Pedram Ghamisi

Orcid: 0000-0003-1203-741X

According to our database1, Pedram Ghamisi authored at least 224 papers between 2011 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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Bibliography

2024
Context Enhancing Representation for Semantic Segmentation in Remote Sensing Images.
IEEE Trans. Neural Networks Learn. Syst., March, 2024

Cross Hyperspectral and LiDAR Attention Transformer: An Extended Self-Attention for Land Use and Land Cover Classification.
IEEE Trans. Geosci. Remote. Sens., 2024

Tinto: Multisensor Benchmark for 3-D Hyperspectral Point Cloud Segmentation in the Geosciences.
IEEE Trans. Geosci. Remote. Sens., 2024

Neighborhood Attention Makes the Encoder of ResUNet Stronger for Accurate Road Extraction.
IEEE Geosci. Remote. Sens. Lett., 2024

Attention Graph Convolutional Network for Disjoint Hyperspectral Image Classification.
IEEE Geosci. Remote. Sens. Lett., 2024

Spatial-Gated Multilayer Perceptron for Land Use and Land Cover Mapping.
IEEE Geosci. Remote. Sens. Lett., 2024

PCB-Vision: A Multiscene RGB-Hyperspectral Benchmark Dataset of Printed Circuit Boards.
CoRR, 2024

2023
Transformer-based contrastive prototypical clustering for multimodal remote sensing data.
Inf. Sci., November, 2023

Guest Editorial: Spectral imaging powered computer vision.
IET Comput. Vis., October, 2023

An Integration of Deep Learning and Transfer Learning for Earthquake-Risk Assessment in the Eurasian Region.
Remote. Sens., August, 2023

TransU-Net++: Rethinking attention gated TransU-Net for deforestation mapping.
Int. J. Appl. Earth Obs. Geoinformation, June, 2023

WetMapFormer: A unified deep CNN and vision transformer for complex wetland mapping.
Int. J. Appl. Earth Obs. Geoinformation, June, 2023

Explainable Artificial Intelligence (XAI) Model for Earthquake Spatial Probability Assessment in Arabian Peninsula.
Remote. Sens., May, 2023

Unpaired remote sensing image super-resolution with content-preserving weak supervision neural network.
Sci. China Inf. Sci., January, 2023

Fully Linear Graph Convolutional Networks for Semi-Supervised and Unsupervised Classification.
ACM Trans. Intell. Syst. Technol., 2023

Txt2Img-MHN: Remote Sensing Image Generation From Text Using Modern Hopfield Networks.
IEEE Trans. Image Process., 2023

Changes to Captions: An Attentive Network for Remote Sensing Change Captioning.
IEEE Trans. Image Process., 2023

Learning Crop-Type Mapping From Regional Label Proportions in Large-Scale SAR and Optical Imagery.
IEEE Trans. Geosci. Remote. Sens., 2023

PCLDet: Prototypical Contrastive Learning for Fine-Grained Object Detection in Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2023

Hyperspectral Remote Sensing Benchmark Database for Oil Spill Detection With an Isolation Forest-Guided Unsupervised Detector.
IEEE Trans. Geosci. Remote. Sens., 2023

Backdoor Attacks for Remote Sensing Data With Wavelet Transform.
IEEE Trans. Geosci. Remote. Sens., 2023

BDD-Net+: A Building Damage Detection Framework Based on Modified Coat-Net.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2023

Local Window Attention Transformer for Polarimetric SAR Image Classification.
IEEE Geosci. Remote. Sens. Lett., 2023

SpectralGPT: Spectral Foundation Model.
CoRR, 2023

Masking Hyperspectral Imaging Data with Pretrained Models.
CoRR, 2023

RSAdapter: Adapting Multimodal Models for Remote Sensing Visual Question Answering.
CoRR, 2023

Spatial Gated Multi-Layer Perceptron for Land Use and Land Cover Mapping.
CoRR, 2023

Universal Adversarial Defense in Remote Sensing Based on Pre-trained Denoising Diffusion Models.
CoRR, 2023

Tinto: Multisensor Benchmark for 3D Hyperspectral Point Cloud Segmentation in the Geosciences.
CoRR, 2023

Dsfer-Net: A Deep Supervision and Feature Retrieval Network for Bitemporal Change Detection Using Modern Hopfield Networks.
CoRR, 2023

Transformer-Based Models for Hyperspectral Point Clouds Segmentation.
Proceedings of the 13th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, 2023

Acritical Comparison of Linear and Nonlinear Unmixing for Intimate Mixtures.
Proceedings of the 13th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, 2023

Deep Learning-Based Architectures For Multimodal Instance Segmentation.
Proceedings of the 13th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, 2023

Open Geology Database (OGD): An Integrated Platform for Geological, Mining, and Seismic Datasets for Open Research.
Proceedings of the 13th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, 2023

Masking Hyperspectral Imaging Data with Pretrained Models.
Proceedings of the 13th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, 2023

Hyperspectral Domain Adaptation for the Detection of Material Types in Recycling Streams at the Example of Electrolyzers.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Semi-supervised Classification for Remote Sensing Datasets.
Proceedings of the Image Analysis and Processing - ICIAP 2023, 2023

2022
Mapping Dwellings in IDP/Refugee Settlements Using Deep Learning.
Remote. Sens., December, 2022

Normal Assisted Pixel-Visibility Learning With Cost Aggregation for Multiview Stereo.
IEEE Trans. Intell. Transp. Syst., 2022

Consistency-Regularized Region-Growing Network for Semantic Segmentation of Urban Scenes With Point-Level Annotations.
IEEE Trans. Image Process., 2022

Deep Bilateral Filtering Network for Point-Supervised Semantic Segmentation in Remote Sensing Images.
IEEE Trans. Image Process., 2022

Contour Structural Profiles: An Edge-Aware Feature Extractor for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2022

Adaptive Spatial Pyramid Constraint for Hyperspectral Image Classification With Limited Training Samples.
IEEE Trans. Geosci. Remote. Sens., 2022

Self-Supervised Learning With Adaptive Distillation for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2022

Universal Adversarial Examples in Remote Sensing: Methodology and Benchmark.
IEEE Trans. Geosci. Remote. Sens., 2022

Transferring CNN With Adaptive Learning for Remote Sensing Scene Classification.
IEEE Trans. Geosci. Remote. Sens., 2022

Asymmetric Hash Code Learning for Remote Sensing Image Retrieval.
IEEE Trans. Geosci. Remote. Sens., 2022

Semisupervised Hyperspectral Image Classification Using a Probabilistic Pseudo-Label Generation Framework.
IEEE Trans. Geosci. Remote. Sens., 2022

UnDIP: Hyperspectral Unmixing Using Deep Image Prior.
IEEE Trans. Geosci. Remote. Sens., 2022

NFANet: A Novel Method for Weakly Supervised Water Extraction From High-Resolution Remote-Sensing Imagery.
IEEE Trans. Geosci. Remote. Sens., 2022

Modality Translation in Remote Sensing Time Series.
IEEE Trans. Geosci. Remote. Sens., 2022

Dual Graph Convolutional Network for Hyperspectral Image Classification With Limited Training Samples.
IEEE Trans. Geosci. Remote. Sens., 2022

Landslide4Sense: Reference Benchmark Data and Deep Learning Models for Landslide Detection.
IEEE Trans. Geosci. Remote. Sens., 2022

Sketched Multiview Subspace Learning for Hyperspectral Anomalous Change Detection.
IEEE Trans. Geosci. Remote. Sens., 2022

Nonnegative-Constrained Joint Collaborative Representation With Union Dictionary for Hyperspectral Anomaly Detection.
IEEE Trans. Geosci. Remote. Sens., 2022

Superpixel Contracted Neighborhood Contrastive Subspace Clustering Network for Hyperspectral Images.
IEEE Trans. Geosci. Remote. Sens., 2022

Mixed Noise Removal for Hyperspectral Image With ${l_{0}}$-${l_{1 - 2}}$SSTV Regularization.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022

Hypergraph Convolutional Subspace Clustering With Multihop Aggregation for Hyperspectral Image.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022

Deep Semantic Segmentation of Trees Using Multispectral Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022

Unsupervised Data Fusion With Deeper Perspective: A Novel Multisensor Deep Clustering Algorithm.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022

MS$^{2}$A-Net: Multiscale Spectral-Spatial Association Network for Hyperspectral Image Clustering.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022

The Outcome of the 2021 IEEE GRSS Data Fusion Contest - Track MSD: Multitemporal Semantic Change Detection.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022

HyperViTGAN: Semisupervised Generative Adversarial Network With Transformer for Hyperspectral Image Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022

The Outcome of the 2022 Landslide4Sense Competition: Advanced Landslide Detection From Multisource Satellite Imagery.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022

Sparsity Regularized Deep Subspace Clustering for Multicriterion-Based Hyperspectral Band Selection.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022

Evaluation of Different Landslide Susceptibility Models for a Local Scale in the Chitral District, Northern Pakistan.
Sensors, 2022

A Google Earth Engine Approach for Wildfire Susceptibility Prediction Fusion with Remote Sensing Data of Different Spatial Resolutions.
Remote. Sens., 2022

Time Series of Remote Sensing Data for Interaction Analysis of the Vegetation Coverage and Dust Activity in the Middle East.
Remote. Sens., 2022

Supervised Contrastive Learning-Based Classification for Hyperspectral Image.
Remote. Sens., 2022

OptFus: Optical Sensor Fusion for the Classification of Multisource Data: Application to Mineralogical Mapping.
IEEE Geosci. Remote. Sens. Lett., 2022

Complementary Learning-Based Scene Classification of Remote Sensing Images With Noisy Labels.
IEEE Geosci. Remote. Sens. Lett., 2022

Edge-Preserving Filtering-Based Dehazing for Remote Sensing Images.
IEEE Geosci. Remote. Sens. Lett., 2022

AI Security for Geoscience and Remote Sensing: Challenges and Future Trends.
CoRR, 2022

Sketched Multi-view Subspace Learning for Hyperspectral Anomalous Change Detection.
CoRR, 2022

Hyperspectral Remote Sensing Benchmark Database for Oil Spill Detection with an Isolation Forest-Guided Unsupervised Detector.
CoRR, 2022

The Outcome of the 2022 Landslide4Sense Competition: Advanced Landslide Detection from Multi-Source Satellite Imagery.
CoRR, 2022

Optical Remote Sensing Image Understanding with Weak Supervision: Concepts, Methods, and Perspectives.
CoRR, 2022

Leveraging OpenStreetMap and Multimodal Remote Sensing Data with Joint Deep Learning for Wastewater Treatment Plants Detection.
Int. J. Appl. Earth Obs. Geoinformation, 2022

Hyde: The First Open-Source, Python-Based, Gpu-Accelerated Hyperspectral Denoising Package.
Proceedings of the 12th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, 2022

Hyperspectral Unmixing Using Convolutional Autoencoder For Metal Detection In Lithium-Ion Battery Recycling Applications.
Proceedings of the 12th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, 2022

Hyperspectral Clustering Using Atrous Spatial-Spectral Convolutional Network.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Unsupervised Deep Hyperspectral Inpainting Using a New Mixing Model.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

EOD: The IEEE GRSS Earth Observation Database.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Task-Guided Denoising Network for Adversarial Defense of Remote Sensing Scene Classification.
Proceedings of the Second Workshop on Complex Data Challenges in Earth Observation (CDCEO 2022) co-located with 31st International Joint Conference on Artificial Intelligence and the 25th European Conference on Artificial Intelligence (IJCAI-ECAI 2022), 2022

Weak-Supervision Based on Label Proportions for Earth Observation Applications from Optical and Hyperspectral Imagery.
Proceedings of the Second Workshop on Complex Data Challenges in Earth Observation (CDCEO 2022) co-located with 31st International Joint Conference on Artificial Intelligence and the 25th European Conference on Artificial Intelligence (IJCAI-ECAI 2022), 2022

The Landslide4Sense Competition 2022.
Proceedings of the Second Workshop on Complex Data Challenges in Earth Observation (CDCEO 2022) co-located with 31st International Joint Conference on Artificial Intelligence and the 25th European Conference on Artificial Intelligence (IJCAI-ECAI 2022), 2022

A Deep Feature Retrieved Network for Bitemporal Remote Sensing Image Change Detection.
Proceedings of the Second Workshop on Complex Data Challenges in Earth Observation (CDCEO 2022) co-located with 31st International Joint Conference on Artificial Intelligence and the 25th European Conference on Artificial Intelligence (IJCAI-ECAI 2022), 2022

2021
Classification of Hyperspectral Images via Multitask Generative Adversarial Networks.
IEEE Trans. Geosci. Remote. Sens., 2021

Hyperspectral Image Classification With Attention-Aided CNNs.
IEEE Trans. Geosci. Remote. Sens., 2021

Fusion of Dual Spatial Information for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2021

Multiscale Densely-Connected Fusion Networks for Hyperspectral Images Classification.
IEEE Trans. Circuits Syst. Video Technol., 2021

Global Land-Cover Mapping With Weak Supervision: Outcome of the 2020 IEEE GRSS Data Fusion Contest.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021

The Outcome of the 2021 IEEE GRSS Data Fusion Contest - Track DSE: Detection of Settlements Without Electricity.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021

The Potential of Machine Learning for a More Responsible Sourcing of Critical Raw Materials.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021

Remote Sensing Image Scene Classification via Label Augmentation and Intra-Class Constraint.
Remote. Sens., 2021

Unsupervised Deep Learning for Landslide Detection from Multispectral Sentinel-2 Imagery.
Remote. Sens., 2021

U-IMG2DSM: Unpaired Simulation of Digital Surface Models With Generative Adversarial Networks.
IEEE Geosci. Remote. Sens. Lett., 2021

Deep Learning and Earth Observation to Support the Sustainable Development Goals.
CoRR, 2021

Large-Scale Hyperspectral Image Clustering Using Contrastive Learning.
CoRR, 2021

Fully Linear Graph Convolutional Networks for Semi-Supervised Learning and Clustering.
CoRR, 2021

A Multi-Sensor Subspace-Based Clustering Algorithm Using RGB and Hyperspectral Data.
Proceedings of the 11th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, 2021

When is the Right Time to Apply Denoising?
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Boosting Hyperspectral Image Unmixing Using Denoising: Four Scenarios.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Spectral Unmixing Using Deep Convolutional Encoder-Decoder.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Region-Growing Fully Convolutional Networks for Hyperspectral Image Classification with Point-Level Supervision.
Proceedings of the CIKM 2021 Workshops co-located with 30th ACM International Conference on Information and Knowledge Management (CIKM 2021), 2021

Hyperspectral Denoising: From Conventional Techniques Towards Deep Learning Ones.
Proceedings of the CIKM 2021 Workshops co-located with 30th ACM International Conference on Information and Knowledge Management (CIKM 2021), 2021

CDCEO'21 - First Workshop on Complex Data Challenges in Earth Observation.
Proceedings of the CIKM '21: The 30th ACM International Conference on Information and Knowledge Management, Virtual Event, Queensland, Australia, November 1, 2021

Hyperspectral Anomaly Detection based on Low-rank Structure Exploration.
Proceedings of the CIKM 2021 Workshops co-located with 30th ACM International Conference on Information and Knowledge Management (CIKM 2021), 2021

2020
Deep Metric Learning Based on Scalable Neighborhood Components for Remote Sensing Scene Characterization.
IEEE Trans. Geosci. Remote. Sens., 2020

Invariant Attribute Profiles: A Spatial-Frequency Joint Feature Extractor for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2020

Heterogeneous Transfer Learning for Hyperspectral Image Classification Based on Convolutional Neural Network.
IEEE Trans. Geosci. Remote. Sens., 2020

Classification of Hyperspectral and LiDAR Data Using Coupled CNNs.
IEEE Trans. Geosci. Remote. Sens., 2020

Multichannel Pulse-Coupled Neural Network-Based Hyperspectral Image Visualization.
IEEE Trans. Geosci. Remote. Sens., 2020

Support Vector Machine Versus Random Forest for Remote Sensing Image Classification: A Meta-Analysis and Systematic Review.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020

An Efficient Deep Unsupervised Superresolution Model for Remote Sensing Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020

Multiple Optical Sensor Fusion for Mineral Mapping of Core Samples.
Sensors, 2020

Hierarchical Sparse Subspace Clustering (HESSC): An Automatic Approach for Hyperspectral Image Analysis.
Remote. Sens., 2020

Data Fusion Using a Multi-Sensor Sparse-Based Clustering Algorithm.
Remote. Sens., 2020

How Hyperspectral Image Unmixing and Denoising Can Boost Each Other.
Remote. Sens., 2020

A Multi-Sensor Fusion Framework Based on Coupled Residual Convolutional Neural Networks.
Remote. Sens., 2020

High-Rankness Regularized Semi-Supervised Deep Metric Learning for Remote Sensing Imagery.
Remote. Sens., 2020

Component Decomposition-Based Hyperspectral Resolution Enhancement for Mineral Mapping.
Remote. Sens., 2020

Multilevel Structure Extraction-Based Multi-Sensor Data Fusion.
Remote. Sens., 2020

Hyperspectral Mixed Gaussian and Sparse Noise Reduction.
IEEE Geosci. Remote. Sens. Lett., 2020

Multispectral Change Detection With Bilinear Convolutional Neural Networks.
IEEE Geosci. Remote. Sens. Lett., 2020

Machine learning information fusion in Earth observation: A comprehensive review of methods, applications and data sources.
Inf. Fusion, 2020

Remote sensing image classification using subspace sensor fusion.
Inf. Fusion, 2020

Spatial Analysis of Seasonal Precipitation over Iran: Co-Variation with Climate Indices.
ISPRS Int. J. Geo Inf., 2020

Comprehensive Review of Deep Reinforcement Learning Methods and Applications in Economics.
CoRR, 2020

Data Science in Economics.
CoRR, 2020

Feature Extraction for Hyperspectral Imagery: The Evolution from Shallow to Deep.
CoRR, 2020

COVID-19 Outbreak Prediction with Machine Learning.
Algorithms, 2020

Fusion of Multispectral LiDAR and Hyperspectral Imagery.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Towards 4D Virtual Outcrops with Hyperspectral Imaging.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Remote Sensing and Deep Learning for Sustainable Mining.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Intrinsic Image Decomposition-Based Resolution Enhancement for Mineral Mapping.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Sun Glint Removal of Hyperspectral Images via Texture-Aware Total Variation.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

2019
Fusion of Heterogeneous Earth Observation Data for the Classification of Local Climate Zones.
IEEE Trans. Geosci. Remote. Sens., 2019

Deep Learning for Hyperspectral Image Classification: An Overview.
IEEE Trans. Geosci. Remote. Sens., 2019

Cascaded Recurrent Neural Networks for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2019

Hyperspectral Image Classification With Squeeze Multibias Network.
IEEE Trans. Geosci. Remote. Sens., 2019

Fusion of Multiple Edge-Preserving Operations for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2019

Automatic Design of Convolutional Neural Network for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2019

Noise-Robust Hyperspectral Image Classification via Multi-Scale Total Variation.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019

Deep Learning Ensemble for Hyperspectral Image Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019

A Machine Learning Framework for Drill-Core Mineral Mapping Using Hyperspectral and High-Resolution Mineralogical Data Fusion.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019

Multi-Sensor Spectral Imaging of Geological Samples: A Data Fusion Approach Using Spatio-Spectral Feature Extraction.
Sensors, 2019

Deep Convolutional Capsule Network for Hyperspectral Image Spectral and Spectral-Spatial Classification.
Remote. Sens., 2019

Hyperspectral Image Classification with Multi-Scale Feature Extraction.
Remote. Sens., 2019

Hyperspectral Feature Extraction Using Sparse and Smooth Low-Rank Analysis.
Remote. Sens., 2019

LiDAR Data Classification Using Spatial Transformation and CNN.
IEEE Geosci. Remote. Sens. Lett., 2019

Multisensor Composite Kernels Based on Extreme Learning Machines.
IEEE Geosci. Remote. Sens. Lett., 2019

Multiple convolutional layers fusion framework for hyperspectral image classification.
Neurocomputing, 2019

Mixed Noise Reduction in Hyperspectral Imagery.
Proceedings of the 10th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, 2019

LW-ODF: A Light-Weight Object Detection Framework for Optical Remote Sensing Imagery.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Multisensor Feature Fusion Using Low-Rank Modeling and Component Analysis.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Multi-Source and multi-Scale Imaging-Data Integration to boost Mineral Mapping.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

A Novel Composite Kernel Approach for Multisensor Remote Sensing Data Fusion.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Mineral Mapping of Drill Core Hyperspectral Data with Extreme Learning Machines.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

An Integrated Multi-Sensor System for the In-Line Monitoring of Material Streams.
Proceedings of the 2019 IEEE SENSORS, Montreal, QC, Canada, October 27-30, 2019, 2019

2018
Generative Adversarial Networks for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2018

Random Forest Ensembles and Extended Multiextinction Profiles for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2018

Corrections to "Deep Recurrent Neural Networks for Hyperspectral Image Classification".
IEEE Trans. Geosci. Remote. Sens., 2018

Unsupervised Spectral-Spatial Feature Learning via Deep Residual Conv-Deconv Network for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2018

Extinction Profiles Fusion for Hyperspectral Images Classification.
IEEE Trans. Geosci. Remote. Sens., 2018

Open Data for Global Multimodal Land Use Classification: Outcome of the 2017 IEEE GRSS Data Fusion Contest.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018

Radiometric Normalization of Multitemporal and Multisensor Remote Sensing Images Based on a Gaussian Mixture Model and Error Ellipse.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018

MsRi-CCF: Multi-Scale and Rotation-Insensitive Convolutional Channel Features for Geospatial Object Detection.
Remote. Sens., 2018

Noise Reduction in Hyperspectral Imagery: Overview and Application.
Remote. Sens., 2018

Feature Importance Analysis for Local Climate Zone Classification Using a Residual Convolutional Neural Network with Multi-Source Datasets.
Remote. Sens., 2018

Hyperspectral and LiDAR Fusion Using Deep Three-Stream Convolutional Neural Networks.
Remote. Sens., 2018

Deformable Convolutional Neural Networks for Hyperspectral Image Classification.
IEEE Geosci. Remote. Sens. Lett., 2018

LiDAR Data Classification Using Morphological Profiles and Convolutional Neural Networks.
IEEE Geosci. Remote. Sens. Lett., 2018

IMG2DSM: Height Simulation From Single Imagery Using Conditional Generative Adversarial Net.
IEEE Geosci. Remote. Sens. Lett., 2018

Feature Extraction and Selection of Sentinel-1 Dual-Pol Data for Global-Scale Local Climate Zone Classification.
ISPRS Int. J. Geo Inf., 2018

Multisource and Multitemporal Data Fusion in Remote Sensing.
CoRR, 2018

A Machine Learning Technique for Drill Core Hyperspectral Data Analysis.
Proceedings of the 9th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2018

Sparse and Smooth Feature Extraction for Hyperspectral Imagery.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Feature Importance Analysis of Sentinel-2 Imagery for Large-Scale Urban Local Climate Zone Classification.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Subspace Multinomial Logistic Regression Ensemble for Classification of Hyperspectral Images.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

The Need for Multi-Source, Multi-Scale Hyperspectral Imaging to Boost Non-Invasive Mineral Exploration.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

2017
Fusion of Hyperspectral and LiDAR Data Using Sparse and Low-Rank Component Analysis.
IEEE Trans. Geosci. Remote. Sens., 2017

Hyperspectral and LiDAR Fusion Using Extinction Profiles and Total Variation Component Analysis.
IEEE Trans. Geosci. Remote. Sens., 2017

Deep Recurrent Neural Networks for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2017

Hyperspectral and LiDAR Data Fusion Using Extinction Profiles and Deep Convolutional Neural Network.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017

Automatic Hyperspectral Image Restoration Using Sparse and Low-Rank Modeling.
IEEE Geosci. Remote. Sens. Lett., 2017

LiDAR Data Classification Using Extinction Profiles and a Composite Kernel Support Vector Machine.
IEEE Geosci. Remote. Sens. Lett., 2017

Hyperspectral Images Classification With Gabor Filtering and Convolutional Neural Network.
IEEE Geosci. Remote. Sens. Lett., 2017

Deep Fusion of Remote Sensing Data for Accurate Classification.
IEEE Geosci. Remote. Sens. Lett., 2017

Using the SLEUTH urban growth model to simulate the impacts of future policy scenarios on urban land use in the Tehran metropolitan area in Iran.
CoRR, 2017

Integration of LiDAR and Hyperspectral Data for Land-cover Classification: A Case Study.
CoRR, 2017

Multimodal, multitemporal, and multisource global data fusion for local climate zones classification based on ensemble learning.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Fully conv-deconv network for unsupervised spectral-spatial feature extraction of hyperspectral imagery via residual learning.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Evaluation of polsar similarity measures with spectral clustering.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Hyperspectral images classification by fusing extinction profiles feature.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Feature fusion of hyperspectral and lidar data using extinction profiles and total variation.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Multiple composite kernel learning for hyperspectral image classification.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

2016
Extinction Profiles for the Classification of Remote Sensing Data.
IEEE Trans. Geosci. Remote. Sens., 2016

Deep Feature Extraction and Classification of Hyperspectral Images Based on Convolutional Neural Networks.
IEEE Trans. Geosci. Remote. Sens., 2016

Hyperspectral Data Classification Using Extended Extinction Profiles.
IEEE Geosci. Remote. Sens. Lett., 2016

A Self-Improving Convolution Neural Network for the Classification of Hyperspectral Data.
IEEE Geosci. Remote. Sens. Lett., 2016

Land-cover monitoring using time-series hyperspectral data via fractional-order darwinian particle swarm optimization segmentation.
Proceedings of the 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2016

Object based fusion of polarimetric SAR and hyperspectral imaging for land use classification.
Proceedings of the 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2016

Extended extinction profile for the classification of hyperspectral images.
Proceedings of the 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2016

Extinction profiles: A novel approach for the analysis of remote sensing data.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Deep fusion of hyperspectral and LiDAR data for thematic classification.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

2015
A Survey on Spectral-Spatial Classification Techniques Based on Attribute Profiles.
IEEE Trans. Geosci. Remote. Sens., 2015

A Novel Feature Selection Approach Based on FODPSO and SVM.
IEEE Trans. Geosci. Remote. Sens., 2015

A Novel Evolutionary Swarm Fuzzy Clustering Approach for Hyperspectral Imagery.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2015

Feature Selection Based on Hybridization of Genetic Algorithm and Particle Swarm Optimization.
IEEE Geosci. Remote. Sens. Lett., 2015

An advanced classifier for the joint use of LiDAR and hyperspectral data: Case study in Queensland, Australia.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

2014
Multilevel Image Segmentation Based on Fractional-Order Darwinian Particle Swarm Optimization.
IEEE Trans. Geosci. Remote. Sens., 2014

Spectral-Spatial Classification of Hyperspectral Images Based on Hidden Markov Random Fields.
IEEE Trans. Geosci. Remote. Sens., 2014

Automatic Spectral-Spatial Classification Framework Based on Attribute Profiles and Supervised Feature Extraction.
IEEE Trans. Geosci. Remote. Sens., 2014

Automatic Framework for Spectral-Spatial Classification Based on Supervised Feature Extraction and Morphological Attribute Profiles.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

Integration of Segmentation Techniques for Classification of Hyperspectral Images.
IEEE Geosci. Remote. Sens. Lett., 2014

FODSPO based feature selection for hyperspectral remote sensing data.
Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014

Fusion of hyperspectral and LiDAR data in classification of urban areas.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

2013
Spectral-spatial classification based on integrated segmentation.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

The spectral-spatial classification of hyperspectral images based on Hidden Markov Random Field and its Expectation-Maximization.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

2012
An efficient method for segmentation of images based on fractional calculus and natural selection.
Expert Syst. Appl., 2012

Use of Darwinian Particle Swarm Optimization technique for the segmentation of Remote Sensing images.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

A novel adaptive compression method for hyperspectral images by using EDT and particle swarm optimization.
Proceedings of the Digital Photography VIII, 2012

2011
Binary Hybrid GA-PSO based algorithm for compression of hyperspectral data.
Proceedings of the 5th International Conference on Signal Processing and Communication Systems, 2011


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