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
LLM Internal States Reveal Hallucination Risk Faced With a Query Ziwei Ji Delong Chen Etsuko Ishii Samuel Cahyawijaya Yejin Bang Bryan Wilie Pascale Fung HILM LRM 21 18 0 03 Jul 2024
Towards Multimodal Open-Set Domain Generalization and Adaptation through Self-supervision Hao Dong Eleni Chatzi Olga Fink 21 0 0 01 Jul 2024
Word Matters: What Influences Domain Adaptation in Summarization? Yinghao Li Siyu Miao Heyan Huang Yang Gao 30 3 0 21 Jun 2024
Fine-Grained Domain Generalization with Feature Structuralization Wenlong Yu Dongyue Chen Qilong Wang Qinghua Hu 26 0 0 13 Jun 2024
Domain Generalization Guided by Large-Scale Pre-Trained Priors Zongbin Wang Bin Pan Shiyu Shen Tianyang Shi Zhenwei Shi AI4CE 19 0 0 09 Jun 2024
Diffusion Features to Bridge Domain Gap for Semantic Segmentation Yuxiang Ji Boyong He Chenyuan Qu Zhuoyue Tan Chuan Qin Liaoni Wu 37 2 0 02 Jun 2024
StyDeSty: Min-Max Stylization and Destylization for Single Domain Generalization Songhua Liu Xin Jin Xingyi Yang Jingwen Ye Xinchao Wang OOD 22 0 0 01 Jun 2024
Domain-Inspired Sharpness-Aware Minimization Under Domain Shifts Ruipeng Zhang Ziqing Fan Jiangchao Yao Ya-Qin Zhang Yanfeng Wang 28 7 0 29 May 2024
Continuous Temporal Domain Generalization Z. Cai Guangji Bai Renhe Jiang Xuan Song Liang Zhao 25 2 0 25 May 2024
Adapting Large Multimodal Models to Distribution Shifts: The Role of In-Context Learning Guanglin Zhou Zhongyi Han Shiming Chen Biwei Huang Liming Zhu Salman Khan Xin Gao Lina Yao VLM 31 2 0 20 May 2024
Optimal Aggregation of Prediction Intervals under Unsupervised Domain Shift Jiawei Ge Debarghya Mukherjee Jianqing Fan 16 1 0 16 May 2024
General Place Recognition Survey: Towards Real-World Autonomy Peng Yin Jianhao Jiao Shiqi Zhao Lingyun Xu Guoquan Huang Howie Choset Sebastian A. Scherer Jianda Han 40 6 0 08 May 2024
Language-Enhanced Latent Representations for Out-of-Distribution Detection in Autonomous Driving Zhenjiang Mao Dong-You Jhong Ao Wang Ivan Ruchkin OODD 23 1 0 02 May 2024
Test-time Assessment of a Model's Performance on Unseen Domains via Optimal Transport Akshay Mehra Yunbei Zhang Jihun Hamm OOD 19 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 36 1 0 02 May 2024
USAT: A Universal Speaker-Adaptive Text-to-Speech Approach Wenbin Wang Yang Song Sanjay Jha 24 5 0 28 Apr 2024
Examining the robustness of LLM evaluation to the distributional assumptions of benchmarks Melissa Ailem Katerina Marazopoulou Charlotte Siska James Bono 51 13 0 25 Apr 2024
The Over-Certainty Phenomenon in Modern UDA Algorithms Fin Amin Jung-Eun Kim 19 0 0 24 Apr 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 24 1 0 21 Apr 2024
DUPE: Detection Undermining via Prompt Engineering for Deepfake Text James Weichert Chinecherem Dimobi DeLMO 22 0 0 17 Apr 2024
Counteracting Concept Drift by Learning with Future Malware Predictions B. Bosanský Lada Hospodkova Michal Najman M. Rigaki E. Babayeva Viliam Lisý AAML 14 1 0 14 Apr 2024
NC-TTT: A Noise Contrastive Approach for Test-Time Training David Osowiechi G. A. V. Hakim Mehrdad Noori Milad Cheraghalikhani Ali Bahri Moslem Yazdanpanah Ismail Ben Ayed Christian Desrosiers 14 2 0 12 Apr 2024
Resolve Domain Conflicts for Generalizable Remote Physiological Measurement Weiyu Sun Xinyu Zhang Hao Lu Ying Chen Yun Ge Xiao-Lin Huang Jie Yuan Yingcong Chen 21 11 0 11 Apr 2024
Unified Language-driven Zero-shot Domain Adaptation Senqiao Yang Zhuotao Tian Li Jiang Jiaya Jia 23 7 0 10 Apr 2024
Unified Entropy Optimization for Open-Set Test-Time Adaptation Zhengqing Gao Xu-Yao Zhang Cheng-Lin Liu TTA 32 0 0 09 Apr 2024
PAT: Pixel-wise Adaptive Training for Long-tailed Segmentation Khoi Do Duong Nguyen Nguyen-Hoang Tran Viet Dung Nguyen 24 1 0 08 Apr 2024
Domain Generalisation via Imprecise Learning Anurag Singh Siu Lun Chau S. Bouabid Krikamol Muandet AI4CE OOD 25 5 0 06 Apr 2024
Vision Transformers in Domain Adaptation and Generalization: A Study of Robustness Shadi Alijani Jamil Fayyad H. Najjaran OOD 14 1 0 05 Apr 2024
Domain Generalization through Meta-Learning: A Survey Arsham Gholamzadeh Khoee Yinan Yu R. Feldt AI4CE OOD 22 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 23 1 0 01 Apr 2024
How Can Large Language Models Enable Better Socially Assistive Human-Robot Interaction: A Brief Survey Zhonghao Shi Ellen Landrum Amy O'Connell Mina Kian Leticia Pinto-Alva Kaleen Shrestha Xiaoyuan Zhu Maja J. Matarić 29 2 0 01 Apr 2024
Self-Demos: Eliciting Out-of-Demonstration Generalizability in Large Language Models Wei He Shichun Liu Jun Zhao Yiwen Ding Yi Lu Zhiheng Xi Tao Gui Qi Zhang Xuanjing Huang 34 1 0 01 Apr 2024
Unknown Prompt, the only Lacuna: Unveiling CLIP's Potential for Open Domain Generalization Mainak Singha Ankit Jha Shirsha Bose Ashwin Nair Moloud Abdar Biplab Banerjee VLM 30 10 0 31 Mar 2024
SelfReplay: Adapting Self-Supervised Sensory Models via Adaptive Meta-Task Replay Hyungjun Yoon Jaehyun Kwak Biniyam Aschalew Tolera Gaole Dai Mo Li Taesik Gong Kimin Lee Sung-Ju Lee SSL VLM 34 0 0 29 Mar 2024
DPStyler: Dynamic PromptStyler for Source-Free Domain Generalization Yunlong Tang Yuxuan Wan Lei Qi Xin Geng VLM 23 4 0 25 Mar 2024
Advancing Extrapolative Predictions of Material Properties through Learning to Learn Kohei Noda Araki Wakiuchi Yoshihiro Hayashi Ryo Yoshida AI4CE 26 0 0 25 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 24 3 0 22 Mar 2024
DomainLab: A modular Python package for domain generalization in deep learning Xudong Sun Carla Feistner Alexej Gossmann George Schwarz Rao Muhammad Umer ... A. Gruber Nutan Chen Sayedali Shetab Boushehri Florian Buettner Carsten Marr OOD 25 0 0 21 Mar 2024
AdaProj: Adaptively Scaled Angular Margin Subspace Projections for Anomalous Sound Detection with Auxiliary Classification Tasks Kevin Wilkinghoff 16 1 0 21 Mar 2024
MoreStyle: Relax Low-frequency Constraint of Fourier-based Image Reconstruction in Generalizable Medical Image Segmentation Haoyu Zhao Wen-Wen Dong Rui Yu Zhou Zhao Bo Du Yongchao Xu OOD MedIm 27 4 0 18 Mar 2024
Just Say the Name: Online Continual Learning with Category Names Only via Data Generation Minhyuk Seo Diganta Misra Seongwon Cho Minjae Lee Jonghyun Choi CLL 25 6 0 16 Mar 2024
Approximate Nullspace Augmented Finetuning for Robust Vision Transformers Haoyang Liu Aditya Singh Yijiang Li Haohan Wang AAML ViT 24 1 0 15 Mar 2024
Machine Learning Techniques for Sensor-based Human Activity Recognition with Data Heterogeneity -- A Review Xiaozhou Ye Kouichi Sakurai Nirmal Nair Kevin I-Kai Wang 13 7 0 12 Mar 2024
Proxy Methods for Domain Adaptation Katherine Tsai Stephen R. Pfohl Olawale Salaudeen Nicole Chiou Matt J. Kusner Alexander DÁmour Oluwasanmi Koyejo Arthur Gretton OOD 19 2 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
Pre-Trained Model Recommendation for Downstream Fine-tuning Jiameng Bai Sai Wu Jie Song Junbo Zhao Gang Chen 27 0 0 11 Mar 2024
Domain Adversarial Active Learning for Domain Generalization Classification Jianting Chen Ling Ding Yunxiao Yang Zaiyuan Di Yang Xiang OOD 19 0 0 10 Mar 2024
Semantic Feature Learning for Universal Unsupervised Cross-Domain Retrieval Lixu Wang Xinyu Du Qi Zhu 21 0 0 08 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 25 0 0 08 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 14 1 0 07 Mar 2024