A Comprehensive Survey on Test-Time Adaptation under Distribution Shifts

27 March 2023

Jian Liang

Papers citing "A Comprehensive Survey on Test-Time Adaptation under Distribution Shifts"

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Title
Test-time Correlation Alignment Linjing You Jiabao Lu Xiayuan Huang OOD 58 0 0 01 May 2025
TTRL: Test-Time Reinforcement Learning Yuxin Zuo Kaiyan Zhang Shang Qu Li Sheng Xuekai Zhu Biqing Qi Youbang Sun Ganqu Cui Ning Ding Bowen Zhou OffRL 32 1 0 22 Apr 2025
Passive Deepfake Detection Across Multi-modalities: A Comprehensive Survey Hong-Hanh Nguyen-Le Van-Tuan Tran Dinh-Thuc Nguyen Nhien-An Le-Khac AAML 90 0 0 26 Nov 2024
A Survey of Deep Graph Learning under Distribution Shifts: from Graph Out-of-Distribution Generalization to Adaptation Kexin Zhang Shuhan Liu Song Wang Weili Shi Chen Chen Pan Li Sheng R. Li Jundong Li Kaize Ding OOD 43 2 0 25 Oct 2024
Feedback Favors the Generalization of Neural ODEs Jindou Jia Zihan Yang Meng Wang Kexin Guo Jianfei Yang Xiang Yu Lei Guo OOD AI4CE 27 2 0 14 Oct 2024
On the Adversarial Risk of Test Time Adaptation: An Investigation into Realistic Test-Time Data Poisoning Yongyi Su Yushu Li Nanqing Liu Kui Jia Xulei Yang Chuan-Sheng Foo Xun Xu TTA AAML 41 0 0 07 Oct 2024
Test-time Adaptation for Regression by Subspace Alignment Kazuki Adachi Shinýa Yamaguchi Atsutoshi Kumagai Tomoki Hamagami TTA 30 0 0 04 Oct 2024
Learning Domain-Invariant Features for Out-of-Context News Detection Yimeng Gu Mengqi Zhang Ignacio Castro Shu Wu Gareth Tyson 27 2 0 11 Jun 2024
Pursuing Feature Separation based on Neural Collapse for Out-of-Distribution Detection Yingwen Wu Ruiji Yu Xinwen Cheng Zhengbao He Xiaolin Huang OODD 50 1 0 28 May 2024
Online Resource Allocation for Edge Intelligence with Colocated Model Retraining and Inference Huaiguang Cai Zhi Zhou Qianyi Huang 25 3 0 25 May 2024
On the test-time zero-shot generalization of vision-language models: Do we really need prompt learning? Maxime Zanella Ismail Ben Ayed VLM MLLM 22 22 0 03 May 2024
Multi-Stream Cellular Test-Time Adaptation of Real-Time Models Evolving in Dynamic Environments Benoît Gérin Anaïs Halin A. Cioppa Maxim Henry Bernard Ghanem Benoît Macq Christophe De Vleeschouwer Marc Van Droogenbroeck TTA 24 0 0 27 Apr 2024
M3BAT: Unsupervised Domain Adaptation for Multimodal Mobile Sensing with Multi-Branch Adversarial Training L. Meegahapola Hamza Hassoune D. Gática-Pérez 14 8 0 26 Apr 2024
Enhancing and Adapting in the Clinic: Source-free Unsupervised Domain Adaptation for Medical Image Enhancement Heng Li Ziqin Lin Zhongxi Qiu Zinan Li Huazhu Fu Yan Hu Jiang-Dong Liu MedIm 12 9 0 03 Dec 2023
Self-training solutions for the ICCV 2023 GeoNet Challenge Lijun Sheng Zhengbo Wang Jian Liang EgoV 16 0 0 28 Nov 2023
TEA: Test-time Energy Adaptation Yige Yuan Bingbing Xu Liang Hou Fei Sun Huawei Shen Xueqi Cheng TTA VLM 13 7 0 24 Nov 2023
Revisiting Realistic Test-Time Training: Sequential Inference and Adaptation by Anchored Clustering Regularized Self-Training Yongyi Su Xun Xu Tianrui Li K. Jia OOD TTA 22 13 0 20 Mar 2023
AdaptGuard: Defending Against Universal Attacks for Model Adaptation Lijun Sheng Jian Liang R. He Zilei Wang Tien-Ping Tan AAML 35 4 0 19 Mar 2023
Upcycling Models under Domain and Category Shift Sanqing Qu Tianpei Zou Florian Roehrbein Cewu Lu Guang-Sheng Chen Dacheng Tao Changjun Jiang 33 39 0 13 Mar 2023
Neuro-Modulated Hebbian Learning for Fully Test-Time Adaptation Yushun Tang Ce Zhang Heng Xu Shuoshuo Chen Jie Cheng Luziwei Leng Qinghai Guo Zhihai He TTA 31 24 0 02 Mar 2023
Energy-Based Test Sample Adaptation for Domain Generalization Zehao Xiao Xiantong Zhen Shengcai Liao Cees G. M. Snoek TTA 38 16 0 22 Feb 2023
DELTA: degradation-free fully test-time adaptation Bowen Zhao Chen Chen Shutao Xia TTA 31 55 0 30 Jan 2023
Source-Free Unsupervised Domain Adaptation: A Survey Yuqi Fang P. Yap W. Lin Hongtu Zhu Mingxia Liu 120 86 0 31 Dec 2022
Single-Shot Domain Adaptation via Target-Aware Generative Augmentation Rakshith Subramanyam Kowshik Thopalli Spring Berman P. Turaga Jayaraman J. Thiagarajan TTA 10 1 0 29 Oct 2022
Controllable Style Transfer via Test-time Training of Implicit Neural Representation Sunwoo Kim Youngjo Min Younghun Jung Seung Wook Kim 19 3 0 14 Oct 2022
Meta-DMoE: Adapting to Domain Shift by Meta-Distillation from Mixture-of-Experts Tao Zhong Zhixiang Chi Li Gu Yang Wang Yuanhao Yu Jingshan Tang OOD 55 28 0 08 Oct 2022
Empowering Graph Representation Learning with Test-Time Graph Transformation Wei Jin Tong Zhao Jiayu Ding Yozen Liu Jiliang Tang Neil Shah OOD 84 59 0 07 Oct 2022
Mixup for Test-Time Training Bochao Zhang Rui Shao Jingda Du Pc Yuen TTA 8 1 0 04 Oct 2022
TeST: Test-time Self-Training under Distribution Shift Samarth Sinha Peter V. Gehler Francesco Locatello Bernt Schiele TTA OOD 21 15 0 23 Sep 2022
Test-Time Prompt Tuning for Zero-Shot Generalization in Vision-Language Models Manli Shu Weili Nie De-An Huang Zhiding Yu Tom Goldstein Anima Anandkumar Chaowei Xiao VLM VPVLM 152 278 0 15 Sep 2022
Cross-Modal Knowledge Transfer Without Task-Relevant Source Data Sk. Miraj Ahmed Suhas Lohit Kuan-Chuan Peng Michael J. Jones A. Roy-Chowdhury 123 13 0 08 Sep 2022
Test-time Adaptation with Calibration of Medical Image Classification Nets for Label Distribution Shift Wenao Ma Cheng Chen Shuang Zheng Jin Qin Huimao Zhang Qi Dou OOD 113 16 0 02 Jul 2022
Single-domain Generalization in Medical Image Segmentation via Test-time Adaptation from Shape Dictionary Quande Liu Cheng Chen Qi Dou Pheng-Ann Heng OOD 43 35 0 29 Jun 2022
Robustifying Vision Transformer without Retraining from Scratch by Test-Time Class-Conditional Feature Alignment Takeshi Kojima Yutaka Matsuo Yusuke Iwasawa 34 27 0 28 Jun 2022
Gated Domain Units for Multi-source Domain Generalization Simon Foll Alina Dubatovka Eugen Ernst Siu Lun Chau Martin Maritsch Patrik Okanovic Gudrun Thater J. M. Buhmann Felix Wortmann Krikamol Muandet OOD 25 3 0 24 Jun 2022
SALAD: Source-free Active Label-Agnostic Domain Adaptation for Classification, Segmentation and Detection D. Kothandaraman Sumit Shekhar Abhilasha Sancheti Manoj Ghuhan Arivazhagan Tripti Shukla Dinesh Manocha VLM 36 11 0 24 May 2022
Test-Time Robust Personalization for Federated Learning Liang Jiang Tao R. Lin FedML OOD TTA 72 41 0 22 May 2022
Active Source Free Domain Adaptation Fan Wang Zhongyi Han Zhiyan Zhang Yilong Yin 116 11 0 22 May 2022
Test-time Batch Normalization Tao Yang Shenglong Zhou Yuwang Wang Yan Lu Nanning Zheng OOD 28 8 0 20 May 2022
TTAPS: Test-Time Adaption by Aligning Prototypes using Self-Supervision Alexander Bartler Florian Bender Felix Wiewel B. Yang TTA 22 8 0 18 May 2022
Test-Time Adaptation with Shape Moments for Image Segmentation M. Bateson H. Lombaert Ismail Ben Ayed OOD 30 19 0 16 May 2022
Test-time Fourier Style Calibration for Domain Generalization Xingchen Zhao Chang Liu Anthony Sicilia Seong Jae Hwang Yunong Fu TTA OOD 23 34 0 13 May 2022
Unsupervised Adaptation of Semantic Segmentation Models without Source Data S. Paul Ansh Khurana Gaurav Aggarwal OOD 105 7 0 04 Dec 2021
SITA: Single Image Test-time Adaptation Ansh Khurana S. Paul Piyush Rai Soma Biswas Gaurav Aggarwal 44 52 0 04 Dec 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 255 7,337 0 11 Nov 2021
Model Adaptation: Historical Contrastive Learning for Unsupervised Domain Adaptation without Source Data Jiaxing Huang Dayan Guan Aoran Xiao Shijian Lu 126 210 0 07 Oct 2021
Uncertainty-aware Mean Teacher for Source-free Unsupervised Domain Adaptive 3D Object Detection Deepti Hegde Vishwanath A. Sindagi Velat Kilic A. Cooper Mark A. Foster Vishal M. Patel 3DPC 115 20 0 29 Sep 2021
Source-Free Domain Adaptation for Image Segmentation M. Bateson H. Kervadec Jose Dolz H. Lombaert Ismail Ben Ayed OOD MedIm 121 49 0 06 Aug 2021
Uncertainty-Guided Mixup for Semi-Supervised Domain Adaptation without Source Data Ning Ma Jiajun Bu Zhen Zhang Sheng Zhou TTA 16 13 0 14 Jul 2021
If your data distribution shifts, use self-learning E. Rusak Steffen Schneider George Pachitariu L. Eck Peter V. Gehler Oliver Bringmann Wieland Brendel Matthias Bethge VLM OOD TTA 49 29 0 27 Apr 2021