Chuan-Xian Ren | DeepAI

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∙ 03/14/2022

Bures Joint Distribution Alignment with Dynamic Margin for Unsupervised Domain Adaptation

Unsupervised domain adaptation (UDA) is one of the prominent tasks of tr...

0 Yong-Hui Liu, et al. ∙

∙ 02/26/2022

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

As a fundamental problem in machine learning, dataset shift induces a pa...

203 You-Wei Luo, et al. ∙

∙ 02/19/2022

SPNet: A novel deep neural network for retinal vessel segmentation based on shared decoder and pyramid-like loss

Segmentation of retinal vessel images is critical to the diagnosis of re...

0 Geng-Xin Xu, et al. ∙

∙ 12/21/2021

Geometry-Aware Unsupervised Domain Adaptation

Unsupervised Domain Adaptation (UDA) aims to transfer the knowledge from...

0 You-Wei Luo, et al. ∙

∙ 07/31/2021

Conditional Bures Metric for Domain Adaptation

As a vital problem in classification-oriented transfer, unsupervised dom...

0 You-Wei Luo, et al. ∙

∙ 08/25/2020

Learning Target Domain Specific Classifier for Partial Domain Adaptation

Unsupervised domain adaptation (UDA) aims at reducing the distribution d...

0 Chuan-Xian Ren, et al. ∙

∙ 08/24/2020

Learning Kernel for Conditional Moment-Matching Discrepancy-based Image Classification

Conditional Maximum Mean Discrepancy (CMMD) can capture the discrepancy ...

0 Chuan-Xian Ren, et al. ∙

∙ 08/23/2020

Dual Adversarial Auto-Encoders for Clustering

As a powerful approach for exploratory data analysis, unsupervised clust...

0 Pengfei Ge, et al. ∙

∙ 08/23/2020

Unsupervised Domain Adaptation via Discriminative Manifold Propagation

Unsupervised domain adaptation is effective in leveraging rich informati...

0 You-Wei Luo, et al. ∙

∙ 08/23/2020

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

Image set recognition has been widely applied in many practical problems...

0 Chuan-Xian Ren, et al. ∙

∙ 06/14/2020

Domain Adaptation and Image Classification via Deep Conditional Adaptation Network

Unsupervised domain adaptation aims to generalize the supervised model t...

0 Pengfei Ge, et al. ∙

∙ 02/20/2020

Unsupervised Domain Adaptation via Discriminative Manifold Embedding and Alignment

Unsupervised domain adaptation is effective in leveraging the rich infor...

0 You-Wei Luo, et al. ∙

∙ 05/14/2019

Domain Adaptive Person Re-Identification via Camera Style Generation and Label Propagation

Unsupervised domain adaptation in person re-identification resorts to la...

0 Chuan-Xian Ren, et al. ∙

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