Research Explorer

Your browser does not support JavaScript or JavaScript is not enabled. Without JavaScript some functions of this webapplication may be disabled or cause error messages. To enable JavaScript, please consult the manual of your browser or contact your system administrator.

Researcher

Shaoguang Huang

Awards & Distinctions

38 Results

2025

Degradation-noise-aware deep unfolding transformer for hyperspectral image denoising

Haijin ZengKai FengXudong ZhaoJiezhang CaoShaoguang HuangHiep LuongWilfried Philips

A1 Journal Article in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

2024

Tensor completion using bilayer multimode low-rank prior and total variation

Haijin ZengShaoguang HuangYongyong ChenSheng LiuHiep LuongWilfried Philips

A1 Journal Article in IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS

2023

From model-based optimization algorithms to deep learning models for clustering hyperspectral images

Shaoguang HuangHongyan ZhangHaijin ZengAleksandra Pizurica

A1 Journal Article in REMOTE SENSING

HSIToolbox : a web-based application for the classification of hyperspectral images

Zeno DhaeneNina ŽižakićShaoguang HuangXian LiAleksandra Pizurica

A1 Journal Article in SOFTWAREX

Heterogeneous regularization-based tensor subspace clustering for hyperspectral band selection

Shaoguang HuangHongyan ZhangJize XueAleksandra Pizurica

A1 Journal Article in IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS

2022

A structural subspace clustering approach for hyperspectral band selection

Shaoguang HuangHongyan ZhangAleksandra Pizurica

A1 Journal Article in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Hybrid-hypergraph regularized multiview subspace clustering for hyperspectral images

Shaoguang HuangHongyan ZhangAleksandra Pizurica

A1 Journal Article in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Multilayer sparsity-based tensor decomposition for low-rank tensor completion

Jize XueYongqiang ZhaoShaoguang HuangWenzhi LiaoJonathan Cheung-Wai ChanSeong G. Kong

A1 Journal Article in IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS

On interpretability of CNNs for multimodal medical image segmentation

Srdan LazendicJens JanssensShaoguang HuangAleksandra Pizurica

Subspace clustering for hyperspectral images via dictionary learning with adaptive regularization

Shaoguang HuangHongyan ZhangAleksandra Pizurica

A1 Journal Article in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

2021

A study on the label noise impact on the hyperspectral image classification

Meizhu LiShaoguang HuangAleksandra Pizurica

Assisting classical paintings restoration : efﬁcient paint loss detection and descriptor-based inpainting using shared pretraining

Laurens MeeusShaoguang HuangNina ŽižakićXianghui XieBart DevolderHélène DuboisMaximiliaan MartensAleksandra Pizurica

Multimodal extension of the ML-CSC framework for medical image segmentation

Jens JanssensSrdan LazendicShaoguang HuangAleksandra Pizurica

The impact of label noise on the classification models for hyperspectral images

Meizhu LiShaoguang HuangAleksandra Pizurica

A2 Journal Article in IMAGE PROCESSING & COMMUNICATIONS

The impact of non-uniform label noise on the classification of hyperspectral images

Meizhu LiShaoguang HuangAleksandra Pizurica

2020

A robust dynamic classifier selection approach for hyperspectral images with imprecise label information

Meizhu LiShaoguang HuangJasper De BockGert de CoomanAleksandra Pizurica

A1 Journal Article in SENSORS

Multi-view subspace clustering for hyperspectral images

Shaoguang HuangAleksandra Pizurica

Multimodal target detection by sparse coding : application to paint loss detection in paintings

Shaoguang HuangBruno CornelisBart DevolderMaximiliaan MartensAleksandra Pizurica

A1 Journal Article in IEEE TRANSACTIONS ON IMAGE PROCESSING

Sketch-based subspace clustering of hyperspectral images

Shaoguang HuangHongyan ZhangQian DuAleksandra Pizurica

A1 Journal Article in REMOTE SENSING

Sketched sparse subspace clustering for large-scale hyperspectral images

Shaoguang HuangHongyan ZhangAleksandra Pizurica

2019

A deep-neural-network-based hybrid method for semi-supervised classification of polarimetric SAR data

Chi LiuWenzhi LiaoHeng-Chao LiShaoguang HuangWilfried Philips

Deep learning for paint loss detection with a multiscale, translation invariant network

Laurens MeeusShaoguang HuangBart DevolderHélène DuboisAleksandra Pizurica

Landmark-based large-scale sparse subspace clustering method for hyperspectral images

Shaoguang HuangHongyan ZhangAleksandra Pizurica

Robust dynamic classifier selection for remote sensing image classification

Meizhu LiShaoguang HuangAleksandra Pizurica

Semisupervised sparse subspace clustering method with a joint sparsity constraint for hyperspectral remote sensing images

Shaoguang HuangHongyan ZhangAleksandra Pizurica

A1 Journal Article in IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING

Sparse coding for the analysis of high-dimensional data : applications in remote sensing and art investigation

Shaoguang HuangAleksandra PizuricaHongyan Zhang

2018

Deep Learning for Paint Loss Detection: A Case Study on the Ghent Altarpiece

Laurens MeeusShaoguang HuangBart DevolderMaximiliaan MartensAleksandra Pizurica

Joint sparsity based sparse subspace clustering for hyperspectral images

Shaoguang HuangHongyan ZhangAleksandra Pizurica

Paint loss detection via kernel sparse representation

Shaoguang HuangLaurens MeeusBruno CornelisBart DevolderMaximiliaan MartensAleksandra Pizurica

2017

A robust sparse representation model for hyperspectral image classification

Shaoguang HuangHongyan ZhangAleksandra Pizurica

A1 Journal Article in SENSORS

Robust joint sparsity model for hyperspectral image classification

Shaoguang HuangHongyan ZhangWenzhi LiaoAleksandra Pizurica

2016

A reconfigurable sound wave decomposition filterbank for hearing aids based on nonlinear transformation

Shaoguang HuangLan TianXiaojie MaYing Wei

A1 Journal Article in IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS

Big Data Processing in Artwork Analysis

Ljiljana PlatisaBruno CornelisGabor FodorShaoguang HuangAttila FésüsJoachim DavidWenzhi LiaoTijana RuzicAnn DoomsMaximiliaan Martens et al.

Fusion of Spectral And Spatial Information for Land Cover Classification

Wenzhi LiaoHongyan ZhangJie LiShaoguang HuangRui WangRenbo LuoAleksandra Pizurica

Paint loss detection in old paintings by sparse representation classification

Shaoguang HuangWenzhi LiaoHongyan ZhangAleksandra Pizurica

2015

A novel approach to design low-cost two-stage frequency-response masking filters

Ying WeiShaoguang HuangXiaojie Ma

A1 Journal Article in IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS

2014

A method of insect recognition based on spectrogram

Qi JiaRui MinShaoguang HuangYing Wei

2013

A voice activity detection algorithm with sub-band detection based on time-frequency characteristics of mandarin

Yinfeng WangShaoguang HuangYing Wei