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
Accuracy on the Curve: On the Nonlinear Correlation of ML Performance Between Data Subpopulations Weixin Liang Yining Mao Yongchan Kwon Xinyu Yang James Zou OODD 42 3 0 04 May 2023
Multi-Domain Learning From Insufficient Annotations Tahira Shehzadi Shengcai Liu D. Stricker Marcus Liwicki Muhammad Zeshan Afzal 24 1 0 04 May 2023
PGrad: Learning Principal Gradients For Domain Generalization Zhe Wang J. E. Grigsby Yanjun Qi OOD 29 10 0 02 May 2023
Moderately Distributional Exploration for Domain Generalization Ruiqi Dai Yonggang Zhang Zhen Fang Bo Han Xinmei Tian OOD 66 18 0 27 Apr 2023
AdaNPC: Exploring Non-Parametric Classifier for Test-Time Adaptation Yi-Fan Zhang Xue Wang Kexin Jin Kun Yuan Zhang Zhang Liang Wang Rong Jin Tien-Ping Tan TTA OOD 17 42 0 25 Apr 2023
Synthetic Datasets for Autonomous Driving: A Survey Zhihang Song Zimin He Xingyu Li Q. Ma RuiBo Ming ... Huaxin Pei Lihui Peng Jianming Hu D. Yao Yan Zhang 36 38 0 24 Apr 2023
Leveraging sparse and shared feature activations for disentangled representation learning Marco Fumero F. Wenzel L. Zancato Alessandro Achille Emanuele Rodolà Stefano Soatto Bernhard Schölkopf Francesco Locatello OOD DRL 42 22 0 17 Apr 2023
Federated Learning of Shareable Bases for Personalization-Friendly Image Classification Hong-You Chen Shitian Zhao Mingda Zhang Xuhui Jia Qi Boqing Gong Wei-Lun Chao Li Zhang FedML 30 7 0 16 Apr 2023
Continual Source-Free Unsupervised Domain Adaptation Waqar Ahmed Pietro Morerio Vittorio Murino TTA CLL 36 2 0 14 Apr 2023
Frequency Decomposition to Tap the Potential of Single Domain for Generalization Qing-sheng Yang Hongjing Niu Pengfei Xia Wei Zhang Bin Li OOD 34 0 0 14 Apr 2023
Semantic-Aware Mixup for Domain Generalization C. Xu Xinmei Tian AAML 10 2 0 12 Apr 2023
Improved Test-Time Adaptation for Domain Generalization Liang Chen Yong Zhang Yibing Song Ying Shan Lingqiao Liu TTA OOD 27 46 0 10 Apr 2023
Does Continual Learning Equally Forget All Parameters? Haiyan Zhao Dinesh Manocha Guodong Long Jing Jiang Chengqi Zhang CLL KELM 39 13 0 09 Apr 2023
Meta-causal Learning for Single Domain Generalization Jin Chen Zhiqiang Gao Xinxiao Wu Jiebo Luo OOD 31 41 0 07 Apr 2023
Patch-aware Batch Normalization for Improving Cross-domain Robustness Lei Qi Dongjia Zhao Yinghuan Shi Xin Geng OOD 33 0 0 06 Apr 2023
ERM++: An Improved Baseline for Domain Generalization Piotr Teterwak Kuniaki Saito Theodoros Tsiligkaridis Kate Saenko Bryan A. Plummer OOD 41 9 0 04 Apr 2023
Randomized Adversarial Style Perturbations for Domain Generalization Taehoon Kim Bohyung Han AAML 35 2 0 04 Apr 2023
BugNIST -- a Large Volumetric Dataset for Object Detection under Domain Shift Patrick M. Jensen Anders B. Dahl Carsten Gundlach Rebecca J Engberg H. Kjer Vedrana Andersen Dahl 33 1 0 04 Apr 2023
VNE: An Effective Method for Improving Deep Representation by Manipulating Eigenvalue Distribution Jaeill Kim Suhyun Kang Duhun Hwang Jungwook Shin Wonjong Rhee DRL 13 21 0 04 Apr 2023
Progressive Random Convolutions for Single Domain Generalization Seokeon Choi Debasmit Das Sungha Choi Seunghan Yang Hyunsin Park Sungrack Yun 23 37 0 02 Apr 2023
Simple Domain Generalization Methods are Strong Baselines for Open Domain Generalization Masashi Noguchi Shinichi Shirakawa VLM AI4CE 32 5 0 31 Mar 2023
ALUM: Adversarial Data Uncertainty Modeling from Latent Model Uncertainty Compensation Wei Wei Jiahuan Zhou Hongze Li Yingying Wu 16 1 0 29 Mar 2023
Complementary Domain Adaptation and Generalization for Unsupervised Continual Domain Shift Learning Won-Yong Cho Jinha Park Taesup Kim CLL 27 5 0 28 Mar 2023
TFS-ViT: Token-Level Feature Stylization for Domain Generalization Mehrdad Noori Milad Cheraghalikhani Ali Bahri G. A. V. Hakim David Osowiechi Ismail Ben Ayed Christian Desrosiers 22 10 0 28 Mar 2023
Label-Free Liver Tumor Segmentation Qixing Hu Yixiong Chen Junfei Xiao Shuwen Sun Jieneng Chen Alan Yuille Zongwei Zhou VLM 30 57 0 27 Mar 2023
Anomaly Detection under Distribution Shift T. Cao Jiawen Zhu Guansong Pang 48 26 0 24 Mar 2023
Improving Generalization with Domain Convex Game Fangrui Lv Jian Liang Shuang Li Jinming Zhang Di Liu 21 6 0 23 Mar 2023
ALOFT: A Lightweight MLP-like Architecture with Dynamic Low-frequency Transform for Domain Generalization Jintao Guo Na Wang Lei Qi Yinghuan Shi 34 33 0 21 Mar 2023
Towards Domain Generalization for ECG and EEG Classification: Algorithms and Benchmarks Aristotelis Ballas Christos Diou OOD 32 12 0 20 Mar 2023
Feature Alignment and Uniformity for Test Time Adaptation Shuai Wang Daoan Zhang Zipei Yan Jiang Zhang Ruizhen Li TTA OOD 32 42 0 20 Mar 2023
Sharpness-Aware Gradient Matching for Domain Generalization Pengfei Wang Zhaoxiang Zhang Zhen Lei Lei Zhang 8 82 0 18 Mar 2023
Finding Competence Regions in Domain Generalization Jens Müller Stefan T. Radev R. Schmier Felix Dräxler Carsten Rother Ullrich Kothe 21 4 0 17 Mar 2023
A New Benchmark: On the Utility of Synthetic Data with Blender for Bare Supervised Learning and Downstream Domain Adaptation Hui Tang Kui Jia OOD 34 13 0 16 Mar 2023
Domain Generalization via Nuclear Norm Regularization Zhenmei Shi Yifei Ming Ying Fan Frederic Sala Yingyu Liang 30 12 0 13 Mar 2023
Domain Generalization in Machine Learning Models for Wireless Communications: Concepts, State-of-the-Art, and Open Issues Mohamed Akrout Amal Feriani F. Bellili A. Mezghani Ekram Hossain OOD AI4CE 37 26 0 13 Mar 2023
Modality-Agnostic Debiasing for Single Domain Generalization Sanqing Qu Yingwei Pan Guang-Sheng Chen Ting Yao Changjun Jiang Tao Mei 33 20 0 13 Mar 2023
Towards domain-invariant Self-Supervised Learning with Batch Styles Standardization Marin Scalbert Maria Vakalopoulou Florent Couzinié-Devy 18 2 0 10 Mar 2023
Generative Model Based Noise Robust Training for Unsupervised Domain Adaptation Zhongying Deng Da Li Junjun He Yi-Zhe Song Tao Xiang 16 0 0 10 Mar 2023
Guiding Pseudo-labels with Uncertainty Estimation for Source-free Unsupervised Domain Adaptation Mattia Litrico Alessio Del Bue Pietro Morerio UQCV 39 59 0 07 Mar 2023
Human-Art: A Versatile Human-Centric Dataset Bridging Natural and Artificial Scenes Xu Ju Ailing Zeng Jianan Wang Qian Xu Lei Zhang 3DH 35 45 0 05 Mar 2023
What Is Missing in IRM Training and Evaluation? Challenges and Solutions Yihua Zhang Pranay Sharma Parikshit Ram Min-Fong Hong Kush R. Varshney Sijia Liu 34 11 0 04 Mar 2023
Decompose, Adjust, Compose: Effective Normalization by Playing with Frequency for Domain Generalization Sangrok Lee Jongseong Bae Ha Young Kim OOD 33 26 0 04 Mar 2023
Analyzing Effects of Fake Training Data on the Performance of Deep Learning Systems Pratinav Seth Akshat Bhandari Kumud Lakara 20 0 0 02 Mar 2023
Target Domain Data induces Negative Transfer in Mixed Domain Training with Disjoint Classes Eryk Banatt Vickram Rajendran Liam Packer 28 1 0 02 Mar 2023
Domain-aware Triplet loss in Domain Generalization Kai Guo Brian C. Lovell OOD 25 6 0 01 Mar 2023
DART: Diversify-Aggregate-Repeat Training Improves Generalization of Neural Networks Samyak Jain Sravanti Addepalli P. Sahu Priyam Dey R. Venkatesh Babu MoMe OOD 43 20 0 28 Feb 2023
FedCLIP: Fast Generalization and Personalization for CLIP in Federated Learning Wang Lu Xixu Hu Jindong Wang Xingxu Xie FedML VLM 27 52 0 27 Feb 2023
Domain Generalisation via Domain Adaptation: An Adversarial Fourier Amplitude Approach Minyoung Kim Da Li Timothy M. Hospedales OOD 24 11 0 23 Feb 2023
Energy-Based Test Sample Adaptation for Domain Generalization Zehao Xiao Xiantong Zhen Tianran Ouyang Cees G. M. Snoek TTA 48 17 0 22 Feb 2023
StyLIP: Multi-Scale Style-Conditioned Prompt Learning for CLIP-based Domain Generalization Shirsha Bose Ankit Jha Enrico Fini Mainak Singha Elisa Ricci Biplab Banerjee VLM 42 23 0 18 Feb 2023