Robust Test-Time Adaptation in Dynamic Scenarios

24 March 2023

Papers citing "Robust Test-Time Adaptation in Dynamic Scenarios"

50 / 81 papers shown

Title
SEVA: Leveraging Single-Step Ensemble of Vicinal Augmentations for Test-Time Adaptation Zixuan Hu Yichun Hu Ling-yu Duan TTA 44 0 0 07 May 2025
Test-time Correlation Alignment Linjing You Jiabao Lu Xiayuan Huang OOD 58 0 0 01 May 2025
SURGEON: Memory-Adaptive Fully Test-Time Adaptation via Dynamic Activation Sparsity Ke Ma Jiaqi Tang B. Guo Fan Dang Sicong Liu ... Lei Wu Cheng Fang Ying-Cong Chen Zhiwen Yu Yunhao Liu TTA 71 0 0 26 Mar 2025
LeanTTA: A Backpropagation-Free and Stateless Approach to Quantized Test-Time Adaptation on Edge Devices Cynthia Dong Hong Jia Young D. Kwon Georgios Rizos Cecilia Mascolo MQ 58 0 0 20 Mar 2025
Online Test-time Adaptation for 3D Human Pose Estimation: A Practical Perspective with Estimated 2D Poses Qiuxia Lin Kerui Gu Linlin Yang Angela Yao 3DH TTA 54 0 0 14 Mar 2025
Test-Time Training Provably Improves Transformers as In-context Learners Halil Alperen Gozeten M. E. Ildiz Xuechen Zhang Mahdi Soltanolkotabi Marco Mondelli Samet Oymak 39 0 0 14 Mar 2025
Test-Time Discovery via Hashing Memory Fan Lyu Tianle Liu Z. Zhang Fuyuan Hu Liang Wang TTA 56 0 0 12 Mar 2025
Smoothing the Shift: Towards Stable Test-Time Adaptation under Complex Multimodal Noises Zirun Guo Tao Jin TTA 82 1 0 04 Mar 2025
Adaptive Camera Sensor for Vision Models Eunsu Baek Sunghwan Han Taesik Gong Hyung-Sin Kim VLM Presented at ResearchTrend Connect \| VLM on 28 Mar 2025 151 0 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 54 0 0 28 Feb 2025
Space Rotation with Basis Transformation for Training-free Test-Time Adaptation Chenhao Ding Xinyuan Gao Songlin Dong Yuhang He Qiang Wang Xiang Song Alex C. Kot Yihong Gong TTA VLM 97 0 0 27 Feb 2025
CoPEFT: Fast Adaptation Framework for Multi-Agent Collaborative Perception with Parameter-Efficient Fine-Tuning Quanmin Wei Penglin Dai Wei Li Bingyi Liu Xiao-Jun Wu 36 0 0 15 Feb 2025
GeneralizeFormer: Layer-Adaptive Model Generation across Test-Time Distribution Shifts Sameer Ambekar Zehao Xiao Xiantong Zhen Cees G. M. Snoek OOD 60 0 0 15 Feb 2025
Continual Test-Time Adaptation for Single Image Defocus Deblurring via Causal Siamese Networks Shuang Cui Yi Li Jiangmeng Li Xiongxin Tang Bing-Huang Su Fanjiang Xu Hui Xiong 51 0 0 15 Jan 2025
Exploring Structured Semantic Priors Underlying Diffusion Score for Test-time Adaptation Mingjia Li Shuang Li Tongrui Su Longhui Yuan Jian Liang Wei Li DiffM 28 0 0 03 Jan 2025
R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Trung-Hieu Hoang D. Vo Minh N. Do TTA AAML 82 0 0 02 Dec 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 69 1 0 26 Nov 2024
Decentralizing Test-time Adaptation under Heterogeneous Data Streams Zixian Su Jingwei Guo Xi Yang Qiufeng Wang K. Huang TTA 72 0 0 16 Nov 2024
Historical Test-time Prompt Tuning for Vision Foundation Models Jingyi Zhang Jiaxing Huang Xiaoqin Zhang Ling Shao Shijian Lu VLM 25 4 0 27 Oct 2024
Is Less More? Exploring Token Condensation as Training-free Test-time Adaptation Zixin Wang Dong Gong Sen Wang Zi Huang Yadan Luo VLM 24 0 0 16 Oct 2024
Domain-Conditioned Transformer for Fully Test-time Adaptation Yushun Tang Shuoshuo Chen Jiyuan Jia Yi Zhang Zhihai He 18 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 43 0 0 07 Oct 2024
Meta-TTT: A Meta-learning Minimax Framework For Test-Time Training Chen Tao Li Shen Soumik Mondal 18 0 0 02 Oct 2024
DOTA: Distributional Test-Time Adaptation of Vision-Language Models Zongbo Han Jialong Yang Junfan Li Qinghua Hu Qianli Xu Mike Zheng Shou Changqing Zhang TTA VLM 36 2 0 28 Sep 2024
UL-VIO: Ultra-lightweight Visual-Inertial Odometry with Noise Robust Test-time Adaptation Jinho Park Se Young Chun Mingoo Seok TTA 19 0 0 19 Sep 2024
DARDA: Domain-Aware Real-Time Dynamic Neural Network Adaptation Shahriar Rifat Jonathan D. Ashdown Francesco Restuccia TTA 16 0 0 15 Sep 2024
Dual-Path Adversarial Lifting for Domain Shift Correction in Online Test-time Adaptation Yushun Tang Shuoshuo Chen Zhihe Lu Xinchao Wang Zhihai He 23 1 0 26 Aug 2024
DATTA: Towards Diversity Adaptive Test-Time Adaptation in Dynamic Wild World Chuyang Ye Dongyan Wei Zhendong Liu Yuanyi Pang Yixi Lin Jiarong Liao Qinting Jiang Xianghua Fu Qing Li Jingyan Jiang TTA 20 0 0 15 Aug 2024
Protected Test-Time Adaptation via Online Entropy Matching: A Betting Approach Yarin Bar Shalev Shaer Yaniv Romano TTA OOD 26 3 0 14 Aug 2024
Resilience and Security of Deep Neural Networks Against Intentional and Unintentional Perturbations: Survey and Research Challenges Sazzad Sayyed Milin Zhang Shahriar Rifat A. Swami Michael De Lucia Francesco Restuccia 21 0 0 31 Jul 2024
UniTTA: Unified Benchmark and Versatile Framework Towards Realistic Test-Time Adaptation Chaoqun Du Yulin Wang Jiayi Guo Yizeng Han Jie Zhou Gao Huang TTA 20 0 0 29 Jul 2024
STAMP: Outlier-Aware Test-Time Adaptation with Stable Memory Replay Yongcan Yu Lijun Sheng R. He Jian Liang TTA 27 2 0 22 Jul 2024
Realistic Evaluation of Test-Time Adaptation Algorithms: Unsupervised Hyperparameter Selection Sebastian Cygert Damian Sójka Tomasz Trzciñski Bartlomiej Twardowski 48 0 0 19 Jul 2024
Distribution Alignment for Fully Test-Time Adaptation with Dynamic Online Data Streams Ziqiang Wang Zhixiang Chi Yanan Wu Li Gu Zhi Liu Konstantinos Plataniotis Yang Wang OOD TTA 26 2 0 16 Jul 2024
Reshaping the Online Data Buffering and Organizing Mechanism for Continual Test-Time Adaptation Zhilin Zhu Xiaopeng Hong Zhiheng Ma Weijun Zhuang Yaohui Ma Yong Dai Yaowei Wang CLL TTA 20 1 0 12 Jul 2024
Learning Visual Conditioning Tokens to Correct Domain Shift for Fully Test-time Adaptation Yushun Tang Shuoshuo Chen Zhehan Kan Yi Zhang Qinghai Guo Zhihai He 27 2 0 27 Jun 2024
MOS: Model Synergy for Test-Time Adaptation on LiDAR-Based 3D Object Detection Zhuoxiao Chen Junjie Meng Mahsa Baktashmotlagh Yonggang Zhang Zi Huang Yadan Luo 62 0 0 21 Jun 2024
DPO: Dual-Perturbation Optimization for Test-time Adaptation in 3D Object Detection Zhuoxiao Chen Zixin Wang Yadan Luo Sen Wang Zi Huang AAML 3DPC 22 0 0 19 Jun 2024
Discover Your Neighbors: Advanced Stable Test-Time Adaptation in Dynamic World Qinting Jiang Chuyang Ye Dongyan Wei Yuan Xue Jingyan Jiang Zhi Wang 24 0 0 08 Jun 2024
Exploring Human-in-the-Loop Test-Time Adaptation by Synergizing Active Learning and Model Selection Yushu Li Yongyi Su Xulei Yang Kui Jia Xun Xu TTA 26 0 0 29 May 2024
Frustratingly Easy Test-Time Adaptation of Vision-Language Models Matteo Farina Gianni Franchi Giovanni Iacca Massimiliano Mancini Elisa Ricci VLM 29 0 0 28 May 2024
A Lost Opportunity for Vision-Language Models: A Comparative Study of Online Test-time Adaptation for Vision-Language Models Mario Döbler Robert A. Marsden Tobias Raichle Bin Yang VLM 21 5 0 23 May 2024
Controllable Continual Test-Time Adaptation Ziqi Shi Fan Lyu Ye Liu Fanhua Shang Fuyuan Hu Wei Feng Zhang Zhang Liang Wang TTA 34 2 0 23 May 2024
The Entropy Enigma: Success and Failure of Entropy Minimization Ori Press Ravid Shwartz-Ziv Yann LeCun Matthias Bethge UQCV 28 7 0 08 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 32 0 0 27 Apr 2024
Unified Entropy Optimization for Open-Set Test-Time Adaptation Zhengqing Gao Xu-Yao Zhang Cheng-Lin Liu TTA 32 0 0 09 Apr 2024
AETTA: Label-Free Accuracy Estimation for Test-Time Adaptation Taeckyung Lee Sorn Chottananurak Taesik Gong Sung-Ju Lee 14 1 0 01 Apr 2024
MedBN: Robust Test-Time Adaptation against Malicious Test Samples Hyejin Park Jeongyeon Hwang Sunung Mun Sangdon Park Jungseul Ok AAML TTA OOD 21 1 0 28 Mar 2024
Test-time Adaptation Meets Image Enhancement: Improving Accuracy via Uncertainty-aware Logit Switching Shohei Enomoto Naoya Hasegawa Kazuki Adachi Taku Sasaki Shinýa Yamaguchi Satoshi Suzuki Takeharu Eda OOD UQCV 21 1 0 26 Mar 2024
TTA-Nav: Test-time Adaptive Reconstruction for Point-Goal Navigation under Visual Corruptions Maytus Piriyajitakonkij Mingfei Sun Mengmi Zhang Wei Pan ViT 42 0 0 04 Mar 2024