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
On Certifying and Improving Generalization to Unseen Domains Akshay Mehra B. Kailkhura Pin-Yu Chen Jihun Hamm OOD 94 4 0 24 Jun 2022
Invariant Causal Mechanisms through Distribution Matching Mathieu Chevalley Charlotte Bunne Andreas Krause Stefan Bauer OOD CML 66 42 0 23 Jun 2022
Few-Max: Few-Shot Domain Adaptation for Unsupervised Contrastive Representation Learning Ali Lotfi-Rezaabad Sidharth Kumar S. Vishwanath Jonathan I. Tamir SSL 33 1 0 21 Jun 2022
Mitigating Data Heterogeneity in Federated Learning with Data Augmentation George Giapitzakis Guojun Zhang Xi Chen Yaoliang Yu FedML 104 31 0 20 Jun 2022
Supervision Adaptation Balancing In-distribution Generalization and Out-of-distribution Detection Zhilin Zhao LongBing Cao Kun-Yu Lin 70 6 0 19 Jun 2022
MetaFed: Federated Learning among Federations with Cyclic Knowledge Distillation for Personalized Healthcare Yiqiang Chen Wang Lu Xin Qin Jindong Wang Xing Xie FedML 120 65 0 17 Jun 2022
SHIFT: A Synthetic Driving Dataset for Continuous Multi-Task Domain Adaptation Tao Sun Mattia Segu Janis Postels Yuxuan Wang Luc Van Gool Bernt Schiele F. Tombari Feng Yu TTA 118 161 0 16 Jun 2022
Balancing Discriminability and Transferability for Source-Free Domain Adaptation Jogendra Nath Kundu Akshay Ravindra Kulkarni Suvaansh Bhambri Deepesh Mehta Shreyas Kulkarni Varun Jampani R. Venkatesh Babu TTA 83 94 0 16 Jun 2022
Improving generalization by mimicking the human visual diet Spandan Madan You Li Mengmi Zhang Hanspeter Pfister Gabriel Kreiman 49 2 0 15 Jun 2022
Pareto Invariant Risk Minimization: Towards Mitigating the Optimization Dilemma in Out-of-Distribution Generalization Yongqiang Chen Kaiwen Zhou Yatao Bian Binghui Xie Bing Wu ... Kaili Ma Han Yang P. Zhao Bo Han James Cheng OOD OODD 82 36 0 15 Jun 2022
Improving Diversity with Adversarially Learned Transformations for Domain Generalization Tejas Gokhale Rushil Anirudh Jayaraman J. Thiagarajan B. Kailkhura Chitta Baral Yezhou Yang 65 31 0 15 Jun 2022
INDIGO: Intrinsic Multimodality for Domain Generalization Puneet Mangla Shivam Chandhok Milan Aggarwal V. Balasubramanian Balaji Krishnamurthy VLM 72 2 0 13 Jun 2022
Causal Balancing for Domain Generalization Xinyi Wang Michael Stephen Saxon Jiachen Li Hongyang R. Zhang Kun Zhang William Yang Wang OOD CML 106 23 0 10 Jun 2022
What Knowledge Gets Distilled in Knowledge Distillation? Utkarsh Ojha Yuheng Li Anirudh Sundara Rajan Yingyu Liang Yong Jae Lee FedML 83 20 0 31 May 2022
Few-Shot Adaptation of Pre-Trained Networks for Domain Shift Wenyu Zhang Li Shen Wanyue Zhang Chuan-Sheng Foo TTA 104 18 0 30 May 2022
FRAug: Tackling Federated Learning with Non-IID Features via Representation Augmentation Haokun Chen A. Frikha Denis Krompass Jindong Gu Volker Tresp OOD 77 26 0 30 May 2022
Your Contrastive Learning Is Secretly Doing Stochastic Neighbor Embedding Tianyang Hu Zhili Liu Fengwei Zhou Wei Cao Weiran Huang SSL 103 28 0 30 May 2022
Non-stationary Transformers: Exploring the Stationarity in Time Series Forecasting Yong Liu Haixu Wu Jianmin Wang Mingsheng Long AI4TS 77 425 0 28 May 2022
Dynamic Domain Generalization Zhishu Sun Zhifeng Shen Luojun Lin Yuanlong Yu Zhifeng Yang Shicai Yang Weijie Chen OOD 72 19 0 27 May 2022
An Empirical Study on Distribution Shift Robustness From the Perspective of Pre-Training and Data Augmentation Ziquan Liu Yi Tian Xu Yuanhong Xu Qi Qian Hao Li Rong Jin Xiangyang Ji Antoni B. Chan OOD 87 16 0 25 May 2022
Temporal Domain Generalization with Drift-Aware Dynamic Neural Networks Guangji Bai Ling-Hao Chen Liang Zhao OOD AI4TS AI4CE 77 31 0 21 May 2022
Test-time Batch Normalization Tao Yang Shenglong Zhou Yuwang Wang Yan Lu Nanning Zheng OOD 67 11 0 20 May 2022
Diverse Weight Averaging for Out-of-Distribution Generalization Alexandre Ramé Matthieu Kirchmeyer Thibaud Rahier A. Rakotomamonjy Patrick Gallinari Matthieu Cord OOD 256 138 0 19 May 2022
GenerSpeech: Towards Style Transfer for Generalizable Out-Of-Domain Text-to-Speech Rongjie Huang Yi Ren Jinglin Liu Chenye Cui Zhou Zhao OODD VLM 183 34 0 15 May 2022
Test-time Fourier Style Calibration for Domain Generalization Xingchen Zhao Chang Liu Anthony Sicilia Seong Jae Hwang Yunong Fu TTA OOD 87 37 0 13 May 2022
Domain Invariant Masked Autoencoders for Self-supervised Learning from Multi-domains Haiyang Yang Meilin Chen Yizhou Wang Shixiang Tang Feng Zhu Lei Bai Rui Zhao Wanli Ouyang 66 19 0 10 May 2022
Localized Adversarial Domain Generalization Wei-wei Zhu Le Lu Jing Xiao Mei Han Jiebo Luo Adam P. Harrison OOD 108 23 0 09 May 2022
Bridging the Domain Gap for Stance Detection for the Zulu language Gcinizwe Dlamini I. E. I. Bekkouch A. Khan Leon Derczynski 34 3 0 06 May 2022
InvNorm: Domain Generalization for Object Detection in Gastrointestinal Endoscopy Weichen Fan Yuanbo Yang Kunpeng Qiu Shuo Wang Yongxin Guo 129 3 0 05 May 2022
EllSeg-Gen, towards Domain Generalization for head-mounted eyetracking Rakshit Kothari Reynold J. Bailey Christopher Kanan J. Pelz Gabriel J. Diaz OOD 55 10 0 04 May 2022
Attention Consistency on Visual Corruptions for Single-Source Domain Generalization Ilke Çugu Massimiliano Mancini Yanbei Chen Zeynep Akata OOD 64 47 0 27 Apr 2022
Semi-Parametric Neural Image Synthesis A. Blattmann Robin Rombach Kaan Oktay Jonas Muller Bjorn Ommer DiffM 97 31 0 25 Apr 2022
Visual Attention Emerges from Recurrent Sparse Reconstruction Baifeng Shi Ya-heng Song Neel Joshi Trevor Darrell Xin Eric Wang 3DH 44 6 0 23 Apr 2022
Multiple-environment Self-adaptive Network for Aerial-view Geo-localization T. Wang Zhedong Zheng Yaoqi Sun C. Yan Yi Yang Tat-Seng Chua 86 46 0 18 Apr 2022
NICO++: Towards Better Benchmarking for Domain Generalization Xingxuan Zhang Linjun Zhou Renzhe Xu Haoxin Liu Zheyan Shen Peng Cui OOD 97 79 0 17 Apr 2022
MetaSets: Meta-Learning on Point Sets for Generalizable Representations Chao Huang Zhangjie Cao Yunbo Wang Jianmin Wang Mingsheng Long 3DPC 74 30 0 15 Apr 2022
The Two Dimensions of Worst-case Training and the Integrated Effect for Out-of-domain Generalization Zeyi Huang Haohan Wang Dong Huang Yong Jae Lee Eric P. Xing 88 22 0 09 Apr 2022
Hospital-Agnostic Image Representation Learning in Digital Pathology Milad Sikaroudi Shahryar Rahnamayan H. R. Tizhoosh OOD 50 8 0 05 Apr 2022
Adaptive Network Combination for Single-Image Reflection Removal: A Domain Generalization Perspective Ming-Yu Liu Jia Pan Zifei Yan W. Zuo Lei Zhang OOD 53 3 0 04 Apr 2022
CADG: A Model Based on Cross Attention for Domain Generalization Chengqiu Dai Yingqiao Lin Fan Li Xiyao Li Don Xie OOD 45 3 0 31 Mar 2022
Uncertainty-Aware Adaptation for Self-Supervised 3D Human Pose Estimation Jogendra Nath Kundu Siddharth Seth YM Pradyumna Varun Jampani Anirban Chakraborty R. Venkatesh Babu 3DH 74 32 0 29 Mar 2022
Relaxation Labeling Meets GANs: Solving Jigsaw Puzzles with Missing Borders M. Khoroshiltseva Arianna Traviglia Marcello Pelillo Sebastiano Vascon GAN 31 1 0 28 Mar 2022
Towards Domain Generalization in Object Detection Xingxuan Zhang Zekai Xu Renzhe Xu Jiashuo Liu Peng Cui Weitao Wan Chong Sun Chen Li ObjD OOD 94 24 0 27 Mar 2022
Causality Inspired Representation Learning for Domain Generalization Fangrui Lv Jian Liang Shuang Li Bin Zang Chi Harold Liu Ziteng Wang Di Liu CML OOD 122 174 0 27 Mar 2022
A Stitch in Time Saves Nine: A Train-Time Regularizing Loss for Improved Neural Network Calibration R. Hebbalaguppe Jatin Prakash Neelabh Madan Chetan Arora UQCV 115 45 0 25 Mar 2022
Compound Domain Generalization via Meta-Knowledge Encoding Chaoqi Chen Jiongcheng Li Xiaoguang Han Xiaoqing Liu Yizhou Yu AI4CE 97 60 0 24 Mar 2022
FAMLP: A Frequency-Aware MLP-Like Architecture For Domain Generalization Kecheng Zheng Yang Cao Kai Zhu Ruijing Zhao Zhengjun Zha 72 6 0 24 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 97 51 0 23 Mar 2022
Adaptive Transformers for Robust Few-shot Cross-domain Face Anti-spoofing Hsin-Ping Huang Deqing Sun Yaojie Liu Wen-Sheng Chu Taihong Xiao Jinwei Yuan Hartwig Adam Ming-Hsuan Yang CVBM 106 62 0 23 Mar 2022
Out-of-distribution Generalization with Causal Invariant Transformations Ruoyu Wang Mingyang Yi Zhitang Chen Shengyu Zhu OOD OODD 84 61 0 22 Mar 2022