MM-TTA: Multi-Modal Test-Time Adaptation for 3D Semantic Segmentation

Computer Vision and Pattern Recognition (CVPR), 2022

27 April 2022

In So Kweon

Kuk-Jin Yoon

TTA

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Papers citing "MM-TTA: Multi-Modal Test-Time Adaptation for 3D Semantic Segmentation"

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Title
Improving Multimodal Distillation for 3D Semantic Segmentation under Domain Shift Björn Michele Alexandre Boulch Gilles Puy Tuan-Hung Vu Renaud Marlet Nicolas Courty 44 0 0 21 Nov 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 194 1 0 11 Sep 2025
FOCUS: Frequency-Optimized Conditioning of DiffUSion Models for mitigating catastrophic forgetting during Test-Time Adaptation Gabriel Tjio Jie Zhang Xulei Yang Yun Xing N. Chung Xiaofeng Cao Ivor W. Tsang C. Kwoh Qing Guo DiffM AAML 239 0 0 20 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 306 1 0 08 Aug 2025
$$\texttt{AVROBUSTBENCH}$: Benchmarking the Robustness of Audio-Visual Recognition Models at Test-Time$ $\texttt{AVROBUSTBENCH}$ : Benchmarking the Robustness of Audio-Visual Recognition Models at Test-Time Sarthak Kumar Maharana Saksham Singh Kushwaha Baoming Zhang Adrian Rodriguez Songtao Wei Yapeng Tian Yunhui Guo TTA VLM 201 0 0 31 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 293 1 0 15 May 2025
Adapting In-Domain Few-Shot Segmentation to New Domains without Retraining Qi Fan Kaiqi Liu Nian Liu Hisham Cholakkal Rao Muhammad Anwer Wenbin Li Yang Gao 432 0 0 30 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 249 0 0 03 Apr 2025
LiDAR Remote Sensing Meets Weak Supervision: Concepts, Methods, and Perspectives Yuan Gao Shaobo Xia Peijie Wang Xiaohuan Xi Sheng Nie Cheng-Xiang Wang 303 1 0 24 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
PatchRefiner V2: Fast and Lightweight Real-Domain High-Resolution Metric Depth Estimation Zhenyu Li Wenqing Cui S. Bhat Peter Wonka MDE 262 1 0 03 Jan 2025
Test-Time Adaptation in Point Clouds: Leveraging Sampling Variation with Weight AveragingIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024 Ali Bahri Moslem Yazdanpanah Mehrdad Noori Sahar Dastani Oghani Milad Cheraghalikhani David Osowiech Farzad Beizaee G. A. V. Hakim Ismail ben Ayed Christian Desrosiers 3DPC TTA 354 5 0 31 Dec 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 308 5 0 21 Oct 2024
A Survey on All-in-One Image Restoration: Taxonomy, Evaluation and Future TrendsIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024 Junjun Jiang Zengyuan Zuo Gang Wu Kui Jiang Xianming Liu 552 28 0 19 Oct 2024
PatchRefiner: Leveraging Synthetic Data for Real-Domain High-Resolution Monocular Metric Depth Estimation Zhenyu Li Shariq Farooq Bhat Peter Wonka 3DV MDE 169 11 0 10 Jun 2024
Test-time Adaptation Meets Image Enhancement: Improving Accuracy via Uncertainty-aware Logit Switching Shohei Enomoto Naoya Hasegawa Kazuki Adachi Taku Sasaki Shin'ya Yamaguchi Satoshi Suzuki Takeharu Eda OOD UQCV 276 3 0 26 Mar 2024
Visual Foundation Models Boost Cross-Modal Unsupervised Domain Adaptation for 3D Semantic Segmentation Jingyi Xu Weidong Yang Lingdong Kong You-Chen Liu Rui Zhang Qingyuan Zhou Ben Fei 196 17 0 15 Mar 2024
Test-Time Adaptation for Depth CompletionComputer Vision and Pattern Recognition (CVPR), 2024 Hyoungseob Park Anjali Gupta Alex Wong TTA VLM 389 22 0 05 Feb 2024
Enhancing and Adapting in the Clinic: Source-free Unsupervised Domain Adaptation for Medical Image EnhancementIEEE Transactions on Medical Imaging (TMI), 2023 Heng Li Ziqin Lin Zhongxi Qiu Zinan Li Huazhu Fu Yan Hu Jiang-Dong Liu MedIm 191 21 0 03 Dec 2023
Test-Time Degradation Adaptation for Open-Set Image RestorationInternational Conference on Machine Learning (ICML), 2023 Yuanbiao Gou Haiyu Zhao Boyun Li Xinyan Xiao Xi Peng VLM 307 12 0 02 Dec 2023
Test-Time Training for Semantic Segmentation with Output Contrastive Loss Yunlong Zhang Yuxuan Sun Sunyi Zheng Honglin Li Chenglu Zhu Lin Yang VLM 214 3 0 14 Nov 2023
Distribution-Aware Continual Test-Time Adaptation for Semantic SegmentationIEEE International Conference on Robotics and Automation (ICRA), 2023 Jiayin Ni Senqiao Yang Ran Xu Jiaming Liu Xiaoqi Li Wenyu Jiao Zehui Chen Yi Liu Shanghang Zhang TTA 233 11 0 24 Sep 2023
Is it an i or an l: Test-time Adaptation of Text Line Recognition Models Debapriya Tula S. Paul Gagan Madan P. Garst R. Ingle Gaurav Aggarwal VLM 206 1 0 29 Aug 2023
Dissecting RGB-D Learning for Improved Multi-modal Fusion Hao Chen Hao Zhou Yunshu Zhang Zheng Lin Yongjian Deng 372 1 0 19 Aug 2023
GeoAdapt: Self-Supervised Test-Time Adaptation in LiDAR Place Recognition Using Geometric PriorsIEEE Robotics and Automation Letters (RA-L), 2023 Joshua Knights Stephen Hausler Sridha Sridharan Clinton Fookes Peyman Moghadam 309 10 0 09 Aug 2023
Test-Time Adaptation for Nighttime Color-Thermal Semantic SegmentationIEEE Transactions on Artificial Intelligence (IEEE TAI), 2023 Yexin Liu Weiming Zhang Guoyang Zhao Jinjing Zhu Athanasios V. Vasilakos Lin Wang TTA 184 6 0 10 Jul 2023
Benchmarking Test-Time Adaptation against Distribution Shifts in Image Classification Yongcan Yu Lijun Sheng Ran He Jian Liang OOD VLM TTA 112 20 0 06 Jul 2023
GrowSP: Unsupervised Semantic Segmentation of 3D Point CloudsComputer Vision and Pattern Recognition (CVPR), 2023 Zihui Zhang Bo Yang Bing Wang Bo Li 3DPC 183 54 0 25 May 2023
Exploiting the Complementarity of 2D and 3D Networks to Address Domain-Shift in 3D Semantic Segmentation Adriano Cardace Pierluigi Zama Ramirez Samuele Salti Luigi Di Stefano 3DPC 230 16 0 06 Apr 2023
Exploring Sparse Visual Prompt for Domain Adaptive Dense PredictionAAAI Conference on Artificial Intelligence (AAAI), 2023 Senqiao Yang Jiarui Wu Jiaming Liu Xiaoqi Li Qizhe Zhang Mingjie Pan Yulu Gan Zehui Chen Shanghang Zhang MDE VLM 225 33 0 17 Mar 2023
Test-time Adaptation in the Dynamic World with Compound Domain Knowledge ManagementIEEE Robotics and Automation Letters (RA-L), 2022 Jun S. Song Kwanyong Park Inkyu Shin Sanghyun Woo Chaoning Zhang In So Kweon TTA 252 7 0 16 Dec 2022
MATE: Masked Autoencoders are Online 3D Test-Time LearnersIEEE International Conference on Computer Vision (ICCV), 2022 M. Jehanzeb Mirza Inkyu Shin Wei Lin Andreas Schriebl Kunyang Sun ... Horst Possegger Mateusz Koziñski In So Kweon Kun-Jin Yoon Horst Bischof TTA 3DPC 260 21 0 21 Nov 2022
3D-PL: Domain Adaptive Depth Estimation with 3D-aware Pseudo-LabelingEuropean Conference on Computer Vision (ECCV), 2022 Yu-Ting Yen Chia-Ni Lu Wei-Chen Chiu Yi-Hsuan Tsai MDE 125 10 0 19 Sep 2022