Search Results for author: You-Wei Luo

Found 7 papers, 1 papers with code

MOT: Masked Optimal Transport for Partial Domain Adaptation

no code implementations CVPR 2023 You-Wei Luo, Chuan-Xian Ren

A novel masked OT (MOT) methodology on conditional distributions is proposed by defining a mask operation with label information.

Partial Domain Adaptation

Maximizing Conditional Independence for Unsupervised Domain Adaptation

no code implementations7 Mar 2022 Yi-Ming Zhai, You-Wei Luo

Unsupervised domain adaptation studies how to transfer a learner from a labeled source domain to an unlabeled target domain with different distributions.

Unsupervised Domain Adaptation

Generalized Label Shift Correction via Minimum Uncertainty Principle: Theory and Algorithm

no code implementations26 Feb 2022 You-Wei Luo, Chuan-Xian Ren

As a fundamental problem in machine learning, dataset shift induces a paradigm to learn and transfer knowledge under changing environment.

Learning Theory

Conditional Bures Metric for Domain Adaptation

no code implementations CVPR 2021 You-Wei Luo, Chuan-Xian Ren

A conditional distribution matching network is proposed to learn the conditional invariant and discriminative features for UDA.

Transfer Learning Unsupervised Domain Adaptation

Unsupervised Domain Adaptation via Discriminative Manifold Propagation

no code implementations23 Aug 2020 You-Wei Luo, Chuan-Xian Ren, Dao-Qing Dai, Hong Yan

Second, batch-wise training of deep learning limits the characterization of the global structure.

Unsupervised Domain Adaptation

Discriminative Residual Analysis for Image Set Classification with Posture and Age Variations

1 code implementation23 Aug 2020 Chuan-Xian Ren, You-Wei Luo, Xiao-Lin Xu, Dao-Qing Dai, Hong Yan

Consequently, the crucial point of image set recognition is to mine the intrinsic connection or structural information from the image batches with variations.

General Classification Retrieval +1

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