Test-Time Adaptation

TTA

Adapts models to new data distributions during inference. Enhances model robustness and performance in changing environments.

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Test-Time Adaptive Object Detection with Foundation Model Yingjie Gao Yanan Zhang Zhi Cai Di Huang VLM TTA 91 0 0 29 Oct 2025
Diffusion-Driven Progressive Target Manipulation for Source-Free Domain Adaptation Yuyang Huang Yabo Chen Junyu Zhou Wenrui Dai Xiaopeng Zhang Junni Zou Hongkai Xiong Qi Tian TTA 58 0 0 29 Oct 2025
VISTA: A Test-Time Self-Improving Video Generation Agent Do Xuan Long Xingchen Wan Hootan Nakhost Chen-Yu Lee Tomas Pfister Sercan Ö. Arık VGen TTA 48 1 0 17 Oct 2025
Towards Adaptable Humanoid Control via Adaptive Motion Tracking Tao Huang Huayi Wang Junli Ren Kangning Yin Zirui Wang ... Feiyu Jia Wentao Zhang Junfeng Long J. Wang Jiangmiao Pang TTA 44 0 0 16 Oct 2025
SteeringTTA: Guiding Diffusion Trajectories for Robust Test-Time-Adaptation Jihyun Yu Yoojin Oh Wonho Bae Mingyu Kim Junhyug Noh TTA LLMSV 80 0 0 16 Oct 2025
EvoTest: Evolutionary Test-Time Learning for Self-Improving Agentic Systems Yufei He Juncheng Liu Yue Liu Yibo Li Tri Cao Zhiyuan Hu X. Xu Bryan Hooi TTA VLM 98 0 0 15 Oct 2025
Class-aware Domain Knowledge Fusion and Fission for Continual Test-Time Adaptation Jiahuan Zhou Chao Zhu Zhenyu Cui Zichen Liu Xu Zou Gang Hua CLL TTA 61 0 0 14 Oct 2025
SceneAdapt: Scene-aware Adaptation of Human Motion Diffusion Jungbin Cho Minsu Kim Jisoo Kim Ce Zheng László A. Jeni Ming-Hsuan Yang Youngjae Yu Seonjoo Kim DiffM VGen TTA 48 0 0 14 Oct 2025
Test-Time Adaptation by Causal Trimming Yingnan Liu Rui Qiao Mong-Li Lee Wynne Hsu CML TTA 42 0 0 13 Oct 2025
LATTA: Langevin-Anchored Test-Time Adaptation for Enhanced Robustness and Stability Harshil Vejendla BDL TTA 59 0 0 07 Oct 2025
Bayesian Test-time Adaptation for Object Recognition and Detection with Vision-language Models Lihua Zhou Mao Ye Shuaifeng Li Nianxin Li Jinlin Wu X. Zhu Lei Deng Hongbin Liu Jiebo Luo Zhen Lei BDL VLM TTA 138 0 0 03 Oct 2025
Annotation-Efficient Active Test-Time Adaptation with Conformal Prediction Tingyu Shi Fan Lyu Shaoliang Peng TTA 52 0 0 30 Sep 2025
EMO-TTA: Improving Test-Time Adaptation of Audio-Language Models for Speech Emotion Recognition Jiacheng Shi Hongfei Du Y. Alicia Hong Ye Gao TTA VLM 44 0 0 29 Sep 2025
TRUST: Test-Time Refinement using Uncertainty-Guided SSM Traverses Sahar Dastani Ali Bahri G. A. V. Hakim Moslem Yazdanpanah Mehrdad Noori David Osowiechi Samuel Barbeau Ismail Ben Ayed H. Lombaert Christian Desrosiers TTA 56 0 0 26 Sep 2025
COLA: Context-aware Language-driven Test-time AdaptationIEEE Transactions on Image Processing (IEEE TIP), 2025 Aiming Zhang Tianyuan Yu Liang Bai Jun Tang Yanming Guo Yirun Ruan Yun Zhou Zhihe Lu TTA VLM 69 0 0 22 Sep 2025
TFMAdapter: Lightweight Instance-Level Adaptation of Foundation Models for Forecasting with Covariates Afrin Dange Sunita Sarawagi AI4TS TTA AI4CE 46 0 0 17 Sep 2025
Class-Invariant Test-Time Augmentation for Domain Generalization Zhicheng Lin Xiaolin Wu Xi Zhang OOD TTA 102 0 0 17 Sep 2025
SCoDA: Self-supervised Continual Domain Adaptation Chirayu Agrawal Snehasis Mukherjee CLL TTA 68 0 0 12 Sep 2025
Targeted Test Selection Approach in Continuous Integration Nikolay Bushkov Aleksey Antonov Vasilii Ermakov Aleksandr Khaybriev Margarita Kikot Ilseyar Alimova Stanislav Moiseev TTA 39 0 0 12 Sep 2025
Purge-Gate: Backpropagation-Free Test-Time Adaptation for Point Clouds Classification via Token Purging Moslem Yazdanpanah Ali Bahri Mehrdad Noori Sahar Dastani G. A. V. Hakim David Osowiechi Ismail Ben Ayed Christian Desrosiers 3DPC TTA 94 1 0 11 Sep 2025
Online time series prediction using feature adjustment Xiannan Huang Shuhan Qiu Jiayuan Du Chao Yang AI4TS TTA 81 0 0 04 Sep 2025
StableSleep: Source-Free Test-Time Adaptation for Sleep Staging with Lightweight Safety Rails Hritik Arasu Faisal R Jahangiri TTA 92 0 0 03 Sep 2025
ADVMEM: Adversarial Memory Initialization for Realistic Test-Time Adaptation via Tracklet-Based Benchmarking Shyma Alhuwaider Motasem Alfarra Juan C. Pérez Merey Ramazanova Bernard Ghanem TTA 44 0 0 02 Sep 2025
DCFS: Continual Test-Time Adaptation via Dual Consistency of Feature and Sample Wenting Yin Han Sun Xinru Meng Ningzhong Liu Huiyu Zhou TTA 120 0 0 28 Aug 2025
Segmentation Assisted Incremental Test Time Adaptation in an Open World Manogna Sreenivas Soma Biswas VLM TTA 90 0 0 27 Aug 2025
Stabilizing Open-Set Test-Time Adaptation via Primary-Auxiliary Filtering and Knowledge-Integrated Prediction Byung-Joon Lee Jin-Seop Lee Jee-Hyong Lee TTA 12 0 0 26 Aug 2025
Backpropagation-Free Test-Time Adaptation via Probabilistic Gaussian Alignment Youjia Zhang Youngeun Kim Young-Geun Choi Hongyeob Kim Huiling Liu Sungeun Hong TTA 182 0 0 21 Aug 2025
Learn Faster and Remember More: Balancing Exploration and Exploitation for Continual Test-time Adaptation Pinci Yang Peisong Wen Ke Ma Qianqian Xu CLL TTA 104 0 0 18 Aug 2025
TTA-DAME: Test-Time Adaptation with Domain Augmentation and Model Ensemble for Dynamic Driving Conditions Dongjae Jeon Taeheon Kim Seongwon Cho Minhyuk Seo Jonghyun Choi TTA 62 0 0 18 Aug 2025
Adaptive Cache Enhancement for Test-Time Adaptation of Vision-Language Models Khanh-Binh Nguyen Phuoc-Nguyen Bui Hyunseung Choo Duc Thanh Nguyen VLM TTA 41 1 0 11 Aug 2025
ETA: Energy-based Test-time Adaptation for Depth Completion Younjoon Chung Hyoungseob Park Patrick Rim Xiaoran Zhang Jihe He Ziyao Zeng Safa Cicek Byung-Woo Hong James S. Duncan Alex Wong TTA 159 1 0 08 Aug 2025
Low-Cost Test-Time Adaptation for Robust Video Editing Jianhui Wang Yinda Chen Yangfan He Xinyuan Song Yi Xin Dapeng Zhang Zhongwei Wan Bin Li Rongchao Zhang TTA VGen 95 0 0 29 Jul 2025
Latte: Collaborative Test-Time Adaptation of Vision-Language Models in Federated Learning Wenxuan Bao Ruxi Deng Ruizhong Qiu Tianxin Wei Hanghang Tong Jingrui He FedML VLM TTA 111 2 0 29 Jul 2025
3D Test-time Adaptation via Graph Spectral Driven Point Shift Xin Wei Qin Yang Yijie Fang Mingrui Zhu N. Wang TTA 3DPC 103 0 0 24 Jul 2025
Real-time and Controllable Reactive Motion Synthesis via Intention Guidance Xiaotang Zhang Ziyi Chang Qianhui Men Hubert Shum TTA 37 0 0 13 Jul 2025
Advancing Reliable Test-Time Adaptation of Vision-Language Models under Visual Variations Yiwen Liang H. Chen Yizhe Xiong Zihan Zhou Mengyao Lyu Zijia Lin Shuaicheng Niu Sicheng Zhao Jungong Han Guiguang Ding VLM TTA 120 2 0 13 Jul 2025
BayesTTA: Continual-Temporal Test-Time Adaptation for Vision-Language Models via Gaussian Discriminant Analysis Shuang Cui Jinglin Xu Yi Li Xiongxin Tang Jiangmeng Li Jiahuan Zhou Fanjiang Xu Fuchun Sun Hui Xiong BDL TTA VLM 43 1 0 11 Jul 2025
Monitoring Risks in Test-Time Adaptation Mona Schirmer Metod Jazbec Christian A. Naesseth Eric Nalisnick TTA 155 1 0 11 Jul 2025
Not Only Consistency: Enhance Test-Time Adaptation with Spatio-temporal Inconsistency for Remote Physiological Measurement Xiao Yang Jiyao Wang Yuxuan Fan Can Liu Houcheng Su Weichen Guo Zitong Yu Dengbo He Kaishun Wu TTA 87 2 0 10 Jul 2025
Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Wooseong Jeong Jegyeong Cho Youngho Yoon Kuk-Jin Yoon TTA 146 0 0 10 Jul 2025
Free on the Fly: Enhancing Flexibility in Test-Time Adaptation with Online EMComputer Vision and Pattern Recognition (CVPR), 2025 Qiyuan Dai Sibei Yang TTA VLM 59 5 0 09 Jul 2025
CTA: Cross-Task Alignment for Better Test Time Training Samuel Barbeau Pedram Fekri David Osowiechi Ali Bahri Moslem Yazdanpanah Masih Aminbeidokhti Christian Desrosiers OOD TTA 77 0 0 07 Jul 2025
DANCE: Resource-Efficient Neural Architecture Search with Data-Aware and Continuous Adaptation Xinjian Zhao Tianshuo Wei Sheng Zhang Ruocheng Guo Wanyu Wang Shanshan Ye Lixin Zou Xuetao Wei Xiangyu Zhao TTA 109 1 0 07 Jul 2025
T3DM: Test-Time Training-Guided Distribution Shift Modelling for Temporal Knowledge Graph Reasoning Yuehang Si Zefan Zeng Jincai Huang Qing Cheng OOD TTA 54 0 0 02 Jul 2025
Unleashing the Potential of All Test Samples: Mean-Shift Guided Test-Time Adaptation Jizhou Han Chenhao Ding SongLin Dong Yuhang He Xinyuan Gao Yihong Gong VLM TTA 68 0 0 01 Jul 2025
ExPaMoE: An Expandable Parallel Mixture of Experts for Continual Test-Time Adaptation JianChao Zhao Chenhao Ding Songlin Dong Yuhang He Yihong Gong MoE CLL VLM TTA 99 0 0 01 Jul 2025
When Test-Time Adaptation Meets Self-Supervised Models Jisu Han Jihee Park Dongyoon Han Wonjun Hwang TTA 43 0 0 01 Jul 2025
DC-TTA: Divide-and-Conquer Framework for Test-Time Adaptation of Interactive Segmentation Jihun Kim Hoyong Kwon Hyeokjun Kweon Wooseong Jeong Kuk-Jin Yoon TTA VLM 64 0 0 01 Jul 2025
When Small Guides Large: Cross-Model Co-Learning for Test-Time Adaptation Changán Yi Xiaohui Deng Guohao Chen Yan Zhou Qinghua Lu Shuaicheng Niu TTA 26 0 0 30 Jun 2025
Accurate Parameter-Efficient Test-Time Adaptation for Time Series Forecasting Heitor R. Medeiros Hossein Sharifi-Noghabi Gabriel L. Oliveira Saghar Irandoust AI4TS TTA 49 0 0 29 Jun 2025

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