Self-Challenging Improves Cross-Domain Generalization

5 July 2020

Papers citing "Self-Challenging Improves Cross-Domain Generalization"

50 / 163 papers shown

Title
Evolving Domain Generalization Wei Wang Gezheng Xu Ruizhi Pu Jiaqi Li Fan Zhou Changjian Shui Charles Ling Christian Gagné Boyu Wang OOD 35 3 0 31 May 2022
Revisiting the Importance of Amplifying Bias for Debiasing Jungsoo Lee Jeonghoon Park Daeyoung Kim Juyoung Lee Edward Choi Jaegul Choo 57 22 0 29 May 2022
Dynamic Domain Generalization Zhishu Sun Zhifeng Shen Luojun Lin Yuanlong Yu Zhifeng Yang Shicai Yang Weijie Chen OOD 33 18 0 27 May 2022
Test-time Batch Normalization Tao Yang Shenglong Zhou Yuwang Wang Yan Lu Nanning Zheng OOD 57 9 0 20 May 2022
Generalizing to Evolving Domains with Latent Structure-Aware Sequential Autoencoder Tiexin Qin Shiqi Wang Haoliang Li CML BDL 23 24 0 16 May 2022
Attention Consistency on Visual Corruptions for Single-Source Domain Generalization Ilke Çugu Massimiliano Mancini Yanbei Chen Zeynep Akata OOD 19 44 0 27 Apr 2022
Causal Transportability for Visual Recognition Chengzhi Mao K. Xia James Wang Hongya Wang Junfeng Yang Elias Bareinboim Carl Vondrick CML OOD BDL 32 36 0 26 Apr 2022
Benchmarking Domain Generalization on EEG-based Emotion Recognition Yan Li Hao Chen Jake Zhao Haolan Zhang Jinpeng Li OOD 26 5 0 18 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 21 22 0 09 Apr 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 26 21 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 40 163 0 27 Mar 2022
Compound Domain Generalization via Meta-Knowledge Encoding Chaoqi Chen Jiongcheng Li Xiaoguang Han Xiaoqing Liu Yizhou Yu AI4CE 45 59 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 35 50 0 23 Mar 2022
Domain Generalization by Mutual-Information Regularization with Pre-trained Models Junbum Cha Kyungjae Lee Sungrae Park Sanghyuk Chun OOD 30 131 0 21 Mar 2022
Contrastive Learning for Cross-Domain Open World Recognition Francesco Cappio Borlino S. Bucci Tatiana Tommasi SSL 32 3 0 17 Mar 2022
Debiased Batch Normalization via Gaussian Process for Generalizable Person Re-Identification Jiawei Liu Zhipeng Huang Liang-Sheng Li Kecheng Zheng Zhengjun Zha 28 26 0 03 Mar 2022
FedDrive: Generalizing Federated Learning to Semantic Segmentation in Autonomous Driving Lidia Fantauzzo Eros Fani Debora Caldarola A. Tavera Fabio Cermelli Marco Ciccone Barbara Caputo FedML 36 52 0 28 Feb 2022
Uncertainty Modeling for Out-of-Distribution Generalization Xiaotong Li Yongxing Dai Yixiao Ge Jun Liu Ying Shan Ling-Yu Duan OODD OOD 34 175 0 08 Feb 2022
A Novel Mix-normalization Method for Generalizable Multi-source Person Re-identification Lei Qi Lei Wang Yinghuan Shi Xing-xiao Geng 53 22 0 24 Jan 2022
Domain Generalization via Frequency-domain-based Feature Disentanglement and Interaction Jing-Yi Wang Ruoyi Du Dongliang Chang Kongming Liang Zhanyu Ma OOD 38 44 0 20 Jan 2022
MVDG: A Unified Multi-view Framework for Domain Generalization Jian Zhang Lei Qi Yinghuan Shi Yang Gao 24 29 0 23 Dec 2021
Anchoring to Exemplars for Training Mixture-of-Expert Cell Embeddings Siqi Wang Manyuan Lu Nikita Moshkov Juan C. Caicedo Bryan A. Plummer 23 4 0 06 Dec 2021
Calibrated Feature Decomposition for Generalizable Person Re-Identification Kecheng Zheng Jiawei Liu Wei Wu Liang Li Zhengjun Zha 63 6 0 27 Nov 2021
Confounder Identification-free Causal Visual Feature Learning Xin Li Zhizheng Zhang Guoqiang Wei Cuiling Lan Wenjun Zeng Xin Jin Zhibo Chen CML OOD 32 14 0 26 Nov 2021
Causality-inspired Single-source Domain Generalization for Medical Image Segmentation Cheng Ouyang Chen Chen Surui Li Zeju Li C. Qin Wenjia Bai Daniel Rueckert OOD 34 156 0 24 Nov 2021
Discrete Representations Strengthen Vision Transformer Robustness Chengzhi Mao Lu Jiang Mostafa Dehghani Carl Vondrick Rahul Sukthankar Irfan Essa ViT 29 44 0 20 Nov 2021
Federated Learning with Domain Generalization Liling Zhang Xinyu Lei Yichun Shi Hongyu Huang Chao Chen FedML OOD 22 54 0 20 Nov 2021
Toward Learning Human-aligned Cross-domain Robust Models by Countering Misaligned Features Haohan Wang Zeyi Huang Hanlin Zhang Yong Jae Lee Eric P. Xing OOD 138 16 0 05 Nov 2021
Exploiting Domain-Specific Features to Enhance Domain Generalization Manh-Ha Bui Toan M. Tran Anh Tran D.Q. Phung OOD 34 126 0 18 Oct 2021
Dynamically Decoding Source Domain Knowledge for Domain Generalization Cuicui Kang Karthik Nandakumar OOD ViT 37 1 0 06 Oct 2021
Test-time Batch Statistics Calibration for Covariate Shift Fuming You Jingjing Li Zhou Zhao OOD 25 54 0 06 Oct 2021
Domain-Specific Bias Filtering for Single Labeled Domain Generalization Junkun Yuan Xu Ma Defang Chen Kun Kuang Fei Wu Lanfen Lin 48 23 0 02 Oct 2021
Shape-Biased Domain Generalization via Shock Graph Embeddings M. Narayanan Vickram Rajendran Benjamin Kimia 25 14 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
Fishr: Invariant Gradient Variances for Out-of-Distribution Generalization Alexandre Ramé Corentin Dancette Matthieu Cord OOD 47 205 0 07 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 63 519 0 31 Aug 2021
Self-balanced Learning For Domain Generalization Jin-Hwa Kim Jiyoung Lee Jungin Park Dongbo Min Kwanghoon Sohn OOD AI4CE 23 6 0 31 Aug 2021
LIGAR: Lightweight General-purpose Action Recognition Evgeny Izutov 15 3 0 30 Aug 2021
Learning to Diversify for Single Domain Generalization Zijian Wang Yadan Luo Ruihong Qiu Zi Huang Mahsa Baktash 44 249 0 26 Aug 2021
Exploring Data Aggregation and Transformations to Generalize across Visual Domains Antono DÍnnocente OOD 33 0 0 20 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
On the Challenges of Open World Recognitionunder Shifting Visual Domains Dario Fontanel Fabio Cermelli Massimiliano Mancini Barbara Caputo 29 1 0 09 Jul 2021
Learning Debiased Representation via Disentangled Feature Augmentation Jungsoo Lee Eungyeup Kim Juyoung Lee Jihyeon Janel Lee Jaegul Choo CML 19 150 0 03 Jul 2021
Cooperative Training and Latent Space Data Augmentation for Robust Medical Image Segmentation Chen Chen Kerstin Hammernik Cheng Ouyang C. Qin Wenjia Bai Daniel Rueckert OOD 17 20 0 02 Jul 2021
Invariant Information Bottleneck for Domain Generalization Bo-wen Li Yifei Shen Yezhen Wang Wenzhen Zhu Colorado Reed Jun Zhang Dongsheng Li Kurt Keutzer Han Zhao OOD 34 106 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
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 42 107 0 07 Jun 2021
Quantifying and Improving Transferability in Domain Generalization Guojun Zhang Han Zhao Yaoliang Yu Pascal Poupart 42 37 0 07 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 33 60 0 04 Jun 2021
Adversarially Adaptive Normalization for Single Domain Generalization Xinjie Fan Qifei Wang Junjie Ke Feng Yang Boqing Gong Mingyuan Zhou 27 129 0 01 Jun 2021