Learning to Learn Single Domain Generalization

30 March 2020

Papers citing "Learning to Learn Single Domain Generalization"

50 / 261 papers shown

Title
Generalizable Pancreas Segmentation via a Dual Self-Supervised Learning Framework Jun Li Hongzhang Zhu Tao Chen Xiaohua Qian 32 4 0 12 May 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 47 0 0 23 Apr 2025
DG-MVP: 3D Domain Generalization via Multiple Views of Point Clouds for Classification Huantao Ren Minmin Yang Senem Velipasalar 3DPC 50 0 0 16 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
DGSAM: Domain Generalization via Individual Sharpness-Aware Minimization Youngjun Song Youngsik Hwang Jonghun Lee Heechang Lee Dong-Young Lim AAML 49 0 0 30 Mar 2025
Unsupervised Anomaly Detection in Multivariate Time Series across Heterogeneous Domains Vincent Jacob Y. Diao AI4TS 46 0 0 29 Mar 2025
ProDiF: Protecting Domain-Invariant Features to Secure Pre-Trained Models Against Extraction Tong Zhou Shijin Duan Gaowen Liu Charles Fleming Ramana Rao Kompella Shaolei Ren Xiaolin Xu AAML 60 0 0 17 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 94 0 0 08 Mar 2025
Gradient-Guided Annealing for Domain Generalization Aristotelis Ballas Christos Diou OOD 150 0 0 27 Feb 2025
Single Domain Generalization with Model-aware Parametric Batch-wise Mixup Marzi Heidari Yuhong Guo 39 0 0 22 Feb 2025
Multi-view Structural Convolution Network for Domain-Invariant Point Cloud Recognition of Autonomous Vehicles Younggun Kim Beomsik Cho Seonghoon Ryoo Soomok Lee 3DPC 96 0 0 27 Jan 2025
BatStyler: Advancing Multi-category Style Generation for Source-free Domain Generalization Xiusheng Xu Lei Qi Jingyang Zhou Xin Geng TTA 57 0 0 03 Jan 2025
Beyond Accuracy: On the Effects of Fine-tuning Towards Vision-Language Model's Prediction Rationality Qitong Wang Tang Li Kien X. Nguyen Xi Peng 82 0 0 17 Dec 2024
Attention Head Purification: A New Perspective to Harness CLIP for Domain Generalization Yingfan Wang Guoliang Kang VLM 77 0 0 10 Dec 2024
AH-OCDA: Amplitude-based Curriculum Learning and Hopfield Segmentation Model for Open Compound Domain Adaptation Jaehyun Choi Junwon Ko Dong-Jae Lee Junmo Kim VLM 70 0 0 03 Dec 2024
MLDGG: Meta-Learning for Domain Generalization on Graphs Q. Tian Chen Zhao Minglai Shao Wenjun Wang Yujie Lin Dong Li OOD AI4CE 82 1 0 19 Nov 2024
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 51 0 0 07 Nov 2024
SeafloorAI: A Large-scale Vision-Language Dataset for Seafloor Geological Survey Kien X. Nguyen Fengchun Qiao Arthur Trembanis Xi Peng 21 0 0 31 Oct 2024
Beyond Accuracy: Ensuring Correct Predictions With Correct Rationales Tang Li Mengmeng Ma Xi Peng 37 2 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 43 2 0 21 Oct 2024
AHA: Human-Assisted Out-of-Distribution Generalization and Detection Haoyue Bai Jifan Zhang Robert Nowak 30 6 0 10 Oct 2024
Crafting Distribution Shifts for Validation and Training in Single Source Domain Generalization Nikos Efthymiadis Giorgos Tolias Ondřej Chum OOD 18 0 0 29 Sep 2024
Boosting Generalizability towards Zero-Shot Cross-Dataset Single-Image Indoor Depth by Meta-Initialization Cho-Ying Wu Yiqi Zhong Junying Wang Ulrich Neumann MDE 60 0 0 04 Sep 2024
Generalizable Facial Expression Recognition Yuhang Zhang Xiuqi Zheng Chenyi Liang Jiani Hu Weihong Deng VLM 21 2 0 20 Aug 2024
Boosting Unconstrained Face Recognition with Targeted Style Adversary Mohammad Saeed Ebrahimi Saadabadi Sahar Rahimi Malakshan Seyed Rasoul Hosseini Nasser M. Nasrabadi CVBM 26 0 0 14 Aug 2024
Robust Domain Generalization for Multi-modal Object Recognition Yuxin Qiao Keqin Li Junhong Lin Rong Wei Chufeng Jiang Yang Luo Haoyu Yang VLM 34 24 0 11 Aug 2024
TADA: Temporal Adversarial Data Augmentation for Time Series Data Byeong Tak Lee Joon-Myoung Kwon Yong-Yeon Jo TTA 31 0 0 21 Jul 2024
Adaptive Cascading Network for Continual Test-Time Adaptation Kien X. Nguyen Fengchun Qiao Xi Peng TTA CLL VLM 27 1 0 17 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
FairDomain: Achieving Fairness in Cross-Domain Medical Image Segmentation and Classification Yu Tian Congcong Wen Min Shi Muhammad Muneeb Afzal Hao Huang Muhammad Osama Khan Yan Luo Yi Fang Mengyu Wang OOD 36 7 0 11 Jul 2024
TSynD: Targeted Synthetic Data Generation for Enhanced Medical Image Classification Joshua Niemeijer J. Ehrhardt H. Uzunova Heinz Handels OOD DiffM MedIm 23 0 0 25 Jun 2024
Benchmarking Out-of-Distribution Generalization Capabilities of DNN-based Encoding Models for the Ventral Visual Cortex Spandan Madan Will Xiao Mingran Cao Hanspeter Pfister Margaret Livingstone Gabriel Kreiman OOD 60 4 0 16 Jun 2024
Fine-Grained Domain Generalization with Feature Structuralization Wenlong Yu Dongyue Chen Qilong Wang Qinghua Hu 33 0 0 13 Jun 2024
Causality-inspired Latent Feature Augmentation for Single Domain Generalization Jian Xu Chaojie Ji Yankai Cao Ye Li Ruxin Wang OOD 26 0 0 10 Jun 2024
EMOE: Expansive Matching of Experts for Robust Uncertainty Based Rejection Yunni Qu James Wellnitz Alexander Tropsha Junier Oliva 31 0 0 03 Jun 2024
ED-SAM: An Efficient Diffusion Sampling Approach to Domain Generalization in Vision-Language Foundation Models Thanh-Dat Truong Xin Li Bhiksha Raj Jackson Cothren Khoa Luu DiffM VLM 46 1 0 03 Jun 2024
StyDeSty: Min-Max Stylization and Destylization for Single Domain Generalization Songhua Liu Xin Jin Xingyi Yang Jingwen Ye Xinchao Wang OOD 43 1 0 01 Jun 2024
Continuous Temporal Domain Generalization Z. Cai Guangji Bai Renhe Jiang Xuan Song Liang Zhao 38 2 0 25 May 2024
Grounding Stylistic Domain Generalization with Quantitative Domain Shift Measures and Synthetic Scene Images Yiran Luo Joshua Forster Feinglass Tejas Gokhale Kuan-Cheng Lee Chitta Baral Yezhou Yang 37 0 0 24 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 39 10 0 24 May 2024
A Textbook Remedy for Domain Shifts: Knowledge Priors for Medical Image Analysis Yue Yang Mona Gandhi Yufei Wang Yifan Wu Michael S. Yao Christopher Callison-Burch James C. Gee Mark Yatskar 48 3 0 23 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 35 10 0 23 May 2024
Non-stationary Domain Generalization: Theory and Algorithm Thai-Hoang Pham Xueru Zhang Ping Zhang OOD 43 1 0 10 May 2024
Test-time Assessment of a Model's Performance on Unseen Domains via Optimal Transport Akshay Mehra Yunbei Zhang Jihun Hamm OOD 24 1 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 39 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
Domain Generalization through Meta-Learning: A Survey Arsham Gholamzadeh Khoee Yinan Yu R. Feldt AI4CE OOD 35 15 0 03 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