H-Index & Metrics Top Publications

H-Index & Metrics

Discipline name H-index Citations Publications World Ranking National Ranking
Computer Science H-index 64 Citations 18,644 443 World Ranking 1227 National Ranking 717

Research.com Recognitions

Awards & Achievements

2015 - SPIE Fellow

Overview

What is he best known for?

The fields of study he is best known for:

  • Artificial intelligence
  • Statistics
  • Machine learning

His main research concerns Artificial intelligence, Pattern recognition, Hyperspectral imaging, Computer vision and Pixel. His study in Artificial intelligence concentrates on Principal component analysis, Contextual image classification, Sparse approximation, Kernel and Extreme learning machine. His work is connected to Feature extraction, Dimensionality reduction, Support vector machine, Discriminative model and Linear discriminant analysis, as a part of Pattern recognition.

His Hyperspectral imaging research is within the category of Remote sensing. His work on RGB color model as part of general Computer vision research is frequently linked to Data transformation, bridging the gap between disciplines. His Pixel study integrates concerns from other disciplines, such as Image processing, Anomaly detection, Representation and Detector.

His most cited work include:

  • Hyperspectral Unmixing Overview: Geometrical, Statistical, and Sparse Regression-Based Approaches (1760 citations)
  • Estimation of number of spectrally distinct signal sources in hyperspectral imagery (754 citations)
  • A joint band prioritization and band-decorrelation approach to band selection for hyperspectral image classification (380 citations)

What are the main themes of his work throughout his whole career to date?

Qian Du focuses on Artificial intelligence, Pattern recognition, Hyperspectral imaging, Feature extraction and Pixel. His study in Computer vision extends to Artificial intelligence with its themes. The Pattern recognition study combines topics in areas such as Image and Representation.

His research integrates issues of Anomaly detection, Deep learning and Convolutional neural network in his study of Hyperspectral imaging. His biological study spans a wide range of topics, including Feature, Artificial neural network, Cluster analysis, Local binary patterns and Kernel. His Pixel research includes elements of Image resolution, Spectral signature and Mixture model.

He most often published in these fields:

  • Artificial intelligence (82.97%)
  • Pattern recognition (74.56%)
  • Hyperspectral imaging (73.39%)

What were the highlights of his more recent work (between 2019-2021)?

  • Hyperspectral imaging (73.39%)
  • Artificial intelligence (82.97%)
  • Pattern recognition (74.56%)

In recent papers he was focusing on the following fields of study:

Qian Du mostly deals with Hyperspectral imaging, Artificial intelligence, Pattern recognition, Feature extraction and Remote sensing. Qian Du works on Hyperspectral imaging which deals in particular with Endmember. His research ties Spatial analysis and Artificial intelligence together.

Qian Du combines subjects such as Pixel, Autoencoder and Residual with his study of Pattern recognition. His Feature extraction study incorporates themes from Classifier, Object detection, Constant false alarm rate, Lidar and Joint. Qian Du focuses mostly in the field of Remote sensing, narrowing it down to matters related to Contextual image classification and, in some cases, Identification.

Between 2019 and 2021, his most popular works were:

  • More Diverse Means Better: Multimodal Deep Learning Meets Remote-Sensing Imagery Classification (49 citations)
  • Feature Extraction for Classification of Hyperspectral and LiDAR Data Using Patch-to-Patch CNN (40 citations)
  • Estimation of the spatial distribution of heavy metal in agricultural soils using airborne hyperspectral imaging and random forest. (25 citations)

In his most recent research, the most cited papers focused on:

  • Artificial intelligence
  • Statistics
  • Machine learning

His primary areas of investigation include Hyperspectral imaging, Artificial intelligence, Pattern recognition, Feature extraction and Convolutional neural network. Remote sensing covers Qian Du research in Hyperspectral imaging. His research in Artificial intelligence intersects with topics in Spectral signature and Non-negative matrix factorization.

His Pattern recognition research is multidisciplinary, incorporating perspectives in Outlier and Hyperspectral image classification. His Feature extraction research is multidisciplinary, incorporating elements of Very high resolution, Scale, Selection and Filter. His work deals with themes such as Contextual image classification and Lidar, which intersect with Convolutional neural network.

This overview was generated by a machine learning system which analysed the scientist’s body of work. If you have any feedback, you can contact us here.

Top Publications

Hyperspectral Unmixing Overview: Geometrical, Statistical, and Sparse Regression-Based Approaches

J. M. Bioucas-Dias;A. Plaza;N. Dobigeon;M. Parente.
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (2012)

1985 Citations

Estimation of number of spectrally distinct signal sources in hyperspectral imagery

Chein-I Chang;Qian Du.
IEEE Transactions on Geoscience and Remote Sensing (2004)

1080 Citations

A joint band prioritization and band-decorrelation approach to band selection for hyperspectral image classification

Chein-I Chang;Qian Du;Tzu-Lung Sun;M.L.G. Althouse.
IEEE Transactions on Geoscience and Remote Sensing (1999)

529 Citations

An improved box-counting method for image fractal dimension estimation

Jian Li;Qian Du;Caixin Sun.
Pattern Recognition (2009)

474 Citations

Hyperspectral Image Compression Using JPEG2000 and Principal Component Analysis

Qian Du;J.E. Fowler.
IEEE Geoscience and Remote Sensing Letters (2007)

461 Citations

Local Binary Patterns and Extreme Learning Machine for Hyperspectral Imagery Classification

Wei Li;Chen Chen;Hongjun Su;Qian Du.
IEEE Transactions on Geoscience and Remote Sensing (2015)

444 Citations

Hyperspectral Image Classification Using Deep Pixel-Pair Features

Wei Li;Guodong Wu;Fan Zhang;Qian Du.
IEEE Transactions on Geoscience and Remote Sensing (2017)

410 Citations

Similarity-Based Unsupervised Band Selection for Hyperspectral Image Analysis

Qian Du;He Yang.
IEEE Geoscience and Remote Sensing Letters (2008)

388 Citations

Collaborative Representation for Hyperspectral Anomaly Detection

Wei Li;Qian Du.
IEEE Transactions on Geoscience and Remote Sensing (2015)

299 Citations

Hyperspectral and LiDAR Data Fusion: Outcome of the 2013 GRSS Data Fusion Contest

Christian Debes;Andreas Merentitis;Roel Heremans;Jürgen T. Hahn.
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (2014)

264 Citations

Profile was last updated on December 6th, 2021.
Research.com Ranking is based on data retrieved from the Microsoft Academic Graph (MAG).
The ranking h-index is inferred from publications deemed to belong to the considered discipline.

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Top Scientists Citing Qian Du

Antonio Plaza

Antonio Plaza

University of Extremadura

Publications: 279

Liangpei Zhang

Liangpei Zhang

Wuhan University

Publications: 143

Chein-I Chang

Chein-I Chang

University of Maryland, Baltimore County

Publications: 122

Jocelyn Chanussot

Jocelyn Chanussot

Grenoble Alpes University

Publications: 119

Jun Li

Jun Li

Sun Yat-sen University

Publications: 90

Jose M. Bioucas-Dias

Jose M. Bioucas-Dias

Instituto Superior Técnico

Publications: 84

Bo Du

Bo Du

Wuhan University

Publications: 77

Nicolas Dobigeon

Nicolas Dobigeon

Federal University of Toulouse Midi-Pyrénées

Publications: 74

Jon Atli Benediktsson

Jon Atli Benediktsson

University of Iceland

Publications: 62

Licheng Jiao

Licheng Jiao

Xidian University

Publications: 61

Javier Plaza

Javier Plaza

University of Extremadura

Publications: 58

Xiuping Jia

Xiuping Jia

UNSW Sydney

Publications: 50

Shutao Li

Shutao Li

Hunan University

Publications: 48

Yanfei Zhong

Yanfei Zhong

Wuhan University

Publications: 45

Jun Zhou

Jun Zhou

Griffith University

Publications: 43

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