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

Title
Frequency Composition for Compressed and Domain-Adaptive Neural Networks Yoojin Kwon Hongjun Suh Wooseok Lee Taesik Gong Songyi Han Hyung-Sin Kim 219 0 0 27 May 2025
Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation Zixuan Hu Yichun Hu Xiaotong Li Shixiang Tang Ling-yu Duan 259 4 0 27 May 2025
Energy-based Preference Optimization for Test-time Adaptation Yewon Han Seoyun Yang Taesup Kim TTA 482 0 0 26 May 2025
Think Twice before Adaptation: Improving Adaptability of DeepFake Detection via Online Test-Time AdaptationInternational Joint Conference on Artificial Intelligence (IJCAI), 2025 Hong-Hanh Nguyen-Le Van-Tuan Tran Dinh-Thuc Nguyen Nhien-An Le-Khac AAML TTA 339 0 0 24 May 2025
Ranked Entropy Minimization for Continual Test-Time Adaptation Jisu Han Jaemin Na Wonjun Hwang TTA 214 5 0 22 May 2025
AdaKWS: Towards Robust Keyword Spotting with Test-Time Adaptation Yang Xiao Tianyi Peng Yanghao Zhou Rohan Kumar Das TTA 154 0 0 20 May 2025
ReservoirTTA: Prolonged Test-time Adaptation for Evolving and Recurring Domains Guillaume Vray Devavrat Tomar Xufeng Gao Jean-Philippe Thiran Evan Shelhamer Behzad Bozorgtabar CLL TTA VLM 392 1 0 20 May 2025
Learning Robust Spectral Dynamics for Temporal Domain Generalization En Yu Jie Lu Xiaoyu Yang G. Zhang Zhen Fang OOD 208 6 0 19 May 2025
Search-TTA: A Multimodal Test-Time Adaptation Framework for Visual Search in the Wild Derek Ming Siang Tan Shailesh Boyang Liu Alok Raj Qi Xuan Ang ... Tanishq Duhan Jimmy Chiun Yuhong Cao Florian Shkurti Guillaume Sartoretti 544 1 0 16 May 2025
FRET: Feature Redundancy Elimination for Test Time Adaptation Linjing You Jiabao Lu Xiayuan Huang Xiangli Nie 281 1 0 15 May 2025
APCoTTA: Continual Test-Time Adaptation for Semantic Segmentation of Airborne LiDAR Point Clouds Yuan Gao Shaobo Xia Sheng Nie Cheng-Yu Wang Xiaohuan Xi B. Yang 3DPC 305 1 0 15 May 2025
Threshold Modulation for Online Test-Time Adaptation of Spiking Neural Networks Kejie Zhao Wenjia Hua Aiersi Tuerhong Luziwei Leng Yuxin Ma Qinghua Guo 994 0 0 08 May 2025
SEVA: Leveraging Single-Step Ensemble of Vicinal Augmentations for Test-Time Adaptation Zixuan Hu Yichun Hu Ling-yu Duan TTA 282 1 0 07 May 2025
On-demand Test-time Adaptation for Edge Devices Xiao Ma Young D. Kwon Dong-Lai Ma TTA 168 0 0 02 May 2025
Test-time Correlation Alignment Linjing You Jiabao Lu Xiayuan Huang OOD 446 0 0 01 May 2025
Learning Compositional Transferability of Time Series for Source-Free Domain Adaptation Hankang Sun Guiming Li Su Yang Baoqi Li AI4TS TTA 301 0 0 21 Apr 2025
BoTTA: Benchmarking on-device Test Time Adaptation Michal Danilowski Soumyajit Chatterjee Abhirup Ghosh TTA 261 1 0 14 Apr 2025
Self-Bootstrapping for Versatile Test-Time Adaptation Shuaicheng Niu Guohao Chen P. Zhao Tianyi Wang Pengcheng Wu Zhiqi Shen ViT TTA 281 2 0 10 Apr 2025
TestDG: Test-time Domain Generalization for Continual Test-time Adaptation Sohyun Lee N. Kim Juwon Kang Seong Joon Oh Suha Kwak OOD TTA 687 0 0 07 Apr 2025
Multifaceted Evaluation of Audio-Visual Capability for MLLMs: Effectiveness, Efficiency, Generalizability and Robustness Yusheng Zhao Junyu Luo Zhiyuan Ning Weizhi Zhang Zhiping Xiao Wei Ju Philip S. Yu Ming Zhang AuLLM 261 0 0 03 Apr 2025
SURGEON: Memory-Adaptive Fully Test-Time Adaptation via Dynamic Activation SparsityComputer Vision and Pattern Recognition (CVPR), 2025 Ke Ma Jiaqi Tang B. Guo Fan Dang Sicong Liu ... Lei Wu Cheng Fang Ying-Cong Chen Zhiwen Yu Yunhao Liu TTA 299 2 0 26 Mar 2025
Test-Time Domain Generalization via Universe Learning: A Multi-Graph Matching Approach for Medical Image SegmentationComputer Vision and Pattern Recognition (CVPR), 2025 Xingguo Lv Xingbo Dong Liwen Wang Jiewen Yang Lei Zhao Bin Pu Zhe Jin Xuelong Li OOD 126 1 0 17 Mar 2025
Bayesian Test-Time Adaptation for Vision-Language ModelsComputer Vision and Pattern Recognition (CVPR), 2025 Lihua Zhou Mao Ye Shuaifeng Li Nianxin Li Xiatian Zhu Lei Deng Hongbin Liu Zhen Lei BDL VLM TTA 455 9 0 12 Mar 2025
Universal Incremental Learning: Mitigating Confusion from Inter- and Intra-task Distribution Randomness Sheng Luo Yi Zhou Tao Zhou CLL 346 0 0 10 Mar 2025
Attention Bootstrapping for Multi-Modal Test-Time AdaptationAAAI Conference on Artificial Intelligence (AAAI), 2025 Yusheng Zhao Junyu Luo Xiao Luo Jinsheng Huang Jingyang Yuan Zhiping Xiao Min Zhang TTA 253 2 0 04 Mar 2025
Smoothing the Shift: Towards Stable Test-Time Adaptation under Complex Multimodal NoisesInternational Conference on Learning Representations (ICLR), 2025 Zirun Guo Tao Jin TTA 259 8 0 04 Mar 2025
FoCTTA: Low-Memory Continual Test-Time Adaptation with Focus Youbing Hu Yun Cheng Zimu Zhou Anqi Lu Zhiqiang Cao Zhijun Li TTA 188 2 0 28 Feb 2025
Model Adaptation: Unsupervised Domain Adaptation without Source DataComputer Vision and Pattern Recognition (CVPR), 2020 Rui Li Qianfen Jiao Wenming Cao Hau-San Wong Si Wu OOD 654 554 0 26 Feb 2025
Structural Alignment Improves Graph Test-Time Adaptation Hans Hao-Hsun Hsu Shikun Liu Han Zhao Pan Li OOD TTA 728 1 0 25 Feb 2025
GeneralizeFormer: Layer-Adaptive Model Generation across Test-Time Distribution ShiftsIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2025 Sameer Ambekar Zehao Xiao Xiantong Zhen Cees G. M. Snoek OOD 390 2 0 15 Feb 2025
Billet Number Recognition Based on Test-Time Adaptation Yuan Wei Xiuzhuang Zhou 320 0 0 13 Feb 2025
Towards Understanding Extrapolation: a Causal LensNeural Information Processing Systems (NeurIPS), 2025 Lingjing Kong Guangyi Chen P. Stojanov Haoyang Li Eric P. Xing Kun Zhang 627 4 0 17 Jan 2025
Continual Test-Time Adaptation for Single Image Defocus Deblurring via Causal Siamese NetworksInternational Journal of Computer Vision (IJCV), 2025 Shuang Cui Yi Li Jiangmeng Li Xiongxin Tang Fuchun Sun Jianwei Niu Hui Xiong 252 0 0 15 Jan 2025
SelectiveFinetuning: Enhancing Transfer Learning in Sleep Staging through Selective Domain AlignmentIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2025 Siyuan Zhao Chenyu Liu Yi Ding Xinliang Zhou 85 0 0 08 Jan 2025
Exploring Structured Semantic Priors Underlying Diffusion Score for Test-time AdaptationNeural Information Processing Systems (NeurIPS), 2025 Mingjia Li Shuang Li Tongrui Su Longhui Yuan Jian Liang Wei Li DiffM 222 1 0 03 Jan 2025
Fully Test-time Adaptation for Tabular DataAAAI Conference on Artificial Intelligence (AAAI), 2024 Zhi Zhou Ming Yang Lan-Zhe Guo Yu-Feng Li TTA LMTD 267 6 0 14 Dec 2024
Dynamic Prompt Allocation and Tuning for Continual Test-Time AdaptationScience China Information Sciences (Sci. China Inf. Sci.), 2024 C. Cui Yongrui Zhen Shuai Gong Chunyun Zhang Hui Liu Yilong Yin OOD VLM 169 4 0 12 Dec 2024
TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi DiagramInternational Conference on Learning Representations (ICLR), 2024 Mingxi Lei Chunwei Ma Meng Ding Jiuxiang Gu Ziyun Huang Jinhui Xu 299 1 0 10 Dec 2024
T-TIME: Test-Time Information Maximization Ensemble for Plug-and-Play BCIsIEEE Transactions on Biomedical Engineering (IEEE Trans. Biomed. Eng.), 2023 Siyang Li Ziwei Wang Hanbin Luo L. Ding Dongrui Wu 251 26 0 10 Dec 2024
Domain Adaptive Diabetic Retinopathy Grading with Model Absence and Flowing DataComputer Vision and Pattern Recognition (CVPR), 2024 Wenxin Su Song Tang Xiaofeng Liu Xiaojing Yi Mao Ye Chunxiao Zu Jiahao Li Xiatian Zhu OOD MedIm 310 0 0 02 Dec 2024
R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Trung-Hieu Hoang D. Vo Minh N. Do TTA AAML 339 0 0 02 Dec 2024
Scalable Out-of-distribution Robustness in the Presence of Unobserved ConfoundersInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2024 Parjanya Prashant Seyedeh Baharan Khatami Bruno Ribeiro Babak Salimi 431 1 0 29 Nov 2024
Improving Batch Normalization with TTA for Robust Object Detection in Self-Driving Dacheng Liao Mengshi Qi Liang Liu Huadong Ma 250 0 0 28 Nov 2024
Words Matter: Leveraging Individual Text Embeddings for Code Generation in CLIP Test-Time Adaptation Shambhavi Mishra Julio Silva-Rodrıguez Ismail ben Ayed M. Pedersoli Jose Dolz VLM 405 3 0 26 Nov 2024
Label Distribution Shift-Aware Prediction Refinement for Test-Time Adaptation M-U Jang Hye Won Chung TTA 967 2 0 20 Nov 2024
Un-mixing Test-time Adaptation under Heterogeneous Data Streams Zixian Su Jingwei Guo Xi Yang Qiufeng Wang K. Huang TTA 378 0 0 16 Nov 2024
Analytic Continual Test-Time Adaptation for Multi-Modality Corruption Yufei Zhang Yicheng Xu Jianguo Huang Zhiping Lin Xiaofeng Zou Cen Chen Huiping Zhuang TTA 188 1 0 29 Oct 2024
TALoS: Enhancing Semantic Scene Completion via Test-time Adaptation on the Line of SightNeural Information Processing Systems (NeurIPS), 2024 Hyun-Kurl Jang Jihun Kim H. Kweon Kuk-Jin Yoon 312 5 0 21 Oct 2024
Test-time Adaptation for Cross-modal Retrieval with Query Shift Haobin Li Peng Hu Qianjun Zhang Xi Peng Xiting Liu Mouxing Yang TTA 248 8 0 21 Oct 2024
BoostAdapter: Improving Vision-Language Test-Time Adaptation via Regional BootstrappingNeural Information Processing Systems (NeurIPS), 2024 Taolin Zhang Jinqiao Wang Hang Guo Tao Dai Bin Chen Shu-Tao Xia VLM TTA 226 0 0 20 Oct 2024