Domain Randomization and Pyramid Consistency: Simulation-to-Real Generalization without Accessing Target Domain Data

2 September 2019

Xiangyu Yue

Yang Zhang

Sicheng Zhao

Alberto L. Sangiovanni-Vincentelli

Papers citing "Domain Randomization and Pyramid Consistency: Simulation-to-Real Generalization without Accessing Target Domain Data"

37 / 237 papers shown

Title
Unsupervised domain adaptation via coarse-to-fine feature alignment method using contrastive learning Shiyu Tang Peijun Tang Yanxiang Gong Zheng Ma M. Xie 24 6 0 23 Mar 2021
FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency Space Quande Liu Cheng Chen J. Qin Qi Dou Pheng-Ann Heng OOD FedML 39 428 0 10 Mar 2021
Domain Generalization: A Survey Kaiyang Zhou Ziwei Liu Yu Qiao Tao Xiang Chen Change Loy OOD AI4CE 75 984 0 03 Mar 2021
FSDR: Frequency Space Domain Randomization for Domain Generalization Jiaxing Huang Dayan Guan Aoran Xiao Shijian Lu 39 218 0 03 Mar 2021
Generalizing to Unseen Domains: A Survey on Domain Generalization Jindong Wang Cuiling Lan Chang-Shu Liu Yidong Ouyang Tao Qin Wang Lu Yiqiang Chen Wenjun Zeng Philip S. Yu OOD 59 1,179 0 02 Mar 2021
Model-Based Domain Generalization Alexander Robey George J. Pappas Hamed Hassani OOD 45 129 0 23 Feb 2021
CrossNorm and SelfNorm for Generalization under Distribution Shifts Zhiqiang Tang Yunhe Gao Yi Zhu Zhi-Li Zhang Mu Li Dimitris N. Metaxas OOD 30 52 0 04 Feb 2021
Continual Adaptation of Visual Representations via Domain Randomization and Meta-learning Riccardo Volpi Diane Larlus Grégory Rogez VLM OOD CLL 26 74 0 08 Dec 2020
Emotional Semantics-Preserved and Feature-Aligned CycleGAN for Visual Emotion Adaptation Sicheng Zhao Xuanbai Chen Xiangyu Yue Chuang Lin Pengfei Xu Ravi Krishna Jufeng Yang Guiguang Ding Alberto L. Sangiovanni-Vincentelli Kurt Keutzer GAN 25 17 0 25 Nov 2020
Curriculum CycleGAN for Textual Sentiment Domain Adaptation with Multiple Sources Sicheng Zhao Yang Xiao Jiang Guo Xiangyu Yue Jufeng Yang Ravi Krishna Pengfei Xu Kurt Keutzer 27 17 0 17 Nov 2020
Unsupervised BatchNorm Adaptation (UBNA): A Domain Adaptation Method for Semantic Segmentation Without Using Source Domain Representations Marvin Klingner Jan-Aike Termöhlen Jacob Ritterbach Tim Fingscheidt 29 39 0 17 Nov 2020
PREGAN: Pose Randomization and Estimation for Weakly Paired Image Style Translation Zexi Chen Jiaxin Guo Xuecheng Xu Yunkai Wang Yue Wang R. Xiong 13 1 0 31 Oct 2020
Towards Adaptive Semantic Segmentation by Progressive Feature Refinement Bin Zhang Shengjie Zhao Rongqing Zhang SSeg 21 4 0 30 Sep 2020
Sim-to-Real Transfer in Deep Reinforcement Learning for Robotics: a Survey Wenshuai Zhao Jorge Peña Queralta Tomi Westerlund OffRL 20 713 0 24 Sep 2020
A Review of Single-Source Deep Unsupervised Visual Domain Adaptation Sicheng Zhao Xiangyu Yue Shanghang Zhang Bo-wen Li Han Zhao ... Ravi Krishna Joseph E. Gonzalez Alberto L. Sangiovanni-Vincentelli S. Seshia Kurt Keutzer 44 264 0 01 Sep 2020
Robust and Generalizable Visual Representation Learning via Random Convolutions Zhenlin Xu Deyi Liu Junlin Yang Colin Raffel Marc Niethammer OOD AAML 53 191 0 25 Jul 2020
Learning from Extrinsic and Intrinsic Supervisions for Domain Generalization Shujun Wang Lequan Yu Caizi Li Chi-Wing Fu Pheng-Ann Heng OOD 29 191 0 18 Jul 2020
DACS: Domain Adaptation via Cross-domain Mixed Sampling Wilhelm Tranheden Viktor Olsson Juliano Pinto Lennart Svensson 23 351 0 17 Jul 2020
Automated Synthetic-to-Real Generalization Wuyang Chen Zhiding Yu Zhangyang Wang Anima Anandkumar 17 68 0 14 Jul 2020
Learning to Generate Novel Domains for Domain Generalization Kaiyang Zhou Yongxin Yang Timothy M. Hospedales Tao Xiang OOD 39 445 0 07 Jul 2020
From Real to Synthetic and Back: Synthesizing Training Data for Multi-Person Scene Understanding Igor Kviatkovsky Nadav Bhonker Gérard Medioni 33 3 0 03 Jun 2020
Improving Semantic Segmentation via Self-Training Yi Zhu Zhongyue Zhang Chongruo Wu Zhi-Li Zhang Tong He Hang Zhang R. Manmatha Mu Li Alex Smola VLM SSL 26 56 0 30 Apr 2020
VehicleNet: Learning Robust Visual Representation for Vehicle Re-identification Zhedong Zheng Tao Ruan Yunchao Wei Yi Yang Tao Mei 29 151 0 14 Apr 2020
Adversarial Style Mining for One-Shot Unsupervised Domain Adaptation Yawei Luo Ping Liu T. Guan Junqing Yu Yi Yang 6 113 0 13 Apr 2020
Generalizable Model-agnostic Semantic Segmentation via Target-specific Normalization Jian Zhang Lei Qi Yinghuan Shi Yang Gao OOD 14 35 0 27 Mar 2020
Deep Domain-Adversarial Image Generation for Domain Generalisation Kaiyang Zhou Yongxin Yang Timothy M. Hospedales Tao Xiang OOD 226 406 0 12 Mar 2020
Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation Zhedong Zheng Yi Yang NoLa 191 497 0 08 Mar 2020
Learning Texture Invariant Representation for Domain Adaptation of Semantic Segmentation Myeongjin Kim H. Byun OOD 19 276 0 02 Mar 2020
Multi-source Domain Adaptation in the Deep Learning Era: A Systematic Survey Sicheng Zhao Bo-wen Li Colorado Reed Pengfei Xu Kurt Keutzer 26 103 0 26 Feb 2020
MADAN: Multi-source Adversarial Domain Aggregation Network for Domain Adaptation Sicheng Zhao Bo-wen Li Xiangyu Yue Pengfei Xu Kurt Keutzer OOD 46 64 0 19 Feb 2020
Unsupervised Scene Adaptation with Memory Regularization in vivo Zhedong Zheng Yi Yang CLL 19 117 0 24 Dec 2019
Domain-Aware Dynamic Networks Tianyuan Zhang Bichen Wu Xin Wang Joseph E. Gonzalez Kurt Keutzer 30 6 0 26 Nov 2019
Multi-source Domain Adaptation for Semantic Segmentation Sicheng Zhao Bo-wen Li Xiangyu Yue Yang Gu Pengfei Xu Runbo Hu Hua Chai Kurt Keutzer 32 159 0 27 Oct 2019
Synthetic Data for Deep Learning Sergey I. Nikolenko 46 349 0 25 Sep 2019
Fully Convolutional Adaptation Networks for Semantic Segmentation Yiheng Zhang Zhaofan Qiu Ting Yao Dong Liu Tao Mei SSeg OOD 165 350 0 23 Apr 2018
CAD2RL: Real Single-Image Flight without a Single Real Image Fereshteh Sadeghi Sergey Levine SSL 246 812 0 13 Nov 2016
Learning Attributes Equals Multi-Source Domain Generalization Chuang Gan Tianbao Yang Boqing Gong OOD 152 197 0 03 May 2016