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
Bridging the Synthetic-to-Authentic Gap: Distortion-Guided Unsupervised Domain Adaptation for Blind Image Quality Assessment Aobo Li Jinjian Wu Yongxu Liu Leida Li 63 5 0 07 May 2024
DGMamba: Domain Generalization via Generalized State Space Model Shaocong Long Qianyu Zhou Hefei Ling Xuequan Lu Chenhao Ying Yuan Luo Lizhuang Ma Shuicheng Yan 122 10 0 11 Apr 2024
Domain Generalization through Meta-Learning: A Survey Arsham Gholamzadeh Khoee Yinan Yu R. Feldt AI4CE OOD 93 16 0 03 Apr 2024
Test-Time Model Adaptation with Only Forward Passes Shuaicheng Niu Chunyan Miao Guohao Chen Pengcheng Wu Peilin Zhao TTA 132 26 0 02 Apr 2024
GDA: Generalized Diffusion for Robust Test-time Adaptation Yun-Yun Tsai Fu-Chen Chen Albert Y. C. Chen Junfeng Yang Che-Chun Su Min Sun Cheng-Hao Kuo TTA AAML VLM OOD 110 7 0 29 Mar 2024
Efficiently Assemble Normalization Layers and Regularization for Federated Domain Generalization Khiem Le-Huy Long Ho Cuong D. Do Danh Le-Phuoc Kok-Seng Wong OOD FedML 99 4 0 22 Mar 2024
Towards Generalizing to Unseen Domains with Few Labels Chamuditha Jayanga Galappaththige Sanoojan Baliah Malitha Gunawardhana Muhammad Haris Khan 84 3 0 18 Mar 2024
HeteroSwitch: Characterizing and Taming System-Induced Data Heterogeneity in Federated Learning Gyudong Kim Mehdi Ghasemi Soroush Heidari Seungryong Kim Young Geun Kim S. Vrudhula Carole-Jean Wu 119 2 0 07 Mar 2024
Prompt-Driven Dynamic Object-Centric Learning for Single Domain Generalization Deng Li Aming Wu Yaowei Wang Yahong Han OOD VLM 137 10 0 28 Feb 2024
Towards Robust and Efficient Cloud-Edge Elastic Model Adaptation via Selective Entropy Distillation Yaofo Chen Shuaicheng Niu Yaowei Wang Shoukai Xu Hengjie Song Mingkui Tan 97 8 0 27 Feb 2024
GeneOH Diffusion: Towards Generalizable Hand-Object Interaction Denoising via Denoising Diffusion Xueyi Liu Li Yi DiffM 112 22 0 22 Feb 2024
SMORE: Similarity-based Hyperdimensional Domain Adaptation for Multi-Sensor Time Series Classification Junyao Wang Mohammad Abdullah Al Faruque AI4TS 72 1 0 20 Feb 2024
Any-Shift Prompting for Generalization over Distributions Zehao Xiao Jiayi Shen Mohammad Mahdi Derakhshani Tianran Ouyang Cees G. M. Snoek OOD VPVLM VLM 120 10 0 15 Feb 2024
Domain Generalization with Small Data Kecheng Chen Elena Gal Hong Yan Haoliang Li OOD 80 7 0 09 Feb 2024
Continuous Unsupervised Domain Adaptation Using Stabilized Representations and Experience Replay Mohammad Rostami CLL 119 2 0 31 Jan 2024
Improving Pseudo-labelling and Enhancing Robustness for Semi-Supervised Domain Generalization Adnan Khan Mai A. Shaaban Muhammad Haris Khan 118 5 0 25 Jan 2024
Enhancing Evolving Domain Generalization through Dynamic Latent Representations Binghui Xie Yongqiang Chen Jiaqi Wang Kaiwen Zhou Bo Han Wei Meng James Cheng 111 5 0 16 Jan 2024
Model-Agnostic Interpretation Framework in Machine Learning: A Comparative Study in NBA Sports Shun Liu 68 0 0 05 Jan 2024
MARS: Multi-Scale Adaptive Robotics Vision for Underwater Object Detection and Domain Generalization L. Saad Saoud Lakmal D. Seneviratne Irfan Hussain 123 0 0 23 Dec 2023
Generalizable Sleep Staging via Multi-Level Domain Alignment Jiquan Wang Sha Zhao Haiteng Jiang Shijian Li Tao Li Gang Pan 142 10 0 13 Dec 2023
ADOD: Adaptive Domain-Aware Object Detection with Residual Attention for Underwater Environments L. Saad Saoud Zhenwei Niu Atif Sultan Lakmal D. Seneviratne Irfan Hussain 74 3 0 11 Dec 2023
Open Domain Generalization with a Single Network by Regularization Exploiting Pre-trained Features Inseop Chung Kiyoon Yoo Nojun Kwak VLM 97 0 0 08 Dec 2023
Effective Adapter for Face Recognition in the Wild Yunhao Liu Yu-Ju Tsai Kelvin C. K. Chan Xiangtai Li Lu Qi Ming-Hsuan Yang CVBM 62 1 0 04 Dec 2023
HD Maps are Lane Detection Generalizers: A Novel Generative Framework for Single-Source Domain Generalization Daeun Lee Minhyeok Heo Jiwon Kim 78 0 0 28 Nov 2023
C-SAW: Self-Supervised Prompt Learning for Image Generalization in Remote Sensing Avigyan Bhattacharya Mainak Singha Ankit Jha Biplab Banerjee SSL VLM 80 6 0 27 Nov 2023
Parameter Exchange for Robust Dynamic Domain Generalization Luojun Lin Zhifeng Shen Zhishu Sun Yuanlong Yu Lei Zhang Weijie Chen OOD 122 6 0 23 Nov 2023
Bridging Generalization Gaps in High Content Imaging Through Online Self-Supervised Domain Adaptation Johan Fredin Haslum Christos Matsoukas Karl‐Johan Leuchowius Kevin Smith 60 2 0 21 Nov 2023
MADG: Margin-based Adversarial Learning for Domain Generalization Aveen Dayal B. VimalK. Linga Reddy Cenkeramaddi C. K. Mohan Abhinav Kumar Vineeth N. Balasubramanian OOD AAML 104 65 0 14 Nov 2023
Learning Class and Domain Augmentations for Single-Source Open-Domain Generalization Prathmesh Bele Valay Bundele Avigyan Bhattacharya Ankit Jha Gemma Roig Biplab Banerjee 78 5 0 05 Nov 2023
Diversifying Spatial-Temporal Perception for Video Domain Generalization Kun-Yu Lin Jia-Run Du Yipeng Gao Jiaming Zhou Wei-Shi Zheng 84 16 0 27 Oct 2023
Generalizing to Unseen Domains in Diabetic Retinopathy Classification Chamuditha Jayanga Galappaththige Gayal Kuruppu Muhammad Haris Khan OOD 82 7 0 26 Oct 2023
Towards contrast-agnostic soft segmentation of the spinal cord Sandrine Bédard E. Karthik C. Tsagkas E. Pravatà Cristina Granziera Andrew C. Smith K. A. Weber Julien Cohen-Adad 65 12 0 23 Oct 2023
Towards Generalizable Multi-Camera 3D Object Detection via Perspective Debiasing Hao Lu Yunpeng Zhang Qing Lian Dalong Du Ying-Cong Chen 88 6 0 17 Oct 2023
Towards Unified and Effective Domain Generalization Yiyuan Zhang Kaixiong Gong Xiaohan Ding Kaipeng Zhang Fangrui Lv Kurt Keutzer Xiangyu Yue AI4CE OOD FedML 106 4 0 16 Oct 2023
Domain Generalization Guided by Gradient Signal to Noise Ratio of Parameters Mateusz Michalkiewicz M. Faraki Xiang Yu Manmohan Chandraker Mahsa Baktash 53 4 0 11 Oct 2023
Activate and Reject: Towards Safe Domain Generalization under Category Shift Chaoqi Chen Luyao Tang Leitian Tao Hong-Yu Zhou Yue Huang Xiaoguang Han Yizhou Yu OOD 93 10 0 07 Oct 2023
Domain Generalization for Medical Image Analysis: A Survey Jee Seok Yoon Kwanseok Oh Yooseung Shin Maciej A Mazurowski Heung-Il Suk LM&MA OOD 87 4 0 05 Oct 2023
CODA: Temporal Domain Generalization via Concept Drift Simulator Chia-Yuan Chang Yu-Neng Chuang Zhimeng Jiang Kwei-Herng Lai Anxiao Jiang Na Zou OOD 68 5 0 02 Oct 2023
CauDR: A Causality-inspired Domain Generalization Framework for Fundus-based Diabetic Retinopathy Grading Hao Wei Peilun Shi Juzheng Miao Minqing Zhang Guitao Bai Jianing Qiu Furui Liu Wu Yuan MedIm OOD 45 3 0 27 Sep 2023
Multivariate Prototype Representation for Domain-Generalized Incremental Learning Can Peng Piotr Koniusz Kai Guo Brian C. Lovell Peyman Moghadam CLL OOD 64 2 0 24 Sep 2023
Learning Invariant Representations with a Nonparametric Nadaraya-Watson Head Alan Q. Wang Minh Nguyen M. Sabuncu CML OOD 89 1 0 23 Sep 2023
Test-Time Training for Speech Sri Harsha Dumpala Chandramouli Shama Sastry Sageev Oore 102 1 0 19 Sep 2023
Designing a Hybrid Neural System to Learn Real-world Crack Segmentation from Fractal-based Simulation Achref Jaziri Martin Mundt Andres Fernandez Rodriguez Visvanathan Ramesh 75 3 0 18 Sep 2023
Towards Artificial General Intelligence (AGI) in the Internet of Things (IoT): Opportunities and Challenges Fei Dou Jin Ye Geng Yuan Qin Lu Wei Niu ... Hongyue Sun Yunli Shao Changying Li Tianming Liu Wenzhan Song AI4CE 85 29 0 14 Sep 2023
Exploring Flat Minima for Domain Generalization with Large Learning Rates Jian Zhang Lei Qi Yinghuan Shi Yang Gao 81 3 0 12 Sep 2023
MLN-net: A multi-source medical image segmentation method for clustered microcalcifications using multiple layer normalization Ke Wang Zanting Ye Xiang Xie Haidong Cui Tao Chen Banteng Liu 105 11 0 06 Sep 2023
MAP: Domain Generalization via Meta-Learning on Anatomy-Consistent Pseudo-Modalities Dewei Hu Hao Li Han Liu Xing Yao Jiacheng Wang I. Oguz MedIm 113 4 0 03 Sep 2023
Domain Generalization via Balancing Training Difficulty and Model Capability Xue-Qiu Jiang Jiaxing Huang Sheng Jin Shijian Lu 108 13 0 02 Sep 2023
Post-Deployment Adaptation with Access to Source Data via Federated Learning and Source-Target Remote Gradient Alignment Felix Wagner Zeju Li Pramit Saha Konstantinos Kamnitsas MedIm 64 5 0 31 Aug 2023
Exploring the Transfer Learning Capabilities of CLIP in Domain Generalization for Diabetic Retinopathy Sanoojan Baliah F. Maani Santosh Sanjeev M. H. Khan 68 8 0 27 Aug 2023