v1v2 (latest)

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"

50 / 234 papers shown

Title
Domain-Generalized Textured Surface Anomaly Detection Shang-Fu Chen Yu-Min Liu Chia-Ching Lin Trista Pei-chun Chen Yu-Chiang Frank Wang OOD 34 5 0 23 Mar 2022
Deep Frequency Filtering for Domain Generalization Shiqi Lin Zhizheng Zhang Zhipeng Huang Yan Lu Cuiling Lan ... Jiang Wang Zicheng Liu Amey Parulkar V. Navkal Zhibo Chen 108 51 0 23 Mar 2022
Towards Robust Semantic Segmentation of Accident Scenes via Multi-Source Mixed Sampling and Meta-Learning Xinyu Luo Jiaming Zhang Kailun Yang Alina Roitberg Kunyu Peng Rainer Stiefelhagen 68 9 0 19 Mar 2022
Exact Feature Distribution Matching for Arbitrary Style Transfer and Domain Generalization Yabin Zhang Minghan Li Ruihuang Li Kui Jia Lei Zhang OOD 145 168 0 15 Mar 2022
Domain Generalisation for Object Detection under Covariate and Concept Shift Karthik Seemakurthy E. Aptoula Charles Fox Petra Bosilj ObjD OOD 109 10 0 10 Mar 2022
Continual BatchNorm Adaptation (CBNA) for Semantic Segmentation Marvin Klingner Mouadh Ayache Tim Fingscheidt 69 14 0 02 Mar 2022
Edge Augmentation for Large-Scale Sketch Recognition without Sketches Nikos Efthymiadis Giorgos Tolias Ondřej Chum 110 7 0 26 Feb 2022
Source data selection for out-of-domain generalization Xinran Miao Kris Sankaran OODD 39 0 0 04 Feb 2022
A Novel Mix-normalization Method for Generalizable Multi-source Person Re-identification Lei Qi Lei Wang Yinghuan Shi Xing-xiao Geng 98 23 0 24 Jan 2022
DrugOOD: Out-of-Distribution (OOD) Dataset Curator and Benchmark for AI-aided Drug Discovery -- A Focus on Affinity Prediction Problems with Noise Annotations Yuanfeng Ji Lu Zhang Jiaxiang Wu Bing Wu Long-Kai Huang ... Ping Luo Shuigeng Zhou Junzhou Huang Peilin Zhao Yatao Bian OOD 138 75 0 24 Jan 2022
ITSA: An Information-Theoretic Approach to Automatic Shortcut Avoidance and Domain Generalization in Stereo Matching Networks Weiqin Chuah Ruwan Tennakoon R. Hoseinnezhad A. Bab-Hadiashar David Suter OOD 112 41 0 06 Jan 2022
Improving Out-of-Distribution Robustness via Selective Augmentation Huaxiu Yao Yu Wang Sai Li Linjun Zhang Weixin Liang James Zou Chelsea Finn OOD OODD 113 224 0 02 Jan 2022
Meta-Learned Feature Critics for Domain Generalized Semantic Segmentation Zu-Yun Shiau Wei-Wei Lin Ci-Siang Lin Yu-Chiang Frank Wang OOD 74 1 0 27 Dec 2021
MVDG: A Unified Multi-view Framework for Domain Generalization Jian Zhang Lei Qi Yinghuan Shi Yang Gao 81 32 0 23 Dec 2021
Generalizable Cross-modality Medical Image Segmentation via Style Augmentation and Dual Normalization Ziqi Zhou Lei Qi Xin Yang Dong Ni Yinghuan Shi OOD MedIm 71 59 0 21 Dec 2021
Style Mixing and Patchwise Prototypical Matching for One-Shot Unsupervised Domain Adaptive Semantic Segmentation Xinyi Wu Zhenyao Wu Yuhang Lu Lili Ju Song Wang 90 24 0 09 Dec 2021
Unsupervised Domain Adaptation for Semantic Image Segmentation: a Comprehensive Survey G. Csurka Riccardo Volpi Boris Chidlovskii OOD VLM 3DV 146 40 0 06 Dec 2021
Task2Sim : Towards Effective Pre-training and Transfer from Synthetic Data Samarth Mishra Yikang Shen Cheng Perng Phoo Chun-Fu Chen Leonid Karlinsky Kate Saenko Venkatesh Saligrama Rogerio Feris 128 38 0 30 Nov 2021
TridentAdapt: Learning Domain-invariance via Source-Target Confrontation and Self-induced Cross-domain Augmentation Fengyi Shen A. Gurram Ahmet Faruk Tuna O. Urfalioglu Alois C. Knoll 149 4 0 30 Nov 2021
Domain Generalization for Mammography Detection via Multi-style and Multi-view Contrastive Learning Zheren Li Zhiming Cui Sheng Wang Yuji Qi Xi Ouyang Qitian Chen Yuezhi Yang Zhong Xue Dinggang Shen Jie Cheng OOD MedIm 106 39 0 21 Nov 2021
Training Lightweight CNNs for Human-Nanodrone Proximity Interaction from Small Datasets using Background Randomization Marco Ferri Dario Mantegazza Elia Cereda Nicky Zimmerman L. Gambardella Daniele Palossi Jérôme Guzzi Alessandro Giusti 142 0 0 27 Oct 2021
Towards Data-Free Domain Generalization A. Frikha Haokun Chen Denis Krompass Thomas Runkler Volker Tresp OOD 171 14 0 09 Oct 2021
WEDGE: Web-Image Assisted Domain Generalization for Semantic Segmentation Nam-Won Kim Taeyoung Son Jaehyun Pahk Cuiling Lan Wenjun Zeng Suha Kwak GAN 140 26 0 29 Sep 2021
Multi-source Few-shot Domain Adaptation Xiangyu Yue Zangwei Zheng Colorado Reed Hari Prasanna Das Kurt Keutzer Alberto L. Sangiovanni-Vincentelli 109 12 0 25 Sep 2021
HCDG: A Hierarchical Consistency Framework for Domain Generalization on Medical Image Segmentation Yijun Yang Shujun Wang Lei Zhu Lequan Yu 153 11 0 13 Sep 2021
Discovery of New Multi-Level Features for Domain Generalization via Knowledge Corruption A. Frikha Denis Krompass Volker Tresp OOD 102 1 0 09 Sep 2021
Towards Out-Of-Distribution Generalization: A Survey Jiashuo Liu Zheyan Shen Yue He Xingxuan Zhang Renzhe Xu Han Yu Peng Cui CML OOD 194 536 0 31 Aug 2021
Self-balanced Learning For Domain Generalization Jin-Hwa Kim Jiyoung Lee Jungin Park Dongbo Min Kwanghoon Sohn OOD AI4CE 45 6 0 31 Aug 2021
Generalize then Adapt: Source-Free Domain Adaptive Semantic Segmentation Jogendra Nath Kundu Akshay Ravindra Kulkarni Amit Singh Varun Jampani R. Venkatesh Babu TTA 76 124 0 25 Aug 2021
Feature Stylization and Domain-aware Contrastive Learning for Domain Generalization Seogkyu Jeon Kibeom Hong Pilhyeon Lee Jewook Lee H. Byun OOD 101 81 0 19 Aug 2021
Self-Adversarial Disentangling for Specific Domain Adaptation Qianyu Zhou Qiqi Gu Jiangmiao Pang Xuequan Lu Lizhuang Ma 152 50 0 08 Aug 2021
Global and Local Texture Randomization for Synthetic-to-Real Semantic Segmentation Duo Peng Yinjie Lei Lingqiao Liu Pingping Zhang Jun Liu 80 76 0 05 Aug 2021
Foreground-Aware Stylization and Consensus Pseudo-Labeling for Domain Adaptation of First-Person Hand Segmentation Takehiko Ohkawa Takuma Yagi Atsushi Hashimoto Yoshitaka Ushiku Yoichi Sato 164 9 0 06 Jul 2021
Critically examining the Domain Generalizability of Facial Expression Recognition models Varsha Suresh G. Yeo Desmond C. Ong 68 6 0 29 Jun 2021
Fractal Pyramid Networks Z. Deng Huimin Yu Yangqi Long SSeg 36 3 0 28 Jun 2021
Iterative Feature Matching: Toward Provable Domain Generalization with Logarithmic Environments Yining Chen Elan Rosenfeld Mark Sellke Tengyu Ma Andrej Risteski OOD 83 34 0 18 Jun 2021
Encouraging Intra-Class Diversity Through a Reverse Contrastive Loss for Better Single-Source Domain Generalization Thomas Duboudin Emmanuel Dellandrea Corentin Abgrall Gilles Hénaff Liming Chen 57 9 0 15 Jun 2021
Invariant Information Bottleneck for Domain Generalization Yue Liu Yifei Shen Yezhen Wang Wenzhen Zhu Colorado Reed Jun Zhang Dongsheng Li Kurt Keutzer Han Zhao OOD 112 117 0 11 Jun 2021
Taxonomy of Machine Learning Safety: A Survey and Primer Sina Mohseni Haotao Wang Zhiding Yu Chaowei Xiao Zhangyang Wang J. Yadawa 100 32 0 09 Jun 2021
Adversarial Semantic Hallucination for Domain Generalized Semantic Segmentation Gabriel Tjio Ping Liu Qiufeng Wang Rick Siow Mong Goh OOD 108 17 0 08 Jun 2021
Source-Free Open Compound Domain Adaptation in Semantic Segmentation Yuyang Zhao Zhun Zhong Shaozi Li G. Lee N. Sebe TTA 106 90 0 07 Jun 2021
Multi-Target Domain Adaptation with Collaborative Consistency Learning Takashi Isobe Xu Jia Shuaijun Chen Jianzhong He Yongjie Shi Jian-zhuo Liu Huchuan Lu Shengjin Wang 99 88 0 07 Jun 2021
Feature-based Style Randomization for Domain Generalization Yue Wang Lei Qi Yinghuan Shi Yang Gao OOD 100 52 0 06 Jun 2021
Unsupervised Adaptive Semantic Segmentation with Local Lipschitz Constraint Guanyu Cai Lianghua He 48 0 0 27 May 2021
Adaptive Domain-Specific Normalization for Generalizable Person Re-Identification Jiawei Liu Zhipeng Huang Kecheng Zheng Dong Liu Xiaoyan Sun Zhengjun Zha OOD 123 0 0 07 May 2021
Contrastive Syn-to-Real Generalization Wuyang Chen Zhiding Yu Shalini De Mello Sifei Liu J. Álvarez Zhangyang Wang Anima Anandkumar 72 46 0 06 Apr 2021
Prototypical Cross-domain Self-supervised Learning for Few-shot Unsupervised Domain Adaptation Xiangyu Yue Zangwei Zheng Shanghang Zhang Yang Gao Trevor Darrell Kurt Keutzer Alberto L. Sangiovanni-Vincentelli 115 153 0 31 Mar 2021
Domain-robust VQA with diverse datasets and methods but no target labels Ruotong Wang Tristan D. Maidment Ahmad Diab Adriana Kovashka R. Hwa OOD 134 23 0 29 Mar 2021
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation Zhedong Zheng Yi Yang 137 30 0 29 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 132 292 0 29 Mar 2021