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Papers Online unsupervised domain adaptation

“Online unsupervised domain adaptation” 태그가 달린 논문 8편 · 필터 해제

Source-Guided Similarity Preservation for Online Person Re-Identification

2024-02-23 · Hamza Rami, Jhony H. Giraldo, Nicolas Winckler, Stéphane Lathuilière

Online Unsupervised Domain Adaptation (OUDA) for person Re-Identification (Re-ID) is the task of continuously adapting a model trained on a well-annotated source domain dataset to a target domain observed as a data strea…

Domain AdaptationOnline unsupervised domain adaptationPerson Re-IdentificationUnsupervised Domain Adaptation

Real-Time Online Unsupervised Domain Adaptation for Real-World Person Re-identification

2023-06-06 · Christopher Neff, Armin Danesh Pazho, Hamed Tabkhi

Following the popularity of Unsupervised Domain Adaptation (UDA) in person re-identification, the recently proposed setting of Online Unsupervised Domain Adaptation (OUDA) attempts to bridge the gap towards practical app…

Domain AdaptationOnline unsupervised domain adaptationPerson Re-IdentificationUnsupervised Domain Adaptation

GIPSO: Geometrically Informed Propagation for Online Adaptation in 3D LiDAR Segmentation

2022-07-20 · Cristiano Saltori, Evgeny Krivosheev, Stéphane Lathuilière, Nicu Sebe 외

3D point cloud semantic segmentation is fundamental for autonomous driving. Most approaches in the literature neglect an important aspect, i.e., how to deal with domain shift when handling dynamic scenes. This can signif…

Autonomous DrivingDomain AdaptationOnline unsupervised domain adaptationPoint Cloud Segmentation+3

A Multi-stage Framework with Mean Subspace Computation and Recursive Feedback for Online Unsupervised Domain Adaptation

2022-06-24 · Jihoon Moon, Debasmit Das, C. S. George Lee

In this paper, we address the Online Unsupervised Domain Adaptation (OUDA) problem and propose a novel multi-stage framework to solve real-world situations when the target data are unlabeled and arriving online sequentia…

Domain AdaptationOnline unsupervised domain adaptationUnsupervised Domain Adaptation

Online Unsupervised Domain Adaptation for Person Re-identification

2022-05-09 · Hamza Rami, Matthieu Ospici, Stéphane Lathuilière

Unsupervised domain adaptation for person re-identification (Person Re-ID) is the task of transferring the learned knowledge on the labeled source domain to the unlabeled target domain. Most of the recent papers that add…

Domain AdaptationOnline unsupervised domain adaptationPerson Re-IdentificationUnsupervised Domain Adaptation

ACDC: Online Unsupervised Cross-Domain Adaptation

2021-10-04 · Marcus de Carvalho, Mahardhika Pratama, Jie Zhang, Edward Yapp

We consider the problem of online unsupervised cross-domain adaptation, where two independent but related data streams with different feature spaces -- a fully labeled source stream and an unlabeled target stream -- are …

Domain AdaptationOnline unsupervised domain adaptationUnsupervised Domain Adaptation

Multi-step Online Unsupervised Domain Adaptation

2020-02-20 · J. H. Moon, Debasmit Das, C. S. George Lee

In this paper, we address the Online Unsupervised Domain Adaptation (OUDA) problem, where the target data are unlabelled and arriving sequentially. The traditional methods on the OUDA problem mainly focus on transforming…

Domain AdaptationOnline unsupervised domain adaptationUnsupervised Domain Adaptation

Online Updating of Word Representations for Part-of-Speech Tagging

2016-04-02 · EMNLP 2015 9 · Wenpeng Yin, Tobias Schnabel, Hinrich Schütze

We propose online unsupervised domain adaptation (DA), which is performed incrementally as data comes in and is applicable when batch DA is not possible. In a part-of-speech (POS) tagging evaluation, we find that online …

Domain AdaptationOnline unsupervised domain adaptationPart-Of-Speech TaggingPOS+2
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