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 / 237 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 22 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 40 50 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 33 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 31 162 0 15 Mar 2022
Domain Generalisation for Object Detection under Covariate and Concept Shift Karthik Seemakurthy E. Aptoula Charles Fox Petra Bosilj ObjD OOD 39 10 0 10 Mar 2022
Continual BatchNorm Adaptation (CBNA) for Semantic Segmentation Marvin Klingner Mouadh Ayache Tim Fingscheidt 24 12 0 02 Mar 2022
Edge Augmentation for Large-Scale Sketch Recognition without Sketches Nikos Efthymiadis Giorgos Tolias Ondřej Chum 45 7 0 26 Feb 2022
Source data selection for out-of-domain generalization Xinran Miao Kris Sankaran OODD 11 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 55 22 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 76 73 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 19 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 34 214 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 41 1 0 27 Dec 2021
MVDG: A Unified Multi-view Framework for Domain Generalization Jian Zhang Lei Qi Yinghuan Shi Yang Gao 24 29 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 25 57 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 37 23 0 09 Dec 2021
Unsupervised Domain Adaptation for Semantic Image Segmentation: a Comprehensive Survey G. Csurka Riccardo Volpi Boris Chidlovskii OOD VLM 3DV 70 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 26 35 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 27 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 33 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 32 0 0 27 Oct 2021
Towards Data-Free Domain Generalization A. Frikha Haokun Chen Denis Krompass Thomas Runkler Volker Tresp OOD 41 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 68 25 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 35 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 39 10 0 13 Sep 2021
Discovery of New Multi-Level Features for Domain Generalization via Knowledge Corruption A. Frikha Denis Krompass Volker Tresp OOD 35 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 69 519 0 31 Aug 2021
Self-balanced Learning For Domain Generalization Jin-Hwa Kim Jiyoung Lee Jungin Park Dongbo Min Kwanghoon Sohn OOD AI4CE 26 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 31 123 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 18 76 0 19 Aug 2021
Self-Adversarial Disentangling for Specific Domain Adaptation Qianyu Zhou Qiqi Gu Jiangmiao Pang Xuequan Lu Lizhuang Ma 69 49 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 25 73 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 27 9 0 06 Jul 2021
Critically examining the Domain Generalizability of Facial Expression Recognition models Varsha Suresh G. Yeo Desmond C. Ong 29 6 0 29 Jun 2021
Fractal Pyramid Networks Z. Deng Huimin Yu Yangqi Long SSeg 27 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 36 33 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 24 9 0 15 Jun 2021
Invariant Information Bottleneck for Domain Generalization Bo Li Yifei Shen Yezhen Wang Wenzhen Zhu Colorado Reed Jun Zhang Dongsheng Li Kurt Keutzer Han Zhao OOD 37 106 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 31 31 0 09 Jun 2021
Adversarial Semantic Hallucination for Domain Generalized Semantic Segmentation Gabriel Tjio Ping Liu Qiufeng Wang Rick Siow Mong Goh OOD 27 16 0 08 Jun 2021
Source-Free Open Compound Domain Adaptation in Semantic Segmentation Yuyang Zhao Zhun Zhong Zhiming Luo G. Lee N. Sebe TTA 40 88 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 35 85 0 07 Jun 2021
Feature-based Style Randomization for Domain Generalization Yue Wang Lei Qi Yinghuan Shi Yang Gao OOD 19 49 0 06 Jun 2021
Unsupervised Adaptive Semantic Segmentation with Local Lipschitz Constraint Guanyu Cai Lianghua He 18 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 58 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 23 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 36 152 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 19 22 0 29 Mar 2021
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation Zhedong Zheng Yi Yang 25 29 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 22 277 0 29 Mar 2021