141 citations · 168 across the 6 of their papers we have counts for
6 papers
PFT-SSR: Parallax Fusion Transformer for Stereo Image Super-Resolution
Hansheng Guo, Juncheng Li, Guangwei Gao +2
Stereo image super-resolution aims to boost the performance of image super-resolution by exploiting the supplementary information provided by binocular systems. Although previous m…
Video Denoising and Enhancement via Dynamic Video Layering
Han Guo, Namrata Vaswani
Video denoising refers to the problem of removing "noise" from a video sequence. Here the term "noise" is used in a broad sense to refer to any corruption or outlier or interferenc…
Correlated-PCA: Principal Components' Analysis when Data and Noise are Correlated
Namrata Vaswani, Han Guo
Given a matrix of observed data, Principal Components Analysis (PCA) computes a small number of orthogonal directions that contain most of its variability. Provably accurate soluti…
Correlated-PCA: Principal Components' Analysis when Data and Noise are Correlated
Namrata Vaswani, Han Guo
Given a matrix of observed data, Principal Components Analysis (PCA) computes a small number of orthogonal directions that contain most of its variability. Provably accurate soluti…
Online (and Offline) Robust PCA: Novel Algorithms and Performance Guarantees
Jinchun Zhan, Brian Lois, Namrata Vaswani
In this work, we study the online robust principal components' analysis (RPCA) problem. In recent work, RPCA has been defined as a problem of separating a low-rank matrix (true dat…
An Online Algorithm for Separating Sparse and Low-dimensional Signal Sequences from their Sum
Han Guo, Chenlu Qiu, Namrata Vaswani
This paper designs and evaluates a practical algorithm, called practical recursive projected compressive sensing (Prac-ReProCS), for recovering a time sequence of sparse vectors $S…