E2LMs : Ensemble Extreme Learning Machines for Hyperspectral Image Classification. - Alim Samat; Peijun Du; Sicong Liu 001; Jun Li 009; Liang Cheng 003 (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014)

Evaluation on the natural suitability of urban human settlement environment using multisource data. - Jieqiong Luo; Peijun Du; Alim Samat; Li Feng (JURSE, 2015)

Active extreme learning machines for quad-polarimetric SAR imagery classification. - Alim Samat; Paolo Gamba; Peijun Du; Jieqiong Luo (Int. J. Appl. Earth Obs. Geoinformation, 2015)

A multitemporal change detection solution to oil spill monitoring. - Sicong Liu 001; Mingmin Chi; Yangxiu Zou; Alim Samat (IGARSS, 2016)

Improved hyperspectral image classification by active learning using pre-designed mixed pixels. - Alim Samat; Jun Li 009; Sicong Liu 001; Peijun Du; Zelang Miao; Jieqiong Luo (Pattern Recognit., 2016)

Geodesic Flow Kernel Support Vector Machine for Hyperspectral Image Classification by Unsupervised Subspace Feature Transfer. - Alim Samat; Paolo Gamba; Jilili Abuduwaili; Sicong Liu 001; Zelang Miao (Remote. Sens., 2016)

Quantitative Estimation of Carbonate Rock Fraction in Karst Regions Using Field Spectra in 2.0-2.5 μm. - Xiangjian Xie; Shufang Tian; Peijun Du; Wenfeng Zhan; Alim Samat; Jike Chen (Remote. Sens., 2016)

Information Fusion for Urban Road Extraction From VHR Optical Satellite Images. - Zelang Miao; Wenzhong Shi; Alim Samat; Gianni Lisini; Paolo Gamba (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016)

Jointly Informative and Manifold Structure Representative Sampling Based Active Learning for Remote Sensing Image Classification. - Alim Samat; Paolo Gamba; Sicong Liu 001; Peijun Du; Jilili Abuduwaili (IEEE Trans. Geosci. Remote. Sens., 2016)

A spectral-spatial multiscale approach for unsupervised multiple change detection. - Sicong Liu 001; Qian Du 001; Xiaohua Tong; Alim Samat; Lorenzo Bruzzone; Francesca Bovolo (IGARSS, 2017)

Oil Spill Detection via Multitemporal Optical Remote Sensing Images: A Change Detection Perspective. - Sicong Liu 001; Mingmin Chi; Yangxiu Zou; Alim Samat; Jón Atli Benediktsson; Antonio Plaza (IEEE Geosci. Remote. Sens. Lett., 2017)

Band Selection-Based Dimensionality Reduction for Change Detection in Multi-Temporal Hyperspectral Images. - Sicong Liu 001; Qian Du 001; Xiaohua Tong; Alim Samat; Haiyan Pan; Xiaolong Ma (Remote. Sens., 2017)

Supervised and Semi-Supervised Multi-View Canonical Correlation Analysis Ensemble for Heterogeneous Domain Adaptation in Remote Sensing Image Classification. - Alim Samat; Claudio Persello; Paolo Gamba; Sicong Liu 001; Jilili Abuduwaili; Erzhu Li (Remote. Sens., 2017)

Mid-Level Feature Representation via Sparse Autoencoder for Remotely Sensed Scene Classification. - Erzhu Li; Peijun Du; Alim Samat; Yaping Meng; Meiqin Che (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017)

Multiscale Morphological Compressed Change Vector Analysis for Unsupervised Multiple Change Detection. - Sicong Liu 001; Qian Du 001; Xiaohua Tong; Alim Samat; Lorenzo Bruzzone; Francesca Bovolo (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017)

Integrating Multilayer Features of Convolutional Neural Networks for Remote Sensing Scene Classification. - Erzhu Li; Junshi Xia; Peijun Du; Cong Lin 002; Alim Samat (IEEE Trans. Geosci. Remote. Sens., 2017)

Unsupervised Multi-Class Change Detection in Bitemporal Multispectral Images Using Band Expansion. - Sicong Liu 001; Qian Du 001; Lorenzo Bruzzone; Alim Samat; Xiaohua Tong (IGARSS, 2018)

Quad-PolSAR data classification using modified random forest algorithms to map halophytic plants in arid areas. - Alim Samat; Paolo Gamba; Sicong Liu 001; Zelang Miao; Erzhu Li; Jilili Abuduwaili (Int. J. Appl. Earth Obs. Geoinformation, 2018)

Fuzzy multiclass active learning for hyperspectral image classification. - Alim Samat; Paolo Gamba; Sicong Liu 001; Erzhu Li; Zelang Miao; Jilili Abuduwaili (IET Image Process., 2018)

Classification of VHR Multispectral Images Using ExtraTrees and Maximally Stable Extremal Region-Guided Morphological Profile. - Alim Samat; Claudio Persello; Sicong Liu 001; Erzhu Li; Zelang Miao; Jilili Abuduwaili (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018)

A Multiscale Superpixel-Guided Filter Approach for VHR Remote Sensing Image Classification. - Sicong Liu 001; Qing Hu; Alim Samat; Xiaohua Tong (IGARSS, 2019)

Synergy of Satellite Image and Volunteered Geographic Information to Change Analysis of Impervious Surface. - Zelang Miao; Yuelong Xiao; Wenzhong Shi; Yueguang He; Alim Samat; Sicong Liu 001 (MultiTemp, 2019)

High-Resolution Imagery Classification Based on Different Levels of Information. - Erzhu Li; Alim Samat; Wei Liu 095; Cong Lin 002; Xuyu Bai (Remote. Sens., 2019)

Automatic Updating of Land Cover Maps in Rapidly Urbanizing Regions by Relational Knowledge Transferring from GlobeLand30. - Cong Lin 002; Peijun Du; Alim Samat; Erzhu Li; Xin Wang 032; Junshi Xia (Remote. Sens., 2019)

Direct, ECOC, ND and END Frameworks - Which One Is the Best? An Empirical Study of Sentinel-2A MSIL1C Image Classification for Arid-Land Vegetation Mapping in the Ili River Delta, Kazakhstan. - Alim Samat; Naoto Yokoya; Peijun Du; Sicong Liu 001; Long Ma 005; Yongxiao Ge; Gulnura Issanova; Abdula Saparov; Jilili Abuduwaili; Cong Lin 002 (Remote. Sens., 2019)

Feature and Model Level Fusion of Pretrained CNN for Remote Sensing Scene Classification. - Peijun Du; Erzhu Li; Junshi Xia; Alim Samat; Xuyu Bai (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019)

Unsupervised Change Detection in Multispectral Remote Sensing Images via Spectral-Spatial Band Expansion. - Sicong Liu 001; Qian Du 001; Xiaohua Tong; Alim Samat; Lorenzo Bruzzone (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019)

Integration of Satellite Images and Open Data for Impervious Surface Classification. - Zelang Miao; Yuelong Xiao; Wenzhong Shi; Yueguang He; Paolo Gamba; Zhongbin Li; Alim Samat; Lixin Wu; Jia Li; Hao Wu 004 (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019)

Ensemble of ERDTs for Spectral-Spatial Classification of Hyperspectral Images Using MRS Object-Guided Morphological Profiles. - Alim Samat; Erzhu Li; Sicong Liu 001; Zelang Miao; Wei Wang 145 (J. Imaging, 2020)

Edge Gradient-Based Active Learning for Hyperspectral Image Classification. - Alim Samat; Jun Li 009; Cong Lin 002; Sicong Liu 001; Erzhu Li (IEEE Geosci. Remote. Sens. Lett., 2020)

A Multi-Scale Superpixel-Guided Filter Feature Extraction and Selection Approach for Classification of Very-High-Resolution Remotely Sensed Imagery. - Sicong Liu 001; Qing Hu; Xiaohua Tong; Junshi Xia; Qian Du 001; Alim Samat; Xiaolong Ma (Remote. Sens., 2020)

Meta-XGBoost for Hyperspectral Image Classification Using Extended MSER-Guided Morphological Profiles. - Alim Samat; Erzhu Li; Wei Wang 145; Sicong Liu 001; Cong Lin 002; Jilili Abuduwaili (Remote. Sens., 2020)

Quantitative Soil Wind Erosion Potential Mapping for Central Asia Using the Google Earth Engine Platform. - Wei Wang 145; Alim Samat; Yongxiao Ge; Long Ma 005; Abula Tuheti; Shan Zou; Jilili Abuduwaili (Remote. Sens., 2020)

New Scheme for Impervious Surface Area Mapping From SAR Images With Auxiliary User-Generated Content. - Wen Wu; Zelang Miao; Yuelong Xiao; Zhongbin Li; Anshu Zhang; Alim Samat; Nianchun Du; Zhuokui Xu; Paolo Gamba (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020)

An Improved Feature Set for Hyperspectral Image Classification: Harmonic Analysis Optimized by Multiscale Guided Filter. - Wei Zhang 156; Peijun Du; Cong Lin 002; Pingjie Fu; Xin Wang 032; Xuyu Bai; Hongrui Zheng; Junshi Xia; Alim Samat (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020)

Estimating Artificial Impervious Surface Percentage in Asia by Fusing Multi-Temporal MODIS and VIIRS Nighttime Light Data. - Fanggang Li; Erzhu Li; Ce Zhang 005; Alim Samat; Wei Liu 095; Chunmei Li; Peter M. Atkinson (Remote. Sens., 2021)

A Novel Feature Fusion Approach for VHR Remote Sensing Image Classification. - Sicong Liu 001; Yongjie Zheng; Qian Du 001; Alim Samat; Xiaohua Tong; Michele Dalponte (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021)

Improving Deep Forest via Patch-Based Pooling, Morphological Profiling, and Pseudo Labeling for Remote Sensing Image Classification. - Alim Samat; Erzhu Li; Peijun Du; Sicong Liu 001; Zelang Miao (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021)

GPU-Accelerated CatBoost-Forest for Hyperspectral Image Classification Via Parallelized mRMR Ensemble Subspace Feature Selection. - Alim Samat; Erzhu Li; Peijun Du; Sicong Liu 001; Junshi Xia (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021)

Improved Bilinear CNN Model for Remote Sensing Scene Classification. - Erzhu Li; Alim Samat; Peijun Du; Wei Liu 095; Jinshan Hu (IEEE Geosci. Remote. Sens. Lett., 2022)

First and Second-Order Information Fusion Networks for Remote Sensing Scene Classification. - Erzhu Li; Alim Samat; Ce Zhang 005; Peijun Du; Wei Liu 095 (IEEE Geosci. Remote. Sens. Lett., 2022)

CatBoost for RS Image Classification With Pseudo Label Support From Neighbor Patches-Based Clustering. - Alim Samat; Erzhu Li; Peijun Du; Sichong Liu 001; Zelang Miao; Wei Zhang 156 (IEEE Geosci. Remote. Sens. Lett., 2022)

Automatic Identification of Sand and Dust Storm Sources Based on Wind Vector and Google Earth Engine. - Wei Wang 145; Alim Samat; Jilili Abuduwaili; Chen Wang; Philippe De Maeyer; Tim Van de Voorde (IEEE Geosci. Remote. Sens. Lett., 2022)

Mapping Blue and Red Color-Coated Steel Sheet Roof Buildings over China Using Sentinel-2A/B MSIL2A Images. - Alim Samat; Paolo Gamba; Wei Wang 145; Jieqiong Luo; Erzhu Li; Sicong Liu 001; Peijun Du; Jilili Abuduwaili (Remote. Sens., 2022)

Estimating Large-Scale Interannual Dynamic Impervious Surface Percentages Based on Regional Divisions. - Tianyu Xu 006; Erzhu Li; Alim Samat; Zhiqing Li; Wei Liu 095; Lianpeng Zhang (Remote. Sens., 2022)

Self-Trained Deep Forest with Limited Samples for Urban Impervious Surface Area Extraction in Arid Area Using Multispectral and PolSAR Imageries. - Ximing Liu; Alim Samat; Erzhu Li; Wei Wang 145; Jilili Abuduwaili (Sensors, 2022)

An Object-Oriented CNN Model Based on Improved Superpixel Segmentation for High-Resolution Remote Sensing Image Classification. - Zhiqing Li; Erzhu Li; Alim Samat; Tianyu Xu 006; Wei Liu 095; Yihu Zhu (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022)

HOLP-DF: HOLP Based Screening Ultrahigh Dimensional Subfeatures in Deep Forest for Remote Sensing Image Classification. - Alim Samat; Erzhu Li; Wei Wang 145; Sicong Liu 001; Ximing Liu (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022)

Novel Cross-Resolution Feature-Level Fusion for Joint Classification of Multispectral and Panchromatic Remote Sensing Images. - Sicong Liu 001; Hui Zhao; Qian Du 001; Lorenzo Bruzzone; Alim Samat; Xiaohua Tong (IEEE Trans. Geosci. Remote. Sens., 2022)

A Shallow-to-Deep Feature Fusion Network for VHR Remote Sensing Image Classification. - Sicong Liu 001; Yongjie Zheng; Qian Du 001; Lorenzo Bruzzone; Alim Samat; Xiaohua Tong; Yanmin Jin; Chao Wang 092 (IEEE Trans. Geosci. Remote. Sens., 2022)

Feature Alignment FPN for Oriented Object Detection in Remote Sensing Images. - Zhiqing Li; Erzhu Li; Tianyu Xu 006; Alim Samat; Wei Liu 095 (IEEE Geosci. Remote. Sens. Lett., 2023)

Machine learning-based prediction of sand and dust storm sources in arid Central Asia. - Wei Wang 145; Alim Samat; Jilili Abuduwaili; Philippe De Maeyer; Tim Van de Voorde (Int. J. Digit. Earth, 2023)

SNRI: A Signed Normalized Range Index for Remote Sensing of Panax notoginseng Plantations. - Xiangjian Xie; Alim Samat; Yufeng He; Yuhong Jiang (IEEE Geosci. Remote. Sens. Lett., 2024)

Advances in Remote Sensing and Machine Learning Methods for Invasive Plants Study: A Comprehensive Review. - Muhammad Murtaza Zaka; Alim Samat (Remote. Sens., 2024)

Unsupervised Domain Adaptation with Contrastive Learning-Based Discriminative Feature Augmentation for RS Image Classification. - Ren Xu; Alim Samat; Enzhao Zhu; Erzhu Li; Wei Li 245 (Remote. Sens., 2024)

Enhancing Local Climate Zone Classification With MSCA-MSLCZNet: A Multistream Deep Learning Approach. - Ximing Liu; Luigi Russo 002; Wenbo Li; Alim Samat; Silvia Liberata Ullo; Paolo Gamba (IEEE Geosci. Remote. Sens. Lett., 2025)

Assessing Ecological Quality Dynamics and Driving Factors in the Irtysh River Basin Using AWBEI and OPGD Approaches. - Kaiyue Luo; Alim Samat; Tim Van de Voorde; Wenbo Li; Wenqiang Xu; Jilili Abuduwaili (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2025)