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Unsupervised BatchNorm Adaptation (UBNA): A Domain Adaptation Method for Semantic Segmentation Without Using Source Domain Representations

17 November 2020

Papers citing "Unsupervised BatchNorm Adaptation (UBNA): A Domain Adaptation Method for Semantic Segmentation Without Using Source Domain Representations"

50 / 64 papers shown

Title
Model Adaptation: Unsupervised Domain Adaptation without Source Data Rui Li Qianfen Jiao Wenming Cao Hau-San Wong Si Wu OOD 261 493 0 26 Feb 2025
Few-Shot Domain Adaptation for Learned Image Compression Tianyu Zhang Haotian Zhang Yuqi Li Li Li Dong Liu VLM 90 1 0 17 Sep 2024
SVDistNet: Self-Supervised Near-Field Distance Estimation on Surround View Fisheye Cameras Varun Ravi Kumar Marvin Klingner S. Yogamani Markus Bach Stefan Milz Tim Fingscheidt Patrick Mäder MDE 86 37 0 09 Apr 2021
Source-Free Domain Adaptation for Semantic Segmentation Yuang Liu Wei Zhang Jun Wang 60 255 0 30 Mar 2021
RobustNet: Improving Domain Generalization in Urban-Scene Segmentation via Instance Selective Whitening Sungha Choi Sanghun Jung Huiwon Yun J. Kim Seungryong Kim Jaegul Choo 113 288 0 29 Mar 2021
Domain Impression: A Source Data Free Domain Adaptation Method V. Kurmi Venkatesh Subramanian Vinay P. Namboodiri TTA 206 152 0 17 Feb 2021
A Free Lunch for Unsupervised Domain Adaptive Object Detection without Source Data Xianfeng Li Weijie Chen Di Xie Shicai Yang Peng Yuan Shiliang Pu Yueting Zhuang 89 141 0 10 Dec 2020
Instance Adaptive Self-Training for Unsupervised Domain Adaptation Ke Mei Chuang Zhu Jiaqi Zou Shanghang Zhang 71 307 0 27 Aug 2020
CSCL: Critical Semantic-Consistent Learning for Unsupervised Domain Adaptation Jiahua Dong Yang Cong Gan Sun Yuyang Liu Xiaowei Xu 68 42 0 24 Aug 2020
SynDistNet: Self-Supervised Monocular Fisheye Camera Distance Estimation Synergized with Semantic Segmentation for Autonomous Driving V. Kumar Marvin Klingner S. Yogamani Stefan Milz Tim Fingscheidt Patrick Mäder MDE 83 81 0 10 Aug 2020
Learning from Scale-Invariant Examples for Domain Adaptation in Semantic Segmentation M.Naseer Subhani Mohsen Ali 60 69 0 28 Jul 2020
DACS: Domain Adaptation via Cross-domain Mixed Sampling Wilhelm Tranheden Viktor Olsson Juliano Pinto Lennart Svensson 93 358 0 17 Jul 2020
Self-Supervised Monocular Depth Estimation: Solving the Dynamic Object Problem by Semantic Guidance Marvin Klingner Jan-Aike Termöhlen Jonas Mikolajczyk Tim Fingscheidt MDE 121 324 0 14 Jul 2020
Contextual-Relation Consistent Domain Adaptation for Semantic Segmentation Jiaxing Huang Shijian Lu Dayan Guan Xiaobing Zhang 155 125 0 05 Jul 2020
Improving robustness against common corruptions by covariate shift adaptation Steffen Schneider E. Rusak L. Eck Oliver Bringmann Wieland Brendel Matthias Bethge VLM 99 482 0 30 Jun 2020
Self-Supervised Deep Visual Odometry with Online Adaptation Shunkai Li Xin Wang Yingdian Cao Fei Xue Zike Yan H. Zha TTA 52 73 0 13 May 2020
Source-Relaxed Domain Adaptation for Image Segmentation M. Bateson H. Kervadec Jose Dolz H. Lombaert Ismail Ben Ayed OOD MedIm 69 85 0 07 May 2020
Improved Noise and Attack Robustness for Semantic Segmentation by Using Multi-Task Training with Self-Supervised Depth Estimation Marvin Klingner Andreas Bär Tim Fingscheidt AAML 67 40 0 23 Apr 2020
FDA: Fourier Domain Adaptation for Semantic Segmentation Yanchao Yang Stefano Soatto OOD 89 898 0 11 Apr 2020
Differential Treatment for Stuff and Things: A Simple Unsupervised Domain Adaptation Method for Semantic Segmentation Zhonghao Wang Mo Yu Yunchao Wei Rogerio Feris Jinjun Xiong Wen-mei W. Hwu Thomas S. Huang Humphrey Shi OOD 247 232 0 18 Mar 2020
Label-Driven Reconstruction for Domain Adaptation in Semantic Segmentation Jinyu Yang Weizhi An Sheng Wang Xinliang Zhu Chao-chao Yan Junzhou Huang 110 109 0 10 Mar 2020
Learning Texture Invariant Representation for Domain Adaptation of Semantic Segmentation Myeongjin Kim H. Byun OOD 69 277 0 02 Mar 2020
Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation Jian Liang Dapeng Hu Jiashi Feng 116 1,250 0 20 Feb 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 538 42,591 0 03 Dec 2019
Domain Generalization via Model-Agnostic Learning of Semantic Features Qi Dou Daniel Coelho De Castro Konstantinos Kamnitsas Ben Glocker OOD 110 700 0 29 Oct 2019
Category Anchor-Guided Unsupervised Domain Adaptation for Semantic Segmentation Qiming Zhang Jing Zhang Wei Liu Dacheng Tao OOD 72 285 0 29 Oct 2019
Domain Adaptation for Semantic Segmentation with Maximum Squares Loss Minghao Chen Hongyang Xue Deng Cai 82 288 0 30 Sep 2019
Domain Randomization and Pyramid Consistency: Simulation-to-Real Generalization without Accessing Target Domain Data Xiangyu Yue Yang Zhang Sicheng Zhao Alberto L. Sangiovanni-Vincentelli Kurt Keutzer Boqing Gong OOD 70 387 0 02 Sep 2019
Self-Ensembling with GAN-based Data Augmentation for Domain Adaptation in Semantic Segmentation Jaehoon Choi Taekyung Kim Changick Kim 77 244 0 02 Sep 2019
Self-supervised Domain Adaptation for Computer Vision Tasks Jiaolong Xu Liang Xiao Antonio M. López OOD SSL VLM 68 134 0 25 Jul 2019
Learning to Optimize Domain Specific Normalization for Domain Generalization Seonguk Seo Yumin Suh Dongwan Kim Geeho Kim Jongwoo Han Bohyung Han AI4CE 86 246 0 09 Jul 2019
Domain-Specific Batch Normalization for Unsupervised Domain Adaptation Woonggi Chang Tackgeun You Seonguk Seo Suha Kwak Bohyung Han OOD 69 387 0 27 May 2019
Bidirectional Learning for Domain Adaptation of Semantic Segmentation Yunsheng Li Lu Yuan Nuno Vasconcelos SSeg 93 629 0 24 Apr 2019
DADA: Depth-aware Domain Adaptation in Semantic Segmentation Tuan-Hung Vu Himalaya Jain Max Bucher Matthieu Cord P. Pérez 3DV 79 193 0 03 Apr 2019
SSN: Learning Sparse Switchable Normalization via SparsestMax Wenqi Shao Jiamin Ren Jingyu Li Ruimao Zhang Yudian Li Xiaogang Wang Ping Luo 61 56 0 09 Mar 2019
Episodic Training for Domain Generalization Da Li Jianshu Zhang Yongxin Yang Cong Liu Yi-Zhe Song Timothy M. Hospedales OOD 115 450 0 31 Jan 2019
DLOW: Domain Flow for Adaptation and Generalization R. Gong Wen Li Yuhua Chen Luc Van Gool OOD AI4CE 100 352 0 13 Dec 2018
ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation Tuan-Hung Vu Himalaya Jain Max Bucher Matthieu Cord P. Pérez 133 1,298 0 30 Nov 2018
SPIGAN: Privileged Adversarial Learning from Simulation Kuan-Hui Lee G. Ros Jie Li Adrien Gaidon GAN 65 105 0 09 Oct 2018
A Domain Agnostic Normalization Layer for Unsupervised Adversarial Domain Adaptation Rob Romijnders Panagiotis Meletis Gijs Dubbelman AI4CE 52 27 0 14 Sep 2018
Two at Once: Enhancing Learning and Generalization Capacities via IBN-Net Xingang Pan Ping Luo Jianping Shi Xiaoou Tang OOD 71 765 0 25 Jul 2018
Batch-Instance Normalization for Adaptively Style-Invariant Neural Networks Hyeonseob Nam Hyo-Eun Kim OOD 58 210 0 21 May 2018
Group Normalization Yuxin Wu Kaiming He 236 3,670 0 22 Mar 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 147 1,547 0 28 Feb 2018
Spectral Normalization for Generative Adversarial Networks Takeru Miyato Toshiki Kataoka Masanori Koyama Yuichi Yoshida ODL 159 4,444 0 16 Feb 2018
Incremental Adversarial Domain Adaptation for Continually Changing Environments Markus Wulfmeier Alex Bewley Ingmar Posner CLL 65 129 0 20 Dec 2017
CyCADA: Cycle-Consistent Adversarial Domain Adaptation Judy Hoffman Eric Tzeng Taesung Park Jun-Yan Zhu Phillip Isola Kate Saenko Alexei A. Efros Trevor Darrell 147 3,005 0 08 Nov 2017
AutoDIAL: Automatic DomaIn Alignment Layers Fabio Maria Carlucci Lorenzo Porzi Barbara Caputo Elisa Ricci Samuel Rota Buló 96 315 0 26 Apr 2017
Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization Xun Huang Serge J. Belongie OOD 181 4,372 0 20 Mar 2017
Batch Renormalization: Towards Reducing Minibatch Dependence in Batch-Normalized Models Sergey Ioffe BDL 65 540 0 10 Feb 2017