Learning to Diversify for Single Domain Generalization

26 August 2021

Zi Huang

Papers citing "Learning to Diversify for Single Domain Generalization"

50 / 138 papers shown

Title
Multi-Source Collaborative Style Augmentation and Domain-Invariant Learning for Federated Domain Generalization Yikang Wei 10 0 0 15 May 2025
Language-Driven Dual Style Mixing for Single-Domain Generalized Object Detection Hongda Qin Xiao-Qiang Lu Zhiyong Wei Yihong Cao Kailun Yang Ningjiang Chen ObjD MLLM VLM 26 0 0 12 May 2025
DG-DETR: Toward Domain Generalized Detection Transformer Seongmin Hwang Daeyoung Han Moongu Jeon ViT 62 0 0 28 Apr 2025
FrogDogNet: Fourier frequency Retained visual prompt Output Guidance for Domain Generalization of CLIP in Remote Sensing Hariseetharam Gunduboina Muhammad Haris Khan Biplab Banerjee VLM 42 0 0 23 Apr 2025
Mixture-of-Shape-Experts (MoSE): End-to-End Shape Dictionary Framework to Prompt SAM for Generalizable Medical Segmentation Jia Wei Xiaoqi Zhao Jonghye Woo J. Ouyang G. El Fakhri Qingyu Chen Xiaofeng Liu 22 0 0 13 Apr 2025
Explaining Domain Shifts in Language: Concept erasing for Interpretable Image Classification Zequn Zeng Yudi Su Jianqiao Sun Tiansheng Wen Hao Zhang Zhengjue Wang Bo Chen Hongwei Liu Jiawei Ma VLM 55 0 0 24 Mar 2025
Casual Inference via Style Bias Deconfounding for Domain Generalization Jiaxi Li Di Lin Hao Chen Hongying Liu Liang Wan Wei Feng OOD CML AI4CE 48 0 0 21 Mar 2025
When Domain Generalization meets Generalized Category Discovery: An Adaptive Task-Arithmetic Driven Approach Vaibhav Rathore S. Bagchi Saikat Dutta Sarthak Mehrotra Zsolt Kira Biplab Banerjee OOD 74 1 0 19 Mar 2025
Style Evolving along Chain-of-Thought for Unknown-Domain Object Detection Zihao Zhang Aming Wu Yahong Han ObjD 48 0 0 13 Mar 2025
Single Domain Generalization with Adversarial Memory Hao Yan Marzi Heidari Yuhong Guo 64 0 0 08 Mar 2025
Invariance Pair-Guided Learning: Enhancing Robustness in Neural Networks Martin Surner Abdelmajid Khelil Ludwig Bothmann OOD 51 0 0 26 Feb 2025
Single Domain Generalization with Model-aware Parametric Batch-wise Mixup Marzi Heidari Yuhong Guo 39 0 0 22 Feb 2025
Towards Scalable Topological Regularizers Hiu-Tung Wong Darrick Lee Hong Yan BDL 57 0 0 24 Jan 2025
Are nuclear masks all you need for improved out-of-domain generalisation? A closer look at cancer classification in histopathology Dhananjay Tomar Alexander Binder Andreas Kleppe 34 0 0 14 Nov 2024
Generalizable Single-Source Cross-modality Medical Image Segmentation via Invariant Causal Mechanisms Boqi Chen Yuanzhi Zhu Yunke Ao Sebastiano Caprara Reto Sutter Gunnar Rätsch E. Konukoglu A. Susmelj MedIm DiffM OOD 46 0 0 07 Nov 2024
Domain Expansion and Boundary Growth for Open-Set Single-Source Domain Generalization Pengkun Jiao Na Zhao Jingjing Chen Yu-Gang Jiang OOD 26 0 0 05 Nov 2024
Recovering Complete Actions for Cross-dataset Skeleton Action Recognition Hanchao Liu Yujiang Li Tai-Jiang Mu Shi-Min Hu 30 0 0 31 Oct 2024
Towards Combating Frequency Simplicity-biased Learning for Domain Generalization Xilin He Jingyu Hu Qinliang Lin Cheng Luo Weicheng Xie Siyang Song M. H. Khan L. Shen 33 2 0 21 Oct 2024
Co-Segmentation without any Pixel-level Supervision with Application to Large-Scale Sketch Classification Nikolaos-Antonios Ypsilantis Ondrej Chum ViT 21 0 0 17 Oct 2024
Crafting Distribution Shifts for Validation and Training in Single Source Domain Generalization Nikos Efthymiadis Giorgos Tolias Ondřej Chum OOD 13 0 0 29 Sep 2024
Disentangling Age and Identity with a Mutual Information Minimization Approach for Cross-Age Speaker Verification Fengrun Zhang Wangjin Zhou Yiming Liu Wang Geng Yahui Shan Chen Zhang 16 0 0 24 Sep 2024
FedGCA: Global Consistent Augmentation Based Single-Source Federated Domain Generalization Yuan Liu Shu Wang Zhe Qu Xingyu Li Shichao Kan Jianxin Wang FedML 21 2 0 23 Sep 2024
TADA: Temporal Adversarial Data Augmentation for Time Series Data Byeong Tak Lee Joon-Myoung Kwon Yong-Yeon Jo TTA 19 0 0 21 Jul 2024
Learn to Preserve and Diversify: Parameter-Efficient Group with Orthogonal Regularization for Domain Generalization Jiajun Hu Jian Zhang Lei Qi Yinghuan Shi Yang Gao OOD 33 4 0 21 Jul 2024
Domain Generalization for 6D Pose Estimation Through NeRF-based Image Synthesis Antoine Legrand R. Detry Christophe De Vleeschouwer 30 1 0 15 Jul 2024
Causality-inspired Latent Feature Augmentation for Single Domain Generalization Jian Xu Chaojie Ji Yankai Cao Ye Li Ruxin Wang OOD 19 0 0 10 Jun 2024
StyDeSty: Min-Max Stylization and Destylization for Single Domain Generalization Songhua Liu Xin Jin Xingyi Yang Jingwen Ye Xinchao Wang OOD 36 1 0 01 Jun 2024
Federated Unsupervised Domain Generalization using Global and Local Alignment of Gradients Farhad Pourpanah Mahdiyar Molahasani Milad Soltany Michael A. Greenspan Ali Etemad FedML OOD 63 2 0 25 May 2024
Unbiased Faster R-CNN for Single-source Domain Generalized Object Detection Yajing Liu Shijun Zhou Xiyao Liu Chunhui Hao Baojie Fan Jiandong Tian ObjD 34 10 0 24 May 2024
Improving Single Domain-Generalized Object Detection: A Focus on Diversification and Alignment M. S. Danish Muhammad Haris Khan Muhammad Akhtar Munir M. Sarfraz Mohsen Ali ObjD 26 10 0 23 May 2024
RaffeSDG: Random Frequency Filtering enabled Single-source Domain Generalization for Medical Image Segmentation Heng Li Haojin Li Jianyu Chen Zhongxi Qiu Huazhu Fu Lidai Wang Yan Hu Jiang-Dong Liu OOD 27 2 0 02 May 2024
UniGen: Universal Domain Generalization for Sentiment Classification via Zero-shot Dataset Generation Juhwan Choi Yeonghwa Kim Seunguk Yu Jungmin Yun Youngbin Kim 36 1 0 02 May 2024
IMO: Greedy Layer-Wise Sparse Representation Learning for Out-of-Distribution Text Classification with Pre-trained Models Tao Feng Lizhen Qu Zhuang Li Haolan Zhan Yuncheng Hua Gholamreza Haffari VLM 32 1 0 21 Apr 2024
Incorporating Domain Differential Equations into Graph Convolutional Networks to Lower Generalization Discrepancy Yue Sun Chao Chen Yuesheng Xu Sihong Xie Rick S. Blum Parv Venkitasubramaniam AI4TS OOD 25 1 0 01 Apr 2024
Domain Generalizable Person Search Using Unreal Dataset Minyoung Oh Duhyun Kim Jae-Young Sim OOD 24 2 0 31 Mar 2024
DPStyler: Dynamic PromptStyler for Source-Free Domain Generalization Yunlong Tang Yuxuan Wan Lei Qi Xin Geng VLM 31 4 0 25 Mar 2024
Controlled Training Data Generation with Diffusion Models Teresa Yeo Andrei Atanov Harold Benoit Aleksandr Alekseev Ruchira Ray Pooya Esmaeil Akhoondi Amir Zamir 34 4 0 22 Mar 2024
Uncertainty-guided Contrastive Learning for Single Source Domain Generalisation Anastasios Arsenos D. Kollias Evangelos Petrongonas Christos Skliros Stefanos D. Kollias 33 13 0 12 Mar 2024
Unknown Domain Inconsistency Minimization for Domain Generalization Seungjae Shin Heesun Bae Byeonghu Na Yoon-Yeong Kim Il-Chul Moon 20 1 0 12 Mar 2024
Beyond Finite Data: Towards Data-free Out-of-distribution Generalization via Extrapolation Yijiang Li Sucheng Ren Weipeng Deng Yuzhi Xu Ying Gao Edith Ngai Haohan Wang OOD 33 1 0 08 Mar 2024
Overcoming Data Inequality across Domains with Semi-Supervised Domain Generalization Jinha Park Won-Yong Cho Taesup Kim 30 0 0 08 Mar 2024
MAP: MAsk-Pruning for Source-Free Model Intellectual Property Protection Boyang Peng Sanqing Qu Yong Wu Tianpei Zou Lianghua He Alois C. Knoll Guang Chen Changjun Jiang AAML 24 3 0 07 Mar 2024
Recent Advances, Applications, and Open Challenges in Machine Learning for Health: Reflections from Research Roundtables at ML4H 2023 Symposium Hyewon Jeong Sarah Jabbour Yuzhe Yang Rahul Thapta Hussein Mozannar ... Linying Zhang Harvineet Singh Tom Hartvigsen Helen Zhou Chinasa T. Okolo VLM AI4TS OOD 43 2 0 03 Mar 2024
Prompt-Driven Dynamic Object-Centric Learning for Single Domain Generalization Deng Li Aming Wu Yaowei Wang Yahong Han OOD VLM 19 9 0 28 Feb 2024
Phase-driven Domain Generalizable Learning for Nonstationary Time Series Payal Mohapatra Lixu Wang Qi Zhu AI4TS 22 2 0 05 Feb 2024
Phrase Grounding-based Style Transfer for Single-Domain Generalized Object Detection Hao Li Wei Wang Cong Wang Zhigang Luo Xinwang Liu KenLi Li Xiaochun Cao ObjD 24 0 0 02 Feb 2024
HCVP: Leveraging Hierarchical Contrastive Visual Prompt for Domain Generalization Guanglin Zhou Zhongyi Han Shiming Chen Biwei Huang Liming Zhu Tongliang Liu Lina Yao Kun Zhang 32 3 0 18 Jan 2024
AdvST: Revisiting Data Augmentations for Single Domain Generalization Guangtao Zheng Mengdi Huai Aidong Zhang 30 14 0 20 Dec 2023
Object-Aware Domain Generalization for Object Detection Wooju Lee Dasol Hong Hyungtae Lim Hyun Myung 29 15 0 19 Dec 2023
On Diversified Preferences of Large Language Model Alignment Dun Zeng Yong Dai Pengyu Cheng Longyue Wang Tianhao Hu Wanshun Chen Nan Du Zenglin Xu ALM 25 16 0 12 Dec 2023