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Foresee What You Will Learn: Data Augmentation for Domain Generalization in Non-stationary Environment

19 January 2023

Papers citing "Foresee What You Will Learn: Data Augmentation for Domain Generalization in Non-stationary Environment"

25 / 25 papers shown

Title
ZETA: Leveraging Z-order Curves for Efficient Top-k Attention Qiuhao Zeng Jerry Huang Peng Lu Gezheng Xu Boxing Chen Charles Ling Boyu Wang 170 3 0 24 Jan 2025
Generalizing to Evolving Domains with Latent Structure-Aware Sequential Autoencoder Tiexin Qin Shiqi Wang Haoliang Li CML BDL 50 25 0 16 May 2022
Anticipative Video Transformer Rohit Girdhar Kristen Grauman ViT 65 211 0 03 Jun 2021
On the benefits of representation regularization in invariance based domain generalization Changjian Shui Boyu Wang Christian Gagné OOD 49 25 0 30 May 2021
SelfReg: Self-supervised Contrastive Regularization for Domain Generalization Daehee Kim Seunghyun Park Jinkyu Kim Jaekoo Lee OOD SSL 135 273 0 20 Apr 2021
Domain Invariant Representation Learning with Domain Density Transformations A. Nguyen Toan M. Tran Y. Gal A. G. Baydin OOD 78 79 0 09 Feb 2021
Learning to Generate Novel Domains for Domain Generalization Kaiyang Zhou Yongxin Yang Timothy M. Hospedales Tao Xiang OOD 127 456 0 07 Jul 2020
Continuously Indexed Domain Adaptation Hao Wang Hao He Dina Katabi MedIm 64 117 0 03 Jul 2020
In Search of Lost Domain Generalization Ishaan Gulrajani David Lopez-Paz OOD 97 1,157 0 02 Jul 2020
Sequential Learning for Domain Generalization Da Li Yongxin Yang Yi-Zhe Song Timothy M. Hospedales OOD 58 33 0 03 Apr 2020
Deep Domain-Adversarial Image Generation for Domain Generalisation Kaiyang Zhou Yongxin Yang Timothy M. Hospedales Tao Xiang OOD 302 412 0 12 Mar 2020
Towards Universal Representation Learning for Deep Face Recognition Yichun Shi Xiang Yu Kihyuk Sohn Manmohan Chandraker Anil K. Jain CVBM OOD 124 150 0 26 Feb 2020
Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization Shiori Sagawa Pang Wei Koh Tatsunori B. Hashimoto Percy Liang OOD 108 1,249 0 20 Nov 2019
Generalizing to unseen domains via distribution matching Isabela Albuquerque João Monteiro Mohammad Javad Darvishi Bayazi T. Falk Ioannis Mitliagkas OOD 81 157 0 03 Nov 2019
Addressing Model Vulnerability to Distributional Shifts over Image Transformation Sets Riccardo Volpi Vittorio Murino 68 29 0 28 Mar 2019
Multi-component Image Translation for Deep Domain Generalization Mohammad Mahfujur Rahman Clinton Fookes Mahsa Baktash Sridha Sridharan OOD 105 70 0 21 Dec 2018
Image Super-Resolution Using Very Deep Residual Channel Attention Networks Yulun Zhang Kunpeng Li Kai Li Lichen Wang Bineng Zhong Y. Fu SupR 105 4,333 0 08 Jul 2018
Generalizing to Unseen Domains via Adversarial Data Augmentation Riccardo Volpi Hongseok Namkoong Ozan Sener John C. Duchi Vittorio Murino Silvio Savarese OOD 122 786 0 30 May 2018
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 316 9,811 0 25 Oct 2017
Learning to Generalize: Meta-Learning for Domain Generalization Da Li Yongxin Yang Yi-Zhe Song Timothy M. Hospedales OOD 102 1,427 0 10 Oct 2017
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 833 11,952 0 09 Mar 2017
Deep CORAL: Correlation Alignment for Deep Domain Adaptation Baochen Sun Kate Saenko OOD 105 3,170 0 06 Jul 2016
A Century of Portraits: A Visual Historical Record of American High School Yearbooks Shiry Ginosar Kate Rakelly Sarah Sachs Brian Yin Crystal Lee Philipp Krahenbuhl Alexei A. Efros 93 113 0 09 Nov 2015
Domain-Adversarial Training of Neural Networks Yaroslav Ganin E. Ustinova Hana Ajakan Pascal Germain Hugo Larochelle François Laviolette M. Marchand Victor Lempitsky GAN OOD 390 9,524 0 28 May 2015
Domain Generalization via Invariant Feature Representation Krikamol Muandet David Balduzzi Bernhard Schölkopf OOD 144 1,188 0 10 Jan 2013