Deeper, Broader and Artier Domain Generalization

9 October 2017

Da Li

Yongxin Yang

Yi-Zhe Song

Timothy M. Hospedales

OOD

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Papers citing "Deeper, Broader and Artier Domain Generalization"

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Title
Assessing Generalization of SGD via Disagreement Yiding Jiang Vaishnavh Nagarajan Christina Baek J. Zico Kolter 102 115 0 25 Jun 2021
Multi-Domain Active Learning: Literature Review and Comparative Study Ruidan He Shengcai Liu Shan He Ke Tang OOD 85 14 0 25 Jun 2021
Iterative Feature Matching: Toward Provable Domain Generalization with Logarithmic Environments Yining Chen Elan Rosenfeld Mark Sellke Tengyu Ma Andrej Risteski OOD 76 33 0 18 Jun 2021
Domain Consistency Regularization for Unsupervised Multi-source Domain Adaptive Classification Zhipeng Luo Xiaobing Zhang Shijian Lu Shuai Yi 99 22 0 16 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 48 9 0 15 Jun 2021
KL Guided Domain Adaptation A. Nguyen Toan M. Tran Y. Gal Philip Torr A. G. Baydin OOD 82 42 0 14 Jun 2021
Domain Generalization on Medical Imaging Classification using Episodic Training with Task Augmentation Chenxin Li Qi Qi Xinghao Ding Yue Huang Dong Liang Yizhou Yu OOD 51 68 0 13 Jun 2021
Provable Adaptation across Multiway Domains via Representation Learning Zhili Feng Shaobo Han S. Du OOD 25 4 0 12 Jun 2021
Robust Representation Learning via Perceptual Similarity Metrics Saeid Asgari Taghanaki Kristy Choi Amir Khasahmadi Anirudh Goyal SSL 62 29 0 11 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 97 116 0 11 Jun 2021
Learning Domain Invariant Representations by Joint Wasserstein Distance Minimization Léo Andéol Yusei Kawakami Yuichiro Wada Takafumi Kanamori K. Müller G. Montavon OOD 103 7 0 09 Jun 2021
Taxonomy of Machine Learning Safety: A Survey and Primer Sina Mohseni Haotao Wang Zhiding Yu Chaowei Xiao Zhangyang Wang J. Yadawa 84 32 0 09 Jun 2021
AdaMatch: A Unified Approach to Semi-Supervised Learning and Domain Adaptation David Berthelot Rebecca Roelofs Kihyuk Sohn Nicholas Carlini Alexey Kurakin 61 145 0 08 Jun 2021
Towards a Theoretical Framework of Out-of-Distribution Generalization Haotian Ye Chuanlong Xie Tianle Cai Ruichen Li Zhenguo Li Liwei Wang OODD OOD 123 112 0 08 Jun 2021
OoD-Bench: Quantifying and Understanding Two Dimensions of Out-of-Distribution Generalization Nanyang Ye Kaican Li Haoyue Bai Runpeng Yu Lanqing Hong Fengwei Zhou Zhenguo Li Jun Zhu CML OOD 109 110 0 07 Jun 2021
Quantifying and Improving Transferability in Domain Generalization Guojun Zhang Han Zhao Yaoliang Yu Pascal Poupart 91 39 0 07 Jun 2021
Self-Supervision & Meta-Learning for One-Shot Unsupervised Cross-Domain Detection Francesco Cappio Borlino S. Polizzotto Barbara Caputo Tatiana Tommasi ObjD 53 5 0 07 Jun 2021
Meta-learning with implicit gradients in a few-shot setting for medical image segmentation Rabindra Khadka Debesh Jha Steven Hicks Vajira Thambawita Michael A. Riegler Sharib Ali Pål Halvorsen 73 49 0 06 Jun 2021
Feature-based Style Randomization for Domain Generalization Yue Wang Lei Qi Yinghuan Shi Yang Gao OOD 84 51 0 06 Jun 2021
SAND-mask: An Enhanced Gradient Masking Strategy for the Discovery of Invariances in Domain Generalization Soroosh Shahtalebi Jean-Christophe Gagnon-Audet Touraj Laleh Mojtaba Faramarzi Kartik Ahuja Irina Rish 85 61 0 04 Jun 2021
Contrastive ACE: Domain Generalization Through Alignment of Causal Mechanisms Yunqi Wang Furui Liu Zhitang Chen Qing Lian Guangyong Chen Jianye Hao Yik-Chung Wu OOD CML 72 35 0 02 Jun 2021
Semi-Supervised Domain Generalization with Stochastic StyleMatch Kaiyang Zhou Chen Change Loy Ziwei Liu OOD 79 59 0 01 Jun 2021
On the benefits of representation regularization in invariance based domain generalization Changjian Shui Boyu Wang Christian Gagné OOD 60 25 0 30 May 2021
Multiple Domain Experts Collaborative Learning: Multi-Source Domain Generalization For Person Re-Identification Shijie Yu Feng Zhu Dapeng Chen Rui Zhao Haobin Chen Shixiang Tang Jinguo Zhu Yu Qiao OOD 83 15 0 26 May 2021
A Fourier-based Framework for Domain Generalization Qinwei Xu Ruipeng Zhang Ya Zhang Yanfeng Wang Qi Tian OOD 146 441 0 24 May 2021
Intriguing Properties of Vision Transformers Muzammal Naseer Kanchana Ranasinghe Salman Khan Munawar Hayat Fahad Shahbaz Khan Ming-Hsuan Yang ViT 333 652 0 21 May 2021
Unsupervised Compound Domain Adaptation for Face Anti-Spoofing Ankush Panwar Pratyush Singh Suman Saha D. Paudel Luc Van Gool CVBM 49 10 0 18 May 2021
Learning to Relate Depth and Semantics for Unsupervised Domain Adaptation Suman Saha Anton Obukhov D. Paudel Menelaos Kanakis Yuhua Chen Stamatios Georgoulis Luc Van Gool OOD 74 58 0 17 May 2021
Evading the Simplicity Bias: Training a Diverse Set of Models Discovers Solutions with Superior OOD Generalization Damien Teney Ehsan Abbasnejad Simon Lucey Anton Van Den Hengel 113 90 0 12 May 2021
A Bit More Bayesian: Domain-Invariant Learning with Uncertainty Zehao Xiao Jiayi Shen Xiantong Zhen Ling Shao Cees G. M. Snoek BDL UQCV OOD 45 40 0 09 May 2021
Autoencoder Based Inter-Vehicle Generalization for In-Cabin Occupant Classification S. Cruz B. Taetz Oliver Wasenmüller Thomas Stifter D. Stricker 58 4 0 07 May 2021
Deep Domain Generalization with Feature-norm Network Mohammad Mahfujur Rahman Clinton Fookes Sridha Sridharan OOD 77 3 0 28 Apr 2021
Graphical Modeling for Multi-Source Domain Adaptation Minghao Xu Hang Wang Bingbing Ni 59 19 0 27 Apr 2021
SelfReg: Self-supervised Contrastive Regularization for Domain Generalization Daehee Kim Seunghyun Park Jinkyu Kim Jaekoo Lee OOD SSL 137 273 0 20 Apr 2021
Deep Stable Learning for Out-Of-Distribution Generalization Xingxuan Zhang Peng Cui Renzhe Xu Linjun Zhou Yue He Zheyan Shen OOD 84 258 0 16 Apr 2021
Open Domain Generalization with Domain-Augmented Meta-Learning Yang Shu Zhangjie Cao Chenyu Wang Jianmin Wang Mingsheng Long OOD 71 166 0 08 Apr 2021
Contrastive Syn-to-Real Generalization Wuyang Chen Zhiding Yu Shalini De Mello Sifei Liu J. Álvarez Zhangyang Wang Anima Anandkumar 60 46 0 06 Apr 2021
Achieving Domain Generalization in Underwater Object Detection by Domain Mixup and Contrastive Learning Yang Chen Pinhao Song Hong Liu Linhui Dai Xiaochuan Zhang Runwei Ding Shengquan Li 101 46 0 06 Apr 2021
Domain Generalization with MixStyle Kaiyang Zhou Yongxin Yang Yu Qiao Tao Xiang 147 761 0 05 Apr 2021
Explainability-aided Domain Generalization for Image Classification Robin M. Schmidt FAtt OOD 51 1 0 05 Apr 2021
Curriculum Graph Co-Teaching for Multi-Target Domain Adaptation Subhankar Roy E. Krivosheev Zhun Zhong N. Sebe Elisa Ricci 111 62 0 01 Apr 2021
Bilevel Online Adaptation for Out-of-Domain Human Mesh Reconstruction Shanyan Guan Jingwei Xu Yunbo Wang Bingbing Ni Xiaokang Yang 3DH 90 51 0 30 Mar 2021
Adaptive Pseudo-Label Refinement by Negative Ensemble Learning for Source-Free Unsupervised Domain Adaptation Waqar Ahmed Pietro Morerio Vittorio Murino 60 4 0 29 Mar 2021
Adaptive Methods for Real-World Domain Generalization Abhimanyu Dubey Vignesh Ramanathan Alex Pentland D. Mahajan OOD 100 91 0 29 Mar 2021
StyleMeUp: Towards Style-Agnostic Sketch-Based Image Retrieval Aneeshan Sain A. Bhunia Yongxin Yang Tao Xiang Yi-Zhe Song 75 82 0 29 Mar 2021
Unsupervised Robust Domain Adaptation without Source Data Peshal Agarwal D. Paudel Jan-Nico Zaech Luc Van Gool OOD TTA 67 27 0 26 Mar 2021
Orthogonal Projection Loss Kanchana Ranasinghe Muzammal Naseer Munawar Hayat Salman Khan Fahad Shahbaz Khan VLM 67 73 0 25 Mar 2021
Inferring Latent Domains for Unsupervised Deep Domain Adaptation Massimiliano Mancini Lorenzo Porzi Samuel Rota Buló Barbara Caputo Elisa Ricci OOD 74 27 0 25 Mar 2021
MetaAlign: Coordinating Domain Alignment and Classification for Unsupervised Domain Adaptation Guoqiang Wei Cuiling Lan Wenjun Zeng Zhibo Chen 79 107 0 25 Mar 2021
An Empirical Framework for Domain Generalization in Clinical Settings Haoran Zhang Natalie Dullerud Laleh Seyyed-Kalantari Q. Morris Shalmali Joshi Marzyeh Ghassemi OOD AI4CE 125 61 0 20 Mar 2021