Generalizing to Unseen Domains: A Survey on Domain Generalization

2 March 2021

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

50 / 570 papers shown

Title
Attention Head Purification: A New Perspective to Harness CLIP for Domain Generalization Yingfan Wang Guoliang Kang VLM 74 0 0 10 Dec 2024
DREAM: Domain-agnostic Reverse Engineering Attributes of Black-box Model Rongqing Li Jiaqi Yu Changsheng Li Wenhan Luo Ye Yuan Guoren Wang MLAU 76 0 0 08 Dec 2024
Intermediate Outputs Are More Sensitive Than You Think Tao Huang Qingyu Huang Jiayang Meng AAML 67 0 0 01 Dec 2024
Passive Deepfake Detection Across Multi-modalities: A Comprehensive Survey Hong-Hanh Nguyen-Le Van-Tuan Tran Dinh-Thuc Nguyen Nhien-An Le-Khac AAML 97 0 0 26 Nov 2024
ROADS: Robust Prompt-driven Multi-Class Anomaly Detection under Domain Shift Hossein Kashiani Niloufar Alipour Talemi Fatemeh Afghah 83 2 0 25 Nov 2024
Generalizable Person Re-identification via Balancing Alignment and Uniformity Y. Cho JaeYoon Kim Woo Jae Kim Junsik Jung Sung-eui Yoon CVBM OOD 75 0 0 18 Nov 2024
Drift-Resilient TabPFN: In-Context Learning Temporal Distribution Shifts on Tabular Data Kai Helli David Schnurr Noah Hollmann Samuel G. Müller Frank Hutter OOD 31 4 0 15 Nov 2024
CGLearn: Consistent Gradient-Based Learning for Out-of-Distribution Generalization Jawad Chowdhury G. Terejanu AI4CE BDL OOD OODD 33 0 0 09 Nov 2024
MADOD: Generalizing OOD Detection to Unseen Domains via G-Invariance Meta-Learning Haoliang Wang Chen Zhao Feng Chen 19 0 0 02 Nov 2024
Bi-Level Graph Structure Learning for Next POI Recommendation Liang Wang Shu Wu Qiang Liu Y. X. Zhu Xiang Tao M. Zhang Liang Wang 25 5 0 02 Nov 2024
Cityscape-Adverse: Benchmarking Robustness of Semantic Segmentation with Realistic Scene Modifications via Diffusion-Based Image Editing Naufal Suryanto Andro Aprila Adiputra Ahmada Yusril Kadiptya Thi-Thu-Huong Le Derry Pratama Yongsu Kim Howon Kim DiffM 32 0 0 01 Nov 2024
MoTaDual: Modality-Task Dual Alignment for Enhanced Zero-shot Composed Image Retrieval Haiwen Li Fei Su Zhicheng Zhao 24 0 0 31 Oct 2024
Focus On This, Not That! Steering LLMs With Adaptive Feature Specification Tom A. Lamb Adam Davies Alasdair Paren Philip H. S. Torr Francesco Pinto 45 0 0 30 Oct 2024
Towards Trustworthy Machine Learning in Production: An Overview of the Robustness in MLOps Approach Firas Bayram Bestoun S. Ahmed OOD 24 0 0 28 Oct 2024
Meta-Learning Approaches for Improving Detection of Unseen Speech Deepfakes Ivan Kukanov Janne Laakkonen Tomi Kinnunen Ville Hautamaki AAML 13 0 0 27 Oct 2024
ResAD: A Simple Framework for Class Generalizable Anomaly Detection Xincheng Yao Z. Chen Chao Gao Guangtao Zhai Chongyang Zhang 19 0 0 26 Oct 2024
A Survey of Deep Graph Learning under Distribution Shifts: from Graph Out-of-Distribution Generalization to Adaptation Kexin Zhang Shuhan Liu Song Wang Weili Shi Chen Chen Pan Li Sheng R. Li Jundong Li Kaize Ding OOD 45 2 0 25 Oct 2024
How Important are Data Augmentations to Close the Domain Gap for Object Detection in Orbit? Maximilian Ulmer Leonard Klüpfel M. Durner Rudolph Triebel 16 0 0 21 Oct 2024
IntersectionZoo: Eco-driving for Benchmarking Multi-Agent Contextual Reinforcement Learning Vindula Jayawardana Baptiste Freydt Ao Qu Cameron Hickert Zhongxia Yan Cathy Wu 30 1 0 19 Oct 2024
Generalizing to any diverse distribution: uniformity, gentle finetuning and rebalancing Andreas Loukas Karolis Martinkus Ed Wagstaff Kyunghyun Cho OOD 13 1 0 08 Oct 2024
Bridging OOD Detection and Generalization: A Graph-Theoretic View Han Wang Yixuan Li CML 21 0 0 26 Sep 2024
Bi-TTA: Bidirectional Test-Time Adapter for Remote Physiological Measurement Haodong Li Hao Lu Ying-Cong Chen 23 0 0 25 Sep 2024
Benchmarking Domain Generalization Algorithms in Computational Pathology Neda Zamanitajeddin Mostafa Jahanifar Kesi Xu Fouzia Siraj Nasir M. Rajpoot OOD 16 2 0 25 Sep 2024
Egocentric zone-aware action recognition across environments Simone Alberto Peirone Gabriele Goletto M. Planamente A. Bottino Barbara Caputo Giuseppe Averta EgoV 21 0 0 21 Sep 2024
Multi-Source and Multi-Sequence Myocardial Pathology Segmentation Using a Cascading Refinement CNN Franz Thaler Darko Stern Gernot Plank Martin Urschler 15 0 0 19 Sep 2024
Investigation on domain adaptation of additive manufacturing monitoring systems to enhance digital twin reusability Jiarui Xie Zhuo Yang Chun-Chun Hu Haw-Ching Yang Yan Lu Y. Zhao AI4CE 22 1 0 19 Sep 2024
Unsupervised Feature Orthogonalization for Learning Distortion-Invariant Representations Sebastian Doerrich Francesco Di Salvo Christian Ledig OOD 11 0 0 18 Sep 2024
Medical Image Segmentation via Single-Source Domain Generalization with Random Amplitude Spectrum Synthesis Qiang Qiao Wenyu Wang Meixia Qu Kun Su Bin Jiang Qiang Guo 13 2 0 07 Sep 2024
Focus-Consistent Multi-Level Aggregation for Compositional Zero-Shot Learning Fengyuan Dai Siteng Huang Min Zhang Biao Gong Donglin Wang 32 0 0 30 Aug 2024
Generalization Capabilities of Neural Cellular Automata for Medical Image Segmentation: A Robust and Lightweight Approach Steven Korevaar Ruwan Tennakoon A. Bab-Hadiashar OOD 23 0 0 28 Aug 2024
NeuralOOD: Improving Out-of-Distribution Generalization Performance with Brain-machine Fusion Learning Framework Shuangchen Zhao Changde Du Hui Li Huiguang He 22 0 0 27 Aug 2024
Say No to Freeloader: Protecting Intellectual Property of Your Deep Model Lianyu Wang M. Wang Huazhu Fu Daoqiang Zhang 22 2 0 23 Aug 2024
Dynamics of Meta-learning Representation in the Teacher-student Scenario Hui Wang Cho Tung Yip Bo Li 27 0 0 22 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 24 24 0 11 Aug 2024
CROCODILE: Causality aids RObustness via COntrastive DIsentangled LEarning Gianluca Carloni Sotirios A. Tsaftaris Sara Colantonio OOD 16 0 0 09 Aug 2024
Audio-visual cross-modality knowledge transfer for machine learning-based in-situ monitoring in laser additive manufacturing Jiarui Xie Mutahar Safdar Lequn Chen Seung Ki Moon Y. Zhao 40 1 0 09 Aug 2024
Training on the Fly: On-device Self-supervised Learning aboard Nano-drones within 20 mW Elia Cereda Alessandro Giusti Daniele Palossi 19 0 0 06 Aug 2024
Algorithm-Informed Graph Neural Networks for Leakage Detection and Localization in Water Distribution Networks Zepeng Zhang Olga Fink GNN 24 1 0 05 Aug 2024
Domain penalisation for improved Out-of-Distribution Generalisation Shuvam Jena Sushmetha Sumathi Rajendran Karthik Seemakurthy A. Sasithradevi M. Vijayalakshmi Prakash Poornachari 19 0 0 03 Aug 2024
VolDoGer: LLM-assisted Datasets for Domain Generalization in Vision-Language Tasks Juhwan Choi Junehyoung Kwon Jungmin Yun Seunguk Yu Youngbin Kim 36 0 0 29 Jul 2024
STAMP: Outlier-Aware Test-Time Adaptation with Stable Memory Replay Yongcan Yu Lijun Sheng R. He Jian Liang TTA 29 2 0 22 Jul 2024
SAM2CLIP2SAM: Vision Language Model for Segmentation of 3D CT Scans for Covid-19 Detection D. Kollias Anastasios Arsenos J. Wingate Stefanos D. Kollias 21 2 0 22 Jul 2024
CycleMix: Mixing Source Domains for Domain Generalization in Style-Dependent Data Aristotelis Ballas Christos Diou OOD 23 0 0 18 Jul 2024
States Hidden in Hidden States: LLMs Emerge Discrete State Representations Implicitly Junhao Chen Shengding Hu Zhiyuan Liu Maosong Sun LRM 30 5 0 16 Jul 2024
The Devil is in the Statistics: Mitigating and Exploiting Statistics Difference for Generalizable Semi-supervised Medical Image Segmentation Muyang Qiu Jian Zhang Lei Qi Qian Yu Yinghuan Shi Yang Gao 27 0 0 16 Jul 2024
Domain Generalization for 6D Pose Estimation Through NeRF-based Image Synthesis Antoine Legrand R. Detry Christophe De Vleeschouwer 22 0 0 15 Jul 2024
Improving Graph Out-of-distribution Generalization on Real-world Data Can Xu Yao Cheng Jianxiang Yu Haosen Wang Jingsong Lv Xiang Li OOD 21 0 0 14 Jul 2024
Seq-to-Final: A Benchmark for Tuning from Sequential Distributions to a Final Time Point Christina X. Ji Ahmed M. Alaa David Sontag OOD 34 0 0 12 Jul 2024
Disentangling Masked Autoencoders for Unsupervised Domain Generalization An Zhang Han Wang Xiang Wang Tat-Seng Chua 31 0 0 10 Jul 2024
FDS: Feedback-guided Domain Synthesis with Multi-Source Conditional Diffusion Models for Domain Generalization Mehrdad Noori Milad Cheraghalikhani Ali Bahri G. A. V. Hakim David Osowiechi Moslem Yazdanpanah Ismail Ben Ayed Christian Desrosiers 30 1 0 04 Jul 2024