miscellaneous-1

Unsupervised Domain Expansion

3260 papers • 126 benchmarks • 313 datasets

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Benchmarks

These leaderboards are used to track progress in unsupervised-domain-expansion-2

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UDE-DomainNet

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Use these libraries to find unsupervised-domain-expansion-2 models and implementations

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UDE-Office-Home

UDE-DomainNet

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Most implemented papers

Unsupervised Domain Expansion for Visual Categorization

Gang Yang, Dayong Ding, Jie Wang, Kaibin Tian, Xirong Li•Wed Mar 31 2021

This article proposes a new task called unsupervised domain expansion (UDE), which aims to adapt a deep model for the target domain with its unlabeled data, meanwhile maintaining the model’s performance on the source domain.

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Co-Teaching for Unsupervised Domain Adaptation and Expansion

Qijie Wei, Xirong Li, Kaibin Tian•Fri Dec 31 2021

Co-Teaching (CT) is proposed, a method that instantiated with knowledge distillation based CT (kdCT) plus mixup based CT (miCT) that transfers knowledge from a leader-teacher network and an assistant-teacher network to a student network, so the cross-domain ambiguity will be better handled by the student.

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Paper Graph

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