Generalizing to Unseen Domains: A Survey on Domain Generalization

2 March 2021

Papers citing "Generalizing to Unseen Domains: A Survey on Domain Generalization"

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Title
iBARLE: imBalance-Aware Room Layout Estimation Taotao Jing Lichen Wang Naji Khosravan Zhiqiang Wan Zachary Bessinger Zhengming Ding S. B. Kang 31 0 0 29 Aug 2023
Generalizable Zero-Shot Speaker Adaptive Speech Synthesis with Disentangled Representations Wen Wang Yang Song S. Jha 19 8 0 24 Aug 2023
Trustworthy Representation Learning Across Domains Ronghang Zhu Dongliang Guo Daiqing Qi Zhixuan Chu Xiang Yu Sheng R. Li FaML AI4TS 17 2 0 23 Aug 2023
Understanding Hessian Alignment for Domain Generalization S. Hemati Guojun Zhang A. Estiri Xi Chen 15 10 0 22 Aug 2023
A Circuit Domain Generalization Framework for Efficient Logic Synthesis in Chip Design Zhihai Wang Lei Chen Jie Wang Xing Li Yinqi Bai Xijun Li M. Yuan Jianye Hao Yongdong Zhang Feng Wu 16 7 0 22 Aug 2023
DomainDrop: Suppressing Domain-Sensitive Channels for Domain Generalization Jintao Guo Lei Qi Yinghuan Shi OOD 20 10 0 20 Aug 2023
Towards Large-scale 3D Representation Learning with Multi-dataset Point Prompt Training Xiaoyang Wu Zhuotao Tian Xin Wen Bohao Peng Xihui Liu Kaicheng Yu Hengshuang Zhao 19 45 0 18 Aug 2023
Generalizable Decision Boundaries: Dualistic Meta-Learning for Open Set Domain Generalization Xiran Wang Jian Zhang Lei Qi Yinghuan Shi 11 19 0 18 Aug 2023
Diffusion Models for Image Restoration and Enhancement -- A Comprehensive Survey Xin Li Yulin Ren Xin Jin Cuiling Lan X. Wang Wenjun Zeng Xinchao Wang Zhibo Chen 31 46 0 18 Aug 2023
Neural oscillators for generalization of physics-informed machine learning Taniya Kapoor Abhishek Chandra D. Tartakovsky Hongrui Wang Alfredo Núñez R. Dollevoet AI4CE 8 6 0 17 Aug 2023
Learning to Identify Critical States for Reinforcement Learning from Videos Haozhe Liu Mingchen Zhuge Bing Li Yu‐Han Wang Francesco Faccio Bernard Ghanem Jürgen Schmidhuber OffRL 10 4 0 15 Aug 2023
Frustratingly Easy Model Generalization by Dummy Risk Minimization Juncheng Wang Jindong Wang Xixu Hu Shujun Wang Xingxu Xie 8 0 0 04 Aug 2023
DIVERSIFY: A General Framework for Time Series Out-of-distribution Detection and Generalization Wang Lu Jindong Wang Xinwei Sun Yiqiang Chen Xiangyang Ji Qiang Yang Xingxu Xie OODD AI4TS 20 15 0 04 Aug 2023
Cross-Modal Concept Learning and Inference for Vision-Language Models Yi Zhang Ce Zhang Yushun Tang Z. He VLM MLLM CLIP 15 15 0 28 Jul 2023
PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization Junhyeong Cho Gilhyun Nam Sungyeon Kim Hunmin Yang Suha Kwak VLM OOD TTA 14 47 0 27 Jul 2023
NormAUG: Normalization-guided Augmentation for Domain Generalization Lei Qi Hongpeng Yang Yinghuan Shi Xin Geng OOD 20 9 0 25 Jul 2023
MARIO: Model Agnostic Recipe for Improving OOD Generalization of Graph Contrastive Learning Yun Zhu Haizhou Shi Zhenshuo Zhang Siliang Tang 13 7 0 24 Jul 2023
Phase Matching for Out-of-Distribution Generalization Chengming Hu Ye Du Rui Wang Hao Chen OOD 21 0 0 24 Jul 2023
Towards Generalising Neural Topical Representations Xiaohao Yang He Zhao Dinh Q. Phung Lan Du BDL OOD MedIm 8 1 0 24 Jul 2023
Cross Contrasting Feature Perturbation for Domain Generalization Chenming Li Daoan Zhang Wen-Fong Huang Jiang Zhang OOD 11 8 0 24 Jul 2023
Flatness-Aware Minimization for Domain Generalization Xingxuan Zhang Renzhe Xu Han Yu Yancheng Dong Pengfei Tian Peng Cu 14 20 0 20 Jul 2023
On the Fly Neural Style Smoothing for Risk-Averse Domain Generalization Akshay Mehra Yunbei Zhang B. Kailkhura Jihun Hamm 13 2 0 17 Jul 2023
Why Does Little Robustness Help? Understanding and Improving Adversarial Transferability from Surrogate Training Yechao Zhang Shengshan Hu Leo Yu Zhang Junyu Shi Minghui Li Xiaogeng Liu Wei Wan Hai Jin AAML 22 20 0 15 Jul 2023
DISPEL: Domain Generalization via Domain-Specific Liberating Chia-Yuan Chang Yu-Neng Chuang Guanchu Wang Mengnan Du Zou Na 13 5 0 14 Jul 2023
A Causal Framework to Unify Common Domain Generalization Approaches N. Zhang Kaican Li Han Gao Weiyan Xie Zhi Lin Z. Li Luning Wang Yongxiang Huang FedML OOD AI4CE 6 2 0 13 Jul 2023
Towards Generalizable Diabetic Retinopathy Grading in Unseen Domains Haoxuan Che Yu-Tsen Cheng Haibo Jin Haoxing Chen MedIm 12 21 0 10 Jul 2023
A Survey on Evaluation of Large Language Models Yu-Chu Chang Xu Wang Jindong Wang Yuanyi Wu Linyi Yang ... Yue Zhang Yi-Ju Chang Philip S. Yu Qian Yang Xingxu Xie ELM LM&MA ALM 58 1,464 0 06 Jul 2023
Pay Attention to the Atlas: Atlas-Guided Test-Time Adaptation Method for Robust 3D Medical Image Segmentation Jingjie Guo Weitong Zhang Matthew Sinclair Daniel Rueckert C. L. P. Chen OOD 14 1 0 02 Jul 2023
Deep Angiogram: Trivializing Retinal Vessel Segmentation Dewei Hu Xing Yao Jiacheng Wang Yuankai K. Tao I. Oguz MedIm 22 1 0 01 Jul 2023
Large Language Models as Annotators: Enhancing Generalization of NLP Models at Minimal Cost Parikshit Bansal Amit Sharma 26 40 0 27 Jun 2023
Deep Transfer Learning for Intelligent Vehicle Perception: a Survey Xinyi Liu Jinlong Li Jin Ma Huiming Sun Zhigang Xu Tianyu Zhang Hongkai Yu 35 21 0 26 Jun 2023
Learn over Past, Evolve for Future: Forecasting Temporal Trends for Fake News Detection Beizhe Hu Qiang Sheng Juan Cao Yongchun Zhu Danding Wang Zhengjia Wang Zhiwei Jin 17 22 0 26 Jun 2023
Generalizable Metric Network for Cross-domain Person Re-identification Lei Qi Ziang Liu Yinghuan Shi Xin Geng OOD 14 3 0 21 Jun 2023
Shape Guided Gradient Voting for Domain Generalization Jiaqi Xu Yuwang Wang Xuejin Chen 10 0 0 19 Jun 2023
Experts' cognition-driven ensemble deep learning for external validation of predicting pathological complete response to neoadjuvant chemotherapy from histological images in breast cancer Yongquan Yang Fengling Li Yani Wei Yuanyuan Zhao Jing Fu Xiuli Xiao Hong Bu 14 2 0 19 Jun 2023
Improving Generalizability of Graph Anomaly Detection Models via Data Augmentation Shuang Zhou Xiao Shi Huang Ninghao Liu Huachi Zhou F. Chung Longhai Huang 25 22 0 18 Jun 2023
Feed Two Birds with One Scone: Exploiting Wild Data for Both Out-of-Distribution Generalization and Detection Haoyue Bai Gregory H. Canal Xuefeng Du Jeongyeol Kwon Robert D. Nowak Yixuan Li OODD 20 44 0 15 Jun 2023
Revisiting Stereo Triangulation in UAV Distance Estimation Jiafan Zhuang Duan Yuan Rihong Yan Weixin Huang Yutao Zhou Zhun Fan 21 0 0 15 Jun 2023
Distribution Shift Inversion for Out-of-Distribution Prediction Runpeng Yu Songhua Liu Xingyi Yang Xinchao Wang OODD 13 18 0 14 Jun 2023
Domain-Aware Few-Shot Learning for Optical Coherence Tomography Noise Reduction Deborah Pereg OOD 20 2 0 13 Jun 2023
Graph Structure and Feature Extrapolation for Out-of-Distribution Generalization Xiner Li Shurui Gui Youzhi Luo Shuiwang Ji OODD OOD 10 11 0 13 Jun 2023
Federated Learning for Medical Image Analysis: A Survey Hao Guan Pew-Thian Yap Andrea Bozoki Mingxia Liu FedML OOD 14 110 0 09 Jun 2023
Adaptive Contextual Perception: How to Generalize to New Backgrounds and Ambiguous Objects Zhuofan Ying Peter Hase Mohit Bansal 13 1 0 09 Jun 2023
Devil is in Channels: Contrastive Single Domain Generalization for Medical Image Segmentation Shishuai Hu Zehui Liao Yong-quan Xia MedIm 29 28 0 08 Jun 2023
Federated Domain Generalization: A Survey Ying Li Xingwei Wang Rongfei Zeng Praveen Kumar Donta Ilir Murturi Min Huang Schahram Dustdar OOD FedML AI4CE 21 29 0 02 Jun 2023
Joint Learning of Label and Environment Causal Independence for Graph Out-of-Distribution Generalization Shurui Gui Meng Liu Xiner Li Youzhi Luo Shuiwang Ji CML OOD 8 14 0 01 Jun 2023
Domain Generalization for Domain-Linked Classes Kimathi Kaai Saad Hossain Sirisha Rambhatla OOD AI4CE 11 0 0 01 Jun 2023
Treasure in Distribution: A Domain Randomization based Multi-Source Domain Generalization for 2D Medical Image Segmentation Ziyang Chen Yongsheng Pan Yiwen Ye Hengfei Cui Yong-quan Xia OOD 18 20 0 31 May 2023
A Survey of Label-Efficient Deep Learning for 3D Point Clouds Aoran Xiao Xiaoqin Zhang Ling Shao Shijian Lu 3DPC 27 18 0 31 May 2023
What is Essential for Unseen Goal Generalization of Offline Goal-conditioned RL? Rui Yang Yong Lin Xiaoteng Ma Haotian Hu Chongjie Zhang Tong Zhang OffRL 13 22 0 30 May 2023