most citedSemiblind Hyperspectral Unmixing in the Presence of Spectral Library Mismatches

89 citations · 172 across the 4 of their papers we have counts for

collaborators

7 papers

cs.CG2015★ 80 cited

A Fast Hyperplane-Based Minimum-Volume Enclosing Simplex Algorithm for Blind Hyperspectral Unmixing

Chia-Hsiang Lin, Chong-Yung Chi, Yu-Hsiang Wang +1

Hyperspectral unmixing (HU) is a crucial signal processing procedure to identify the underlying materials (or endmembers) and their corresponding proportions (or abundances) from a…

stat.ML2015★ 89 cited

Semiblind Hyperspectral Unmixing in the Presence of Spectral Library Mismatches

Xiao Fu, Wing-Kin Ma, José Bioucas-Dias +1

The dictionary-aided sparse regression (SR) approach has recently emerged as a promising alternative to hyperspectral unmixing (HU) in remote sensing. By using an available spectra…

cs.CV2015★ 1 cited

Robust Face Recognition by Constrained Part-based Alignment

Yuting Zhang, Kui Jia, Yueming Wang +3

Developing a reliable and practical face recognition system is a long-standing goal in computer vision research. Existing literature suggests that pixel-wise face alignment is the…

stat.ML2014

Self-Dictionary Sparse Regression for Hyperspectral Unmixing: Greedy Pursuit and Pure Pixel Search are Related

Xiao Fu, Wing-Kin Ma, Tsung-Han Chan +1

This paper considers a recently emerged hyperspectral unmixing formulation based on sparse regression of a self-dictionary multiple measurement vector (SD-MMV) model, wherein the m…

cs.CV2014

PCANet: A Simple Deep Learning Baseline for Image Classification?

Tsung-Han Chan, Kui Jia, Shenghua Gao +3

In this work, we propose a very simple deep learning network for image classification which comprises only the very basic data processing components: cascaded principal component a…

cs.CV2014★ 2 cited

ROML: A Robust Feature Correspondence Approach for Matching Objects in A Set of Images

Kui Jia, Tsung-Han Chan, Zinan Zeng +4

Feature-based object matching is a fundamental problem for many applications in computer vision, such as object recognition, 3D reconstruction, tracking, and motion segmentation. I…