Learning to Learn Single Domain Generalization

30 March 2020

Papers citing "Learning to Learn Single Domain Generalization"

50 / 261 papers shown

Title
Super-CLEVR: A Virtual Benchmark to Diagnose Domain Robustness in Visual Reasoning Zhuowan Li Xingrui Wang Elias Stengel-Eskin Adam Kortylewski Wufei Ma Benjamin Van Durme Max Planck Institute for Informatics OOD LRM 23 57 0 01 Dec 2022
Direct-Effect Risk Minimization for Domain Generalization Yuhui Li Zejia Wu Chao Zhang Hongyang R. Zhang OOD 37 0 0 26 Nov 2022
HMOE: Hypernetwork-based Mixture of Experts for Domain Generalization Jingang Qu T. Faney Zehao Wang Patrick Gallinari Soleiman Yousef J. D. Hemptinne OOD 16 7 0 15 Nov 2022
Normalization Perturbation: A Simple Domain Generalization Method for Real-World Domain Shifts Qi Fan Mattia Segu Yu-Wing Tai F. I. F. Richard Yu Chi-Keung Tang Bernt Schiele Dengxin Dai 16 11 0 08 Nov 2022
FIXED: Frustratingly Easy Domain Generalization with Mixup Wang Lu Jindong Wang Han Yu Lei Huang Xiang Zhang Yiqiang Chen Xingxu Xie 26 6 0 07 Nov 2022
Motion correction in MRI using deep learning and a novel hybrid loss function Lei Zhang Xiaoke Wang Michael Rawson R. Balan E. Herskovits E. Melhem Linda Chang Ze Wang T. Ernst MedIm 22 12 0 19 Oct 2022
SynBench: Task-Agnostic Benchmarking of Pretrained Representations using Synthetic Data Ching-Yun Ko Pin-Yu Chen Jeet Mohapatra Payel Das Lucani E. Daniel 19 3 0 06 Oct 2022
Deep Spatial Domain Generalization Dazhou Yu Guangji Bai Yun-Qing Li Liang Zhao OOD 19 4 0 03 Oct 2022
Generalizable Medical Image Segmentation via Random Amplitude Mixup and Domain-Specific Image Restoration Ziqi Zhou Lei Qi Yinghuan Shi 19 33 0 08 Aug 2022
Label-Efficient Domain Generalization via Collaborative Exploration and Generalization Junkun Yuan Xu Ma Defang Chen Kun Kuang Fei Wu Lanfen Lin 16 25 0 07 Aug 2022
Semantic Data Augmentation based Distance Metric Learning for Domain Generalization Mengzhu Wang Jianlong Yuan Qi Qian Zhibin Wang Hao Li 37 29 0 02 Aug 2022
Domain Decorrelation with Potential Energy Ranking Sen Pei Jiaxi Sun Richard Yi Da Xu Shiming Xiang Gaofeng Meng OOD 21 4 0 25 Jul 2022
Domain Generalization for Activity Recognition via Adaptive Feature Fusion Xin Qin Jindong Wang Yiqiang Chen Wang Lu Xinlong Jiang OOD 36 35 0 21 Jul 2022
Adversarial Style Augmentation for Domain Generalized Urban-Scene Segmentation Zhun Zhong Yuyang Zhao G. Lee N. Sebe OOD 22 69 0 11 Jul 2022
Single-domain Generalization in Medical Image Segmentation via Test-time Adaptation from Shape Dictionary Quande Liu Cheng Chen Qi Dou Pheng-Ann Heng OOD 47 36 0 29 Jun 2022
Adversarial Consistency for Single Domain Generalization in Medical Image Segmentation Yanwu Xu Shaoan Xie Maxwell Reynolds1 Matthew Ragoza1 Mingming Gong Kayhan Batmanghelich GAN OOD MedIm 4 22 0 28 Jun 2022
On Certifying and Improving Generalization to Unseen Domains Akshay Mehra B. Kailkhura Pin-Yu Chen Jihun Hamm OOD 21 4 0 24 Jun 2022
Mitigating Data Heterogeneity in Federated Learning with Data Augmentation Artur Back de Luca Guojun Zhang Xi Chen Yaoliang Yu FedML 22 29 0 20 Jun 2022
Finding Diverse and Predictable Subgraphs for Graph Domain Generalization Junchi Yu Jian Liang Ran He OOD 23 11 0 19 Jun 2022
Improving Diversity with Adversarially Learned Transformations for Domain Generalization Tejas Gokhale Rushil Anirudh Jayaraman J. Thiagarajan B. Kailkhura Chitta Baral Yezhou Yang 11 28 0 15 Jun 2022
Semantic-Discriminative Mixup for Generalizable Sensor-based Cross-domain Activity Recognition Wang Lu Jindong Wang Yiqiang Chen Sinno Jialin Pan Chunyu Hu Xin Qin 11 44 0 14 Jun 2022
INDIGO: Intrinsic Multimodality for Domain Generalization Puneet Mangla Shivam Chandhok Milan Aggarwal V. Balasubramanian Balaji Krishnamurthy VLM 33 2 0 13 Jun 2022
Improving Evaluation of Debiasing in Image Classification Jungsoo Lee Juyoung Lee Sanghun Jung Jaegul Choo 19 0 0 08 Jun 2022
MaxStyle: Adversarial Style Composition for Robust Medical Image Segmentation C. L. P. Chen Zeju Li C. Ouyang Matthew Sinclair Wenjia Bai Daniel Rueckert OOD 29 30 0 02 Jun 2022
Learning Invariant Visual Representations for Compositional Zero-Shot Learning Tian Zhang Kongming Liang Ruoyi Du Xian Sun Zhanyu Ma Jun Guo CoGe BDL 31 32 0 01 Jun 2022
Evolving Domain Generalization Wei Wang Gezheng Xu Ruizhi Pu Jiaqi Li Fan Zhou Changjian Shui Charles X. Ling Christian Gagné Boyu Wang OOD 29 3 0 31 May 2022
Towards Model Generalization for Monocular 3D Object Detection Zhenyu Li Zehui Chen Ang Li Liangji Fang Qinhong Jiang Xianming Liu Junjun Jiang 31 7 0 23 May 2022
Temporal Domain Generalization with Drift-Aware Dynamic Neural Networks Guangji Bai Ling-Hao Chen Liang Zhao OOD AI4TS AI4CE 23 27 0 21 May 2022
Attention Consistency on Visual Corruptions for Single-Source Domain Generalization Ilke Çugu Massimiliano Mancini Yanbei Chen Zeynep Akata OOD 11 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 17 35 0 26 Apr 2022
Learning Instance-Specific Adaptation for Cross-Domain Segmentation Yuliang Zou Zizhao Zhang Chun-Liang Li Han Zhang Tomas Pfister Jia-Bin Huang TTA OOD 25 14 0 30 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 22 21 0 27 Mar 2022
Exact Feature Distribution Matching for Arbitrary Style Transfer and Domain Generalization Yabin Zhang Minghan Li Ruihuang Li K. Jia Lei Zhang OOD 22 161 0 15 Mar 2022
Generalized but not Robust? Comparing the Effects of Data Modification Methods on Out-of-Domain Generalization and Adversarial Robustness Tejas Gokhale Swaroop Mishra Man Luo Bhavdeep Singh Sachdeva Chitta Baral 42 29 0 15 Mar 2022
Federated and Generalized Person Re-identification through Domain and Feature Hallucinating Fengxiang Yang Zhun Zhong Zhiming Luo Shaozi Li N. Sebe FedML OOD 32 6 0 05 Mar 2022
Bridging the Source-to-target Gap for Cross-domain Person Re-Identification with Intermediate Domains Yongxing Dai Yifan Sun Jun Liu Zekun Tong Yi Yang Ling-yu Duan 27 11 0 03 Mar 2022
Edge Augmentation for Large-Scale Sketch Recognition without Sketches Nikos Efthymiadis Giorgos Tolias Ondřej Chum 32 7 0 26 Feb 2022
DGSS : Domain Generalized Semantic Segmentation using Iterative Style Mining and Latent Representation Alignment P. Shyam Antyanta Bangunharcana Kuk-Jin Yoon Kyung-soo Kim 21 5 0 26 Feb 2022
Learning to Generalize across Domains on Single Test Samples Zehao Xiao Xiantong Zhen Ling Shao Cees G. M. Snoek OOD 19 31 0 16 Feb 2022
DrugOOD: Out-of-Distribution (OOD) Dataset Curator and Benchmark for AI-aided Drug Discovery -- A Focus on Affinity Prediction Problems with Noise Annotations Yuanfeng Ji Lu Zhang Jiaxiang Wu Bing Wu Long-Kai Huang ... Ping Luo Shuigeng Zhou Junzhou Huang Peilin Zhao Yatao Bian OOD 60 73 0 24 Jan 2022
Debiased Graph Neural Networks with Agnostic Label Selection Bias Shaohua Fan Xiao Wang Chuan Shi Kun Kuang Nian Liu Bai Wang AI4CE 31 38 0 19 Jan 2022
ITSA: An Information-Theoretic Approach to Automatic Shortcut Avoidance and Domain Generalization in Stereo Matching Networks Weiqin Chuah Ruwan Tennakoon R. Hoseinnezhad A. Bab-Hadiashar David Suter OOD 13 39 0 06 Jan 2022
Improving Out-of-Distribution Robustness via Selective Augmentation Huaxiu Yao Yu-Xiang Wang Sai Li Linjun Zhang Weixin Liang James Y. Zou Chelsea Finn OOD OODD 21 210 0 02 Jan 2022
MVDG: A Unified Multi-view Framework for Domain Generalization Jian Zhang Lei Qi Yinghuan Shi Yang Gao 18 29 0 23 Dec 2021
Generalizable Cross-modality Medical Image Segmentation via Style Augmentation and Dual Normalization Ziqi Zhou Lei Qi Xin Yang Dong Ni Yinghuan Shi OOD MedIm 20 57 0 21 Dec 2021
3D-VField: Adversarial Augmentation of Point Clouds for Domain Generalization in 3D Object Detection Alexander Lehner Stefano Gasperini Alvaro Marcos-Ramiro Michael Schmidt M. N. Mahani Nassir Navab Benjamin Busam F. Tombari 3DPC 21 51 0 09 Dec 2021
Unsupervised Domain Adaptation for Semantic Image Segmentation: a Comprehensive Survey G. Csurka Riccardo Volpi Boris Chidlovskii OOD VLM 3DV 63 40 0 06 Dec 2021
SITA: Single Image Test-time Adaptation Ansh Khurana S. Paul Piyush Rai Soma Biswas Gaurav Aggarwal 69 52 0 04 Dec 2021
A Systematic Review of Robustness in Deep Learning for Computer Vision: Mind the gap? Nathan G. Drenkow Numair Sani I. Shpitser Mathias Unberath 16 73 0 01 Dec 2021
Confounder Identification-free Causal Visual Feature Learning Xin Li Zhizheng Zhang Guoqiang Wei Cuiling Lan Wenjun Zeng Xin Jin Zhibo Chen CML OOD 16 14 0 26 Nov 2021