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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
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Papers citing
"Efficient Test-Time Model Adaptation without Forgetting"
50 / 296 papers shown
Any-Shift Prompting for Generalization over Distributions
Zehao Xiao
Jiayi Shen
Mohammad Mahdi Derakhshani
Tianran Ouyang
Cees G. M. Snoek
OOD
VPVLM
VLM
337
20
0
15 Feb 2024
Gradient Alignment with Prototype Feature for Fully Test-time Adaptation
Juhyeon Shin
Jonghyun Lee
Saehyung Lee
Minjun Park
Dongjun Lee
Uiwon Hwang
Sungroh Yoon
165
1
0
14 Feb 2024
BECoTTA: Input-dependent Online Blending of Experts for Continual Test-time Adaptation
Daeun Lee
Jaehong Yoon
Sung Ju Hwang
CLL
TTA
385
18
0
13 Feb 2024
Variational Continual Test-Time Adaptation
Fan Lyu
Kaile Du
Yuyang Li
Hanyu Zhao
Zhang Zhang
Guangcan Liu
Guangcan Liu
Liang Wang
TTA
BDL
546
6
0
13 Feb 2024
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
254
18
0
12 Feb 2024
Channel-Selective Normalization for Label-Shift Robust Test-Time Adaptation
Pedro Vianna
Muawiz Chaudhary
Paria Mehrbod
An Tang
Guy Cloutier
Guy Wolf
Michael Eickenberg
Eugene Belilovsky
OOD
225
4
0
07 Feb 2024
Continual Domain Adversarial Adaptation via Double-Head Discriminators
International Conference on Artificial Intelligence and Statistics (AISTATS), 2024
Yan Shen
Zhanghexuan Ji
Chunwei Ma
Mingchen Gao
TTA
288
2
0
05 Feb 2024
Online Feature Updates Improve Online (Generalized) Label Shift Adaptation
Neural Information Processing Systems (NeurIPS), 2024
Ruihan Wu
Siddhartha Datta
Yi Su
Dheeraj Baby
Yu Wang
Kilian Q. Weinberger
162
4
0
05 Feb 2024
COMET: Contrastive Mean Teacher for Online Source-Free Universal Domain Adaptation
Pascal Schlachter
Bin Yang
233
5
0
31 Jan 2024
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
205
3
0
26 Jan 2024
CNG-SFDA: Clean-and-Noisy Region Guided Online-Offline Source-Free Domain Adaptation
Asian Conference on Computer Vision (ACCV), 2024
Hyeonwoo Cho
Chanmin Park
Donghee Kim
Jinyoung Kim
Won Hwa Kim
TTA
429
0
0
26 Jan 2024
Decoupled Prototype Learning for Reliable Test-Time Adaptation
IEEE transactions on multimedia (IEEE TMM), 2024
Guowei Wang
Changxing Ding
Wentao Tan
Zhuliang Yu
VLM
262
5
0
15 Jan 2024
Online Test-Time Adaptation of Spatial-Temporal Traffic Flow Forecasting
Pengxin Guo
Pengrong Jin
Ziyue Li
Mengwei He
Yu Zhang
AI4TS
154
8
0
08 Jan 2024
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
492
0
0
06 Jan 2024
Diversity-aware Buffer for Coping with Temporally Correlated Data Streams in Online Test-time Adaptation
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024
Mario Döbler
Florian Marencke
Robert A. Marsden
Bin Yang
TTA
206
4
0
02 Jan 2024
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
253
26
0
19 Dec 2023
When Model Meets New Normals: Test-time Adaptation for Unsupervised Time-series Anomaly Detection
Dongmin Kim
S. Park
Jaegul Choo
AI4TS
OOD
159
30
0
19 Dec 2023
Unraveling Batch Normalization for Realistic Test-Time Adaptation
AAAI Conference on Artificial Intelligence (AAAI), 2023
A. Mondal
Jingwei Guo
B. Roy
C. Roy
Qiufeng Wang
Kevin A. Schneider
307
9
0
15 Dec 2023
Relax Image-Specific Prompt Requirement in SAM: A Single Generic Prompt for Segmenting Camouflaged Objects
AAAI Conference on Artificial Intelligence (AAAI), 2023
Jian Hu
Jiayi Lin
Weitong Cai
Shaogang Gong
VLM
360
54
0
12 Dec 2023
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
OOD
VLM
TTA
285
14
0
12 Dec 2023
Singular Value Penalization and Semantic Data Augmentation for Fully Test-Time Adaptation
Houcheng Su
Daixian Liu
Mengzhu Wang
Wei Wang
TTA
266
2
0
10 Dec 2023
Few Clicks Suffice: Active Test-Time Adaptation for Semantic Segmentation
Longhui Yuan
Shuangliang Li
Zhuo He
Binhui Xie
TTA
VLM
271
1
0
04 Dec 2023
Label Delay in Online Continual Learning
Neural Information Processing Systems (NeurIPS), 2023
Botos Csaba
Wenxuan Zhang
Matthias Muller
Ser-Nam Lim
Mohamed Elhoseiny
Juil Sock
Adel Bibi
CLL
191
3
0
01 Dec 2023
Each Test Image Deserves A Specific Prompt: Continual Test-Time Adaptation for 2D Medical Image Segmentation
Computer Vision and Pattern Recognition (CVPR), 2023
Ziyang Chen
Yongsheng Pan
Yiwen Ye
Mengkang Lu
Yong-quan Xia
OOD
VLM
MedIm
228
24
0
30 Nov 2023
Beyond Entropy: Style Transfer Guided Single Image Continual Test-Time Adaptation
Younggeol Cho
Youngrae Kim
Dongman Lee
287
1
0
30 Nov 2023
TEA: Test-time Energy Adaptation
Computer Vision and Pattern Recognition (CVPR), 2023
Yige Yuan
Bingbing Xu
Liang Hou
Fei Sun
Huawei Shen
Xueqi Cheng
TTA
VLM
291
26
0
24 Nov 2023
Fast-Slow Test-Time Adaptation for Online Vision-and-Language Navigation
International 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
Yunlong Zhang
Yuxuan Sun
Sunyi Zheng
Honglin Li
Chenglu Zhu
Lin Yang
VLM
231
3
0
14 Nov 2023
Effective Restoration of Source Knowledge in Continual Test Time Adaptation
Fahim Faisal Niloy
Sk. Miraj Ahmed
Dripta S. Raychaudhuri
Samet Oymak
Amit K. Roy-Chowdhury
KELM
CLL
TTA
264
16
0
08 Nov 2023
Improving Entropy-Based Test-Time Adaptation from a Clustering View
Guoliang Lin
Hanjiang Lai
Yan Pan
Jian Yin
OOD
TTA
524
3
0
31 Oct 2023
In Search of Lost Online Test-time Adaptation: A Survey
International 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
Neural 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
Proceedings 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
Damian Sójka
Yuyang Liu
Dipam Goswami
Sebastian Cygert
Bartlomiej Twardowski
Joost van de Weijer
TTA
146
0
0
20 Oct 2023
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
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
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
Shuangliang Li
Longhui Yuan
Binhui Xie
Tao Yang
TTA
202
4
0
07 Oct 2023
Continual Test-time Domain Adaptation via Dynamic Sample Selection
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023
Yanshuo Wang
Jie Hong
A. Cheraghian
Shafin Rahman
David Ahmedt-Aristizabal
Lars Petersson
Mehrtash Harandi
TTA
220
28
0
05 Oct 2023
AdaMerging: Adaptive Model Merging for Multi-Task Learning
International 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
IEEE 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
Towards Real-World Test-Time Adaptation: Tri-Net Self-Training with Balanced Normalization
AAAI Conference on Artificial Intelligence (AAAI), 2023
Yongyi Su
Xun Xu
Kui Jia
TTA
426
40
0
26 Sep 2023
Informative Data Mining for One-Shot Cross-Domain Semantic Segmentation
IEEE International Conference on Computer Vision (ICCV), 2023
Yuxi Wang
Jian Liang
J. Xiao
Shuqi Mei
Yu-Ren Yang
Zhaoxiang Zhang
VLM
262
10
0
25 Sep 2023
UPL-SFDA: Uncertainty-aware Pseudo Label Guided Source-Free Domain Adaptation for Medical Image Segmentation
IEEE Transactions on Medical Imaging (TMI), 2023
Jianghao Wu
Guotai Wang
Ran Gu
Ankit Dhiman
Yinan Chen
Wentao Zhu
Tom Vercauteren
Sébastien Ourselin
Shaoting Zhang
MedIm
OOD
191
40
0
19 Sep 2023
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
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023
Skyler Seto
B. Theobald
Federico Danieli
Navdeep Jaitly
Dan Busbridge
TTA
OOD
255
9
0
07 Sep 2023
pSTarC: Pseudo Source Guided Target Clustering for Fully Test-Time Adaptation
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023
Manogna Sreenivas
Goirik Chakrabarty
Soma Biswas
TTA
283
3
0
02 Sep 2023
Trust your Good Friends: Source-free Domain Adaptation by Reciprocal Neighborhood Clustering
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023
Shiqi Yang
Yaxing Wang
Joost van de Weijer
Luis Herranz
Shangling Jui
Jian Yang
TTA
241
21
0
01 Sep 2023
On the Robustness of Open-World Test-Time Training: Self-Training with Dynamic Prototype Expansion
IEEE International Conference on Computer Vision (ICCV), 2023
Yu-Sheng Li
Xun Xu
Yongyi Su
Kui Jia
OOD
VLM
TTA
176
35
0
19 Aug 2023
Label Shift Adapter for Test-Time Adaptation under Covariate and Label Shifts
IEEE International Conference on Computer Vision (ICCV), 2023
S. Park
Seunghan Yang
Jaegul Choo
Sungrack Yun
VLM
TTA
171
23
0
17 Aug 2023
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