← Search

Sia Huat Tan

3 accepted papers

2023

CORSD: Class-Oriented Relational Self Distillation

ICASSP 2023accepted

Knowledge distillation conducts an effective model compression method while holding some limitations: (1) the feature based distillation methods only focus on distilling the feature map but are lack of transferring the relation of data examples; (2) the relational distillation methods are either lim…

Cited by 0SourceScholar
2021

An Unsupervised Deep Learning Approach for Real-World Image Denoising

ICLR 2021poster

Designing an unsupervised image denoising approach in practical applications is a challenging task due to the complicated data acquisition process. In the real-world case, the noise distribution is so complex that the simplified additive white Gaussian (AWGN) assumption rarely holds, which significa…

2020

Light-weight Calibrator: A Separable Component for Unsupervised Domain Adaptation

CVPR 2020poster

Existing domain adaptation methods aim at learning features that can be generalized among domains. These methods commonly require to update source classifier to adapt to the target domain and do not properly handle the trade-off between the source domain and the target domain. In this work, instead…

Cited by 36PDFcodeScholar