Domain Generalization via Model-Agnostic Learning of Semantic Features

29 October 2019

Qi Dou

Daniel Coelho De Castro

Konstantinos Kamnitsas

Ben Glocker

OOD

ArXiv (abs)PDF HTML

Papers citing "Domain Generalization via Model-Agnostic Learning of Semantic Features"

50 / 417 papers shown

Title
Generalized Lightness Adaptation with Channel Selective Normalization Mingde Yao Jie Huang Xin Jin Ruikang Xu Shenglong Zhou Man Zhou Zhiwei Xiong 100 14 0 26 Aug 2023
Trustworthy Representation Learning Across Domains Ronghang Zhu Dongliang Guo Daiqing Qi Zhixuan Chu Xiang Yu Sheng Li FaML AI4TS 98 2 0 23 Aug 2023
Domain Generalization via Rationale Invariance Liang Chen Yong Zhang Yibing Song Anton Van Den Hengel Lingqiao Liu OOD 81 14 0 22 Aug 2023
DomainDrop: Suppressing Domain-Sensitive Channels for Domain Generalization Jintao Guo Lei Qi Yinghuan Shi OOD 120 22 0 20 Aug 2023
TDG: Text-guided Domain Generalization Geng-Ming Liu Yuxi Wang OOD 76 2 0 19 Aug 2023
Generalizable Decision Boundaries: Dualistic Meta-Learning for Open Set Domain Generalization Xiran Wang Jian Zhang Lei Qi Yinghuan Shi 90 20 0 18 Aug 2023
Diffusion Models for Image Restoration and Enhancement -- A Comprehensive Survey Xin Li Yulin Ren Xin Jin Cuiling Lan Xingyu Wang Wenjun Zeng Xinchao Wang Zhibo Chen 104 87 0 18 Aug 2023
SelectNAdapt: Support Set Selection for Few-Shot Domain Adaptation Youssef Dawoud G. Carneiro Vasileios Belagiannis 50 0 0 09 Aug 2023
ALFA -- Leveraging All Levels of Feature Abstraction for Enhancing the Generalization of Histopathology Image Classification Across Unseen Hospitals Milad Sikaroudi Seyedeh Maryam Hosseini Shahryar Rahnamayan H. R. Tizhoosh OOD 41 0 0 07 Aug 2023
DOMINO: Domain-invariant Hyperdimensional Classification for Multi-Sensor Time Series Data Junyao Wang Luke Chen Mohammad Abdullah Al Faruque 74 5 0 07 Aug 2023
PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization Junhyeong Cho Gilhyun Nam Sungyeon Kim Hunmin Yang Suha Kwak VLM OOD TTA 104 49 0 27 Jul 2023
NormAUG: Normalization-guided Augmentation for Domain Generalization Lei Qi Hongpeng Yang Yinghuan Shi Xin Geng OOD 101 13 0 25 Jul 2023
Phase Matching for Out-of-Distribution Generalization Chengming Hu Ye Du Rui Wang Hao Chen OOD 75 0 0 24 Jul 2023
Cross Contrasting Feature Perturbation for Domain Generalization Chenming Li Daoan Zhang Wen-Fong Huang Jiang Zhang OOD 61 17 0 24 Jul 2023
Improving Out-of-Distribution Robustness of Classifiers via Generative Interpolation Haoyue Bai Ceyuan Yang Yinghao Xu Shueng-Han Gary Chan Bolei Zhou OODD 40 3 0 23 Jul 2023
Flatness-Aware Minimization for Domain Generalization Xingxuan Zhang Renzhe Xu Han Yu Yancheng Dong Pengfei Tian Peng Cu 89 22 0 20 Jul 2023
Advances and Challenges in Meta-Learning: A Technical Review Anna Vettoruzzo Mohamed-Rafik Bouguelia Joaquin Vanschoren Thorsteinn Rögnvaldsson K. Santosh OffRL 96 79 0 10 Jul 2023
Probabilistic Test-Time Generalization by Variational Neighbor-Labeling Sameer Ambekar Zehao Xiao Jiayi Shen Xiantong Zhen Cees G. M. Snoek BDL OOD 88 1 0 08 Jul 2023
SRCD: Semantic Reasoning with Compound Domains for Single-Domain Generalized Object Detection Zhijie Rao Jingcai Guo Luyao Tang Yue Huang Xinghao Ding Song Guo 130 16 0 04 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 Chen Chen OOD 93 2 0 02 Jul 2023
VesselMorph: Domain-Generalized Retinal Vessel Segmentation via Shape-Aware Representation Dewei Hu Hao Li Han Liu Xing Yao Jiacheng Wang I. Oguz MedIm 49 0 0 01 Jul 2023
Shape Guided Gradient Voting for Domain Generalization Jiaqi Xu Yuwang Wang Xuejin Chen 69 0 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 141 26 0 18 Jun 2023
Modularity Trumps Invariance for Compositional Robustness I. Mason Anirban Sarkar Tomotake Sasaki Xavier Boix OOD 91 1 0 15 Jun 2023
What can a cook in Italy teach a mechanic in India? Action Recognition Generalisation Over Scenarios and Locations Chiara Plizzari Toby Perrett Barbara Caputo Dima Damen EgoV 114 18 0 14 Jun 2023
Distribution Shift Inversion for Out-of-Distribution Prediction Runpeng Yu Songhua Liu Xingyi Yang Xinchao Wang OODD 100 19 0 14 Jun 2023
Compositionally Equivariant Representation Learning Xiao Liu Pedro Sanchez Spyridon Thermos Alison Q. OÑeil Sotirios A. Tsaftaris CoGe OOD 85 2 0 13 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 120 31 0 02 Jun 2023
Meta Adaptive Task Sampling for Few-Domain Generalization Zheyan Shen Han Yu Peng Cui Jiashuo Liu Xingxuan Zhang Linjun Zhou Furui Liu OOD 47 1 0 25 May 2023
Pulling Target to Source: A New Perspective on Domain Adaptive Semantic Segmentation Haochen Wang Yujun Shen Jingjing Fei Wei Li Liwei Wu Yuxi Wang Zhaoxiang Zhang OOD 101 7 0 23 May 2023
POEM: Polarization of Embeddings for Domain-Invariant Representations Sang-Yeong Jo Sung Whan Yoon 68 12 0 22 May 2023
Domain Generalization Deep Graph Transformation Shiyu Wang Guangji Bai Qi Zhu Zhaohui Qin Liang Zhao OOD 119 1 0 19 May 2023
Meta-Optimization for Higher Model Generalizability in Single-Image Depth Prediction Cho-Ying Wu Yiqi Zhong Junying Wang Ulrich Neumann MDE 70 5 0 12 May 2023
Learngene: Inheriting Condensed Knowledge from the Ancestry Model to Descendant Models Qiufeng Wang Xu Yang Shuxia Lin Jing Wang Xin Geng 80 13 0 03 May 2023
PGrad: Learning Principal Gradients For Domain Generalization Zhe Wang J. E. Grigsby Yanjun Qi OOD 92 10 0 02 May 2023
Moderately Distributional Exploration for Domain Generalization Ruiqi Dai Yonggang Zhang Zhen Fang Bo Han Xinmei Tian OOD 117 19 0 27 Apr 2023
Domain Generalization for Mammographic Image Analysis with Contrastive Learning Zheren Li Zhiming Cui Lichi Zhang Sheng Wang Chenjin Lei ... Yajia Gu Zaiyi Liu Chunling Liu Dinggang Shen Jie‐Zhi Cheng 87 2 0 20 Apr 2023
Semantic-Aware Mixup for Domain Generalization C. Xu Xinmei Tian AAML 45 2 0 12 Apr 2023
Improved Test-Time Adaptation for Domain Generalization Liang Chen Yong Zhang Yibing Song Ying Shan Lingqiao Liu TTA OOD 97 51 0 10 Apr 2023
Meta-causal Learning for Single Domain Generalization Jin Chen Zhiqiang Gao Xinxiao Wu Jiebo Luo OOD 79 44 0 07 Apr 2023
Supervised Contrastive Learning with Heterogeneous Similarity for Distribution Shifts Takuro Kutsuna 29 1 0 07 Apr 2023
Progressive Random Convolutions for Single Domain Generalization Seokeon Choi Debasmit Das Sungha Choi Seunghan Yang Hyunsin Park Sungrack Yun 103 40 0 02 Apr 2023
Fair-CDA: Continuous and Directional Augmentation for Group Fairness Ruijin Sun Fengwei Zhou Zhenhua Dong Chuanlong Xie Lanqing Hong Jiawei Li Rui-Xun Zhang Zerui Li Zhenguo Li 117 2 0 01 Apr 2023
Are Data-driven Explanations Robust against Out-of-distribution Data? Tang Li Fengchun Qiao Mengmeng Ma Xiangkai Peng OODD OOD 91 11 0 29 Mar 2023
Complementary Domain Adaptation and Generalization for Unsupervised Continual Domain Shift Learning Won-Yong Cho Jinha Park Taesup Kim CLL 113 6 0 28 Mar 2023
Anomaly Detection under Distribution Shift T. Cao Jiawen Zhu Guansong Pang 87 28 0 24 Mar 2023
Improving Generalization with Domain Convex Game Fangrui Lv Jian Liang Shuang Li Jinming Zhang Di Liu 80 7 0 23 Mar 2023
Test-time Detection and Repair of Adversarial Samples via Masked Autoencoder Yun-Yun Tsai Ju-Chin Chao Albert Wen Zhaoyuan Yang Chengzhi Mao Tapan Shah Junfeng Yang AAML 59 1 0 22 Mar 2023
Texture Learning Domain Randomization for Domain Generalized Segmentation Sunghwan Kim Dae-Hwan Kim Hoseong Kim 93 18 0 21 Mar 2023
Feature Alignment and Uniformity for Test Time Adaptation Shuai Wang Daoan Zhang Zipei Yan Jiang Zhang Ruizhen Li TTA OOD 86 47 0 20 Mar 2023