionIEEE International Conference on Computer Vision (ICCV), 2023
Yu-Sheng Li
Xun Xu
Yongyi Su
Kui Jia
OODVLMTTA
176
35
0
19 Aug 2023
Label Shift Adapter for Test-Time Adaptation under Covariate and Label
  Shifts
Label Shift Adapter for Test-Time Adaptation under Covariate and Label ShiftsIEEE International Conference on Computer Vision (ICCV), 2023
S. Park
Seunghan Yang
Jaegul Choo
Sungrack Yun
VLMTTA
171
23
0
17 Aug 2023
Towards Open-Set Test-Time Adaptation Utilizing the Wisdom of Crowds in
  Entropy Minimization
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
TTAVLM
228
43
0
14 Aug 2023
Test-Time Selection for Robust Skin Lesion Analysis
Test-Time Selection for Robust Skin Lesion Analysis
Alceu Bissoto
Catarina Barata
Eduardo Valle
Sandra Avila
117
1
0
10 Aug 2023
A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual
  Learning
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
KELMMU
254
83
0
16 Jul 2023
Benchmarking Test-Time Adaptation against Distribution Shifts in Image
  Classification
Benchmarking Test-Time Adaptation against Distribution Shifts in Image Classification
Yongcan Yu
Lijun Sheng
Ran He
Jian Liang
OODVLMTTA
152
21
0
06 Jul 2023
ViDA: Homeostatic Visual Domain Adapter for Continual Test Time
  Adaptation
ViDA: Homeostatic Visual Domain Adapter for Continual Test Time AdaptationInternational Conference on Learning Representations (ICLR), 2023
Jiaming Liu
Senqiao Yang
Peidong Jia
Renrui Zhang
Ming Lu
Yandong Guo
Wei Xue
Shanghang Zhang
TTAOODVLM
397
57
0
07 Jun 2023
On Pitfalls of Test-Time Adaptation
On Pitfalls of Test-Time AdaptationInternational Conference on Machine Learning (ICML), 2023
Hao Zhao
Yuejiang Liu
Alexandre Alahi
Tao Lin
TTA
202
60
0
06 Jun 2023
Universal Test-time Adaptation through Weight Ensembling, Diversity
  Weighting, and Prior Correction
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
308
61
0
01 Jun 2023
Test-Time Adaptation with CLIP Reward for Zero-Shot Generalization in
  Vision-Language Models
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
313
39
0
29 May 2023
Detecting Adversarial Data by Probing Multiple Perturbations Using
  Expected Perturbation Score
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
DiffMAAML
173
34
0
25 May 2023
Imbalance-Agnostic Source-Free Domain Adaptation via Avatar Prototype
  Alignment
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
196
2
0
22 May 2023
Even Small Correlation and Diversity Shifts Pose Dataset-Bias Issues
Even Small Correlation and Diversity Shifts Pose Dataset-Bias IssuesPattern Recognition Letters (PR), 2023
Alceu Bissoto
Catarina Barata
Eduardo Valle
Sandra Avila
OOD
215
9
0
09 May 2023
Evaluation of Test-Time Adaptation Under Computational Time Constraints
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
273
7
0
10 Apr 2023
Few-shot Fine-tuning is All You Need for Source-free Domain Adaptation
Few-shot Fine-tuning is All You Need for Source-free Domain Adaptation
Suho Lee
SeungWon Seo
Jihyo Kim
Yejin Lee
Sangheum Hwang
290
7
0
03 Apr 2023
STFAR: Improving Object Detection Robustness at Test-Time by
  Self-Training with Feature Alignment Regularization
STFAR: Improving Object Detection Robustness at Test-Time by Self-Training with Feature Alignment Regularization
Yijin Chen
Xun Xu
Yongyi Su
Kui Jia
TTAOODObjD
294
10
0
31 Mar 2023
A Comprehensive Survey on Test-Time Adaptation under Distribution Shifts
A Comprehensive Survey on Test-Time Adaptation under Distribution ShiftsInternational Journal of Computer Vision (IJCV), 2023
Jian Liang
Ran He
Tien-Ping Tan
OODVLMTTA
316
378
0
27 Mar 2023
Exploring Sparse Visual Prompt for Domain Adaptive Dense Prediction
Exploring Sparse Visual Prompt for Domain Adaptive Dense PredictionAAAI Conference on Artificial Intelligence (AAAI), 2023
Senqiao Yang
Jiarui Wu
Jiaming Liu
Xiaoqi Li
Qizhe Zhang
Mingjie Pan
Yulu Gan
Zehui Chen
Shanghang Zhang
MDEVLM
286
32
0
17 Mar 2023
Revisiting Class-Incremental Learning with Pre-Trained Models:
  Generalizability and Adaptivity are All You Need
Revisiting Class-Incremental Learning with Pre-Trained Models: Generalizability and Adaptivity are All You NeedInternational Journal of Computer Vision (IJCV), 2023
Da-Wei Zhou
Han-Jia Ye
De-Chuan Zhan
Ziwei Liu
CLL
227
167
0
13 Mar 2023
EcoTTA: Memory-Efficient Continual Test-time Adaptation via
  Self-distilled Regularization
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
290
127
0
03 Mar 2023
Test-time Adaptation in the Dynamic World with Compound Domain Knowledge
  Management
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
296
7
0
16 Dec 2022
Back to the Source: Diffusion-Driven Test-Time Adaptation
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
234
76
0
07 Jul 2022
Batch Normalization Is Blind to the First and Second Derivatives of the
  Loss
Batch Normalization Is Blind to the First and Second Derivatives of the LossAAAI Conference on Artificial Intelligence (AAAI), 2022
Zhanpeng Zhou
Wen Shen
Huixin Chen
Ling Tang
Quanshi Zhang
143
3
0
30 May 2022
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