Test-Time Training for Semantic Segmentation with Output Contrastive Loss

14 November 2023

Yuxuan Sun

Papers citing "Test-Time Training for Semantic Segmentation with Output Contrastive Loss"

50 / 58 papers shown

Title
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 154 0 0 30 Apr 2025
Towards Stable Test-Time Adaptation in Dynamic Wild World Shuaicheng Niu Jiaxiang Wu Yifan Zhang Z. Wen Yaofo Chen P. Zhao Mingkui Tan TTA 67 268 0 24 Feb 2023
TTN: A Domain-Shift Aware Batch Normalization in Test-Time Adaptation Hyesu Lim Byeonggeun Kim Jaegul Choo Sungha Choi TTA 52 88 0 10 Feb 2023
A Probabilistic Framework for Lifelong Test-Time Adaptation Dhanajit Brahma Piyush Rai TTA 54 36 0 19 Dec 2022
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation Lukas Hoyer Dengxin Dai Haoran Wang Luc Van Gool 102 226 0 02 Dec 2022
Robust Mean Teacher for Continual and Gradual Test-Time Adaptation Mario Döbler Robert A. Marsden Bin Yang OOD TTA 54 90 0 23 Nov 2022
Visual Prompt Tuning for Test-time Domain Adaptation Yunhe Gao Xingjian Shi Yi Zhu Hongya Wang Zhiqiang Tang Xiong Zhou Mu Li Dimitris N. Metaxas VPVLM VLM 110 86 0 10 Oct 2022
Test-Time Training with Masked Autoencoders Yossi Gandelsman Yu Sun Xinlei Chen Alexei A. Efros OOD 74 170 0 15 Sep 2022
Improving Test-Time Adaptation via Shift-agnostic Weight Regularization and Nearest Source Prototypes Sungha Choi Seunghan Yang Seokeon Choi Sungrack Yun TTA OOD 55 65 0 24 Jul 2022
Test-Time Adaptation via Self-Training with Nearest Neighbor Information M-U Jang Sae-Young Chung Hye Won Chung OOD TTA 73 62 0 08 Jul 2022
Attracting and Dispersing: A Simple Approach for Source-free Domain Adaptation Shiqi Yang Yaxing Wang Kai Wang Shangling Jui Joost van de Weijer 62 139 0 09 May 2022
MM-TTA: Multi-Modal Test-Time Adaptation for 3D Semantic Segmentation Inkyu Shin Yi-Hsuan Tsai Bingbing Zhuang S. Schulter Buyu Liu Sparsh Garg In So Kweon Kuk-Jin Yoon TTA 55 78 0 27 Apr 2022
Contrastive Test-Time Adaptation Dian Chen Dequan Wang Trevor Darrell Sayna Ebrahimi TTA 48 264 0 21 Apr 2022
Efficient Test-Time Model Adaptation without Forgetting Shuaicheng Niu Jiaxiang Wu Yifan Zhang Yaofo Chen S. Zheng P. Zhao Mingkui Tan OOD VLM TTA 71 340 0 06 Apr 2022
Continual Test-Time Domain Adaptation Qin Wang Olga Fink Luc Van Gool Dengxin Dai OOD TTA 101 419 0 25 Mar 2022
Parameter-free Online Test-time Adaptation Malik Boudiaf Romain Mueller Ismail Ben Ayed Luca Bertinetto TTA 46 149 0 15 Jan 2022
DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation Lukas Hoyer Dengxin Dai Luc Van Gool AI4CE 90 458 0 29 Nov 2021
MEMO: Test Time Robustness via Adaptation and Augmentation Marvin Zhang Sergey Levine Chelsea Finn OOD TTA 91 319 0 18 Oct 2021
On-target Adaptation Dequan Wang Shaoteng Liu Sayna Ebrahimi Evan Shelhamer Trevor Darrell TTA 44 19 0 02 Sep 2021
Generalize then Adapt: Source-Free Domain Adaptive Semantic Segmentation Jogendra Nath Kundu Akshay Ravindra Kulkarni Amit Singh Varun Jampani R. Venkatesh Babu TTA 58 123 0 25 Aug 2021
Pixel Contrastive-Consistent Semi-Supervised Semantic Segmentation Yuanyi Zhong Bodi Yuan Hong Wu Zhiqiang Yuan Jian Peng Yu-Xiong Wang 63 172 0 20 Aug 2021
Self-Supervised Aggregation of Diverse Experts for Test-Agnostic Long-Tailed Recognition Yifan Zhang Bryan Hooi Lanqing Hong Jiashi Feng 68 129 0 20 Jul 2021
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers Enze Xie Wenhai Wang Zhiding Yu Anima Anandkumar J. Álvarez Ping Luo ViT 235 4,990 0 31 May 2021
Segmenter: Transformer for Semantic Segmentation Robin Strudel Ricardo Garcia Pinel Ivan Laptev Cordelia Schmid ViT 174 1,460 0 12 May 2021
Source-Free Domain Adaptation for Semantic Segmentation Yuang Liu Wei Zhang Jun Wang 41 252 0 30 Mar 2021
MT3: Meta Test-Time Training for Self-Supervised Test-Time Adaption Alexander Bartler Andreas Bühler Felix Wiewel Mario Döbler Binh Yang TTA OOD 55 82 0 30 Mar 2021
Contrastive Domain Adaptation Mamatha Thota Georgios Leontidis SSL 52 59 0 26 Mar 2021
Self-Tuning for Data-Efficient Deep Learning Ximei Wang Jing Gao Mingsheng Long Jianmin Wang BDL 59 71 0 25 Feb 2021
Understanding the Behaviour of Contrastive Loss Feng Wang Huaping Liu SSL 97 685 0 15 Dec 2020
DACS: Domain Adaptation via Cross-domain Mixed Sampling Wilhelm Tranheden Viktor Olsson Juliano Pinto Lennart Svensson 79 358 0 17 Jul 2020
Improving robustness against common corruptions by covariate shift adaptation Steffen Schneider E. Rusak L. Eck Oliver Bringmann Wieland Brendel Matthias Bethge VLM 79 479 0 30 Jun 2020
Rethinking the Value of Labels for Improving Class-Imbalanced Learning Yuzhe Yang Zhi Xu SSL 122 407 0 13 Jun 2020
Understanding Contrastive Representation Learning through Alignment and Uniformity on the Hypersphere Tongzhou Wang Phillip Isola SSL 132 1,826 0 20 May 2020
Supervised Contrastive Learning Prannay Khosla Piotr Teterwak Chen Wang Aaron Sarna Yonglong Tian Phillip Isola Aaron Maschinot Ce Liu Dilip Krishnan SSL 139 4,532 0 23 Apr 2020
FDA: Fourier Domain Adaptation for Semantic Segmentation Yanchao Yang Stefano Soatto OOD 81 895 0 11 Apr 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 325 18,721 0 13 Feb 2020
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 165 12,065 0 13 Nov 2019
Domain Adaptation for Semantic Segmentation with Maximum Squares Loss Minghao Chen Hongyang Xue Deng Cai 80 288 0 30 Sep 2019
Confidence Regularized Self-Training Yang Zou Zhiding Yu Xiaofeng Liu B. Kumar Jinsong Wang 340 795 0 26 Aug 2019
MixMatch: A Holistic Approach to Semi-Supervised Learning David Berthelot Nicholas Carlini Ian Goodfellow Nicolas Papernot Avital Oliver Colin Raffel 137 3,022 0 06 May 2019
Unsupervised Data Augmentation for Consistency Training Qizhe Xie Zihang Dai Eduard H. Hovy Minh-Thang Luong Quoc V. Le 124 2,314 0 29 Apr 2019
Contrastive Adaptation Network for Unsupervised Domain Adaptation Guoliang Kang Lu Jiang Yi Yang Alexander G. Hauptmann 100 834 0 04 Jan 2019
ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation Tuan-Hung Vu Himalaya Jain Max Bucher Matthieu Cord P. Pérez 123 1,291 0 30 Nov 2018
Taking A Closer Look at Domain Shift: Category-level Adversaries for Semantics Consistent Domain Adaptation Yawei Luo Liang Zheng T. Guan Junqing Yu Yi Yang OOD 63 718 0 25 Sep 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 284 10,253 0 10 Jul 2018
Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination Zhirong Wu Yuanjun Xiong Stella X. Yu Dahua Lin SSL 170 3,450 0 05 May 2018
Unsupervised Cross-Modality Domain Adaptation of ConvNets for Biomedical Image Segmentations with Adversarial Loss Qi Dou Cheng Ouyang Cheng Chen Hao Chen Pheng-Ann Heng MedIm 62 296 0 29 Apr 2018
Learning to Adapt Structured Output Space for Semantic Segmentation Yi-Hsuan Tsai Wei-Chih Hung S. Schulter Kihyuk Sohn Ming-Hsuan Yang Manmohan Chandraker OOD SSeg 135 1,543 0 28 Feb 2018
CyCADA: Cycle-Consistent Adversarial Domain Adaptation Judy Hoffman Eric Tzeng Taesung Park Jun-Yan Zhu Phillip Isola Kate Saenko Alexei A. Efros Trevor Darrell 134 3,001 0 08 Nov 2017
Curriculum Domain Adaptation for Semantic Segmentation of Urban Scenes Yang Zhang P. David Boqing Gong SSeg 78 321 0 29 Jul 2017