1 code implementation • 17 Aug 2020 • Hanlin Gu, Yin Xian, Ilona Christy Unarta, Yuan YAO
Equipped with robust $\ell_1$ Autoencoder and some designs of robust $\beta$-GANs, one can stabilize the training of GANs and achieve the state-of-the-art performance of robust denoising with low SNR data and against possible information contamination.
no code implementations • 12 Jun 2019 • Jian-Feng Cai, Lizhang Miao, Yang Wang, Yin Xian
We investigate the sample size requirement for exact recovery of a high order tensor of low rank from a subset of its entries.
1 code implementation • 20 Oct 2018 • Yin Xian, Hanlin Gu, Wei Wang, Xuhui Huang, Yuan YAO, Yang Wang, Jian-Feng Cai
We introduce the use of data-driven tight frame (DDTF) algorithm for cryo-EM image denoising.
Computation Image and Video Processing
1 code implementation • 13 Dec 2016 • Yin Xian, Yunchen Pu, Zhe Gan, Liang Lu, Andrew Thompson
Its output feature is related to Cohen's class of time-frequency distributions.
Sound
1 code implementation • 28 Apr 2016 • Yin Xian, Andrew Thompson, Xiaobai Sun, Douglas Nowacek, Loren Nolte
We introduce the use of DCTNet, an efficient approximation and alternative to PCANet, for acoustic signal classification.