Farid Melgani
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Farid Melganiengineering Degrees
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Electrical Engineering
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Applied Physics
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Engineering
Farid Melgani's Degrees
- PhD Electrical Engineering University of Trento
- Masters Electrical Engineering University of Trento
- Bachelors Electrical Engineering University of Trento
Why Is Farid Melgani Influential?
(Suggest an Edit or Addition)Farid Melgani's Published Works
Number of citations in a given year to any of this author's works
Total number of citations to an author for the works they published in a given year. This highlights publication of the most important work(s) by the author
Published Works
- Classification of hyperspectral remote sensing images with support vector machines (2004) (3355)
- An unsupervised approach based on the generalized Gaussian model to automatic change detection in multitemporal SAR images (2005) (684)
- Deep learning approach for active classification of electrocardiogram signals (2016) (501)
- Classification of Electrocardiogram Signals With Support Vector Machines and Particle Swarm Optimization (2008) (478)
- Toward an Optimal SVM Classification System for Hyperspectral Remote Sensing Images (2006) (425)
- Image thresholding based on the EM algorithm and the generalized Gaussian distribution (2007) (241)
- Nearest Neighbor Classification of Remote Sensing Images With the Maximal Margin Principle (2008) (222)
- Automatic Analysis of GPR Images: A Pattern-Recognition Approach (2009) (218)
- Automatic Car Counting Method for Unmanned Aerial Vehicle Images (2014) (195)
- A wavelet optimization approach for ECG signal classification (2012) (175)
- A Convolutional Neural Network Approach for Assisting Avalanche Search and Rescue Operations with UAV Imagery (2017) (172)
- Detecting Cars in UAV Images With a Catalog-Based Approach (2014) (162)
- A Markov random field approach to spatio-temporal contextual image classification (2003) (159)
- Unsupervised Change Detection in Multispectral Remotely Sensed Imagery With Level Set Methods (2010) (155)
- Robust support vector regression for biophysical variable estimation from remotely sensed images (2006) (152)
- Clustering of Hyperspectral Images Based on Multiobjective Particle Swarm Optimization (2009) (148)
- SVM Active Learning Approach for Image Classification Using Spatial Information (2014) (146)
- Using convolutional features and a sparse autoencoder for land-use scene classification (2016) (133)
- Differential Evolution Extreme Learning Machine for the Classification of Hyperspectral Images (2014) (132)
- Contextual reconstruction of cloud-contaminated multitemporal multispectral images (2006) (129)
- Gaussian Process Approach to Remote Sensing Image Classification (2010) (125)
- One‐dimensional convolutional neural networks for spectroscopic signal regression (2018) (124)
- Gaussian Process Regression for Estimating Chlorophyll Concentration in Subsurface Waters From Remote Sensing Data (2010) (118)
- Unsupervised change-detection methods for remote-sensing images (2002) (107)
- A comprehensive review of hybrid models for solar radiation forecasting (2020) (105)
- Domain Adaptation Network for Cross-Scene Classification (2017) (103)
- Kernel ridge regression with active learning for wind speed prediction (2013) (103)
- An explicit fuzzy supervised classification method for multispectral remote sensing images (2000) (93)
- Inpainting Strategies for Reconstruction of Missing Data in VHR Images (2011) (91)
- Convolutional SVM Networks for Object Detection in UAV Imagery (2018) (91)
- A Complete Processing Chain for Shadow Detection and Reconstruction in VHR Images (2012) (90)
- Computer vision-based phenotyping for improvement of plant productivity: a machine learning perspective (2018) (90)
- Robust multiple estimator systems for the analysis of biophysical parameters from remotely sensed data (2005) (90)
- Support vector machines for classification of hyperspectral remote-sensing images (2002) (88)
- Efficient Framework for Palm Tree Detection in UAV Images (2014) (88)
- A Multiobjective Genetic SVM Approach for Classification Problems With Limited Training Samples (2009) (86)
- Active Learning Methods for Electrocardiographic Signal Classification (2010) (81)
- Automatic identification of the number and values of decision thresholds in the log-ratio image for change detection in SAR images (2006) (77)
- Semisupervised PSO-SVM Regression for Biophysical Parameter Estimation (2007) (74)
- A Deep Learning Approach to UAV Image Multilabeling (2017) (72)
- Missing-Area Reconstruction in Multispectral Images Under a Compressive Sensing Perspective (2013) (72)
- Fusion of supervised and unsupervised learning for improved classification of hyperspectral images (2012) (72)
- Land-Use Classification With Compressive Sensing Multifeature Fusion (2015) (71)
- Comparison of feature reduction techniques for classification of hyperspectral remote sensing data (2003) (69)
- Markovian Fusion Approach to Robust Unsupervised Change Detection in Remotely Sensed Imagery (2006) (69)
- A SIFT-SVM method for detecting cars in UAV images (2012) (62)
- A statistical approach to the fusion of spectral and spatio-temporal contextual information for the classification of remote-sensing images (2002) (61)
- Fusion of Extreme Learning Machine and Graph-Based Optimization Methods for Active Classification of Remote Sensing Images (2015) (56)
- Multi-step ahead forecasting of daily global and direct solar radiation: A review and case study of Ghardaia region (2018) (54)
- Contextual Spatiospectral Postreconstruction of Cloud-Contaminated Images (2008) (53)
- Support Vector Machine Active Learning Through Significance Space Construction (2011) (53)
- An Adaptive SVM Nearest Neighbor Classifier for Remotely Sensed Imagery (2006) (49)
- Detection of premature ventricular contraction arrhythmias in electrocardiogram signals with kernel methods (2014) (47)
- Genetic SVM Approach to Semisupervised Multitemporal Classification (2008) (47)
- Ensemble of Deep Models for Event Recognition (2018) (45)
- Spatial and Structured SVM for Multilabel Image Classification (2018) (45)
- Genetic algorithm-based method for mitigating label noise issue in ECG signal classification (2015) (38)
- Unsupervised change detection methods for remote sensing images (2002) (37)
- Large-Scale Image Classification Using Active Learning (2014) (36)
- A genetic expectation-maximization method for unsupervised change detection in multitemporal SAR imagery (2009) (36)
- A Compressive Sensing Approach to Describe Indoor Scenes for Blind People (2015) (35)
- Convolutional neural networks for near real-time object detection from UAV imagery in avalanche search and rescue operations (2016) (34)
- Automatic Detection and Classification of Buried Objects in GPR Images Using Genetic Algorithms and Support Vector Machines (2008) (33)
- Multisource data classification with dependence trees (2002) (33)
- GPR B scan image analysis with deep learning methods (2020) (32)
- Characterizing the spatiotemporal distribution of meteorological drought as a response to climate variability: The case of rift valley lakes basin of Ethiopia (2019) (32)
- Active Learning Methods for Biophysical Parameter Estimation (2012) (32)
- A fast object detector based on high-order gradients and Gaussian process regression for UAV images (2015) (29)
- Active learning for spectroscopic data regression (2012) (28)
- Multiclass Coarse Analysis for UAV Imagery (2015) (28)
- Classification of Hyperspectral Remote Sensing Images Using Gaussian Processes (2008) (28)
- Toward Remote Sensing Image Retrieval Under a Deep Image Captioning Perspective (2020) (28)
- Improved Estimation of Water Chlorophyll Concentration With Semisupervised Gaussian Process Regression (2012) (28)
- Gaussian Process Approach to Buried Object Size Estimation in GPR Images (2010) (27)
- Robust image binarization with ensembles of thresholding algorithms (2006) (26)
- Reconstructing Cloud-Contaminated Multispectral Images With Contextualized Autoencoder Neural Networks (2018) (25)
- Multiple regression systems for spectrophotometric data analysis (2009) (24)
- Automatic Ground-Truth Validation With Genetic Algorithms for Multispectral Image Classification (2009) (23)
- Swarm Optimization of Structuring Elements for VHR Image Classification (2013) (23)
- Monitoring structural damages in big industrial plants with UAV images (2014) (20)
- Detecting premature ventricular contractions in ECG signals with Gaussian processes (2008) (20)
- Swarm Intelligence Approach to Wavelet Design for Hyperspectral Image Classification (2009) (20)
- Classification of hyperspectral images with support vector machines: multiclass strategies (2004) (20)
- Residual CNN + Bi-LSTM model to analyze GPR B scan images (2021) (20)
- Gaussian process regression within an active learning scheme (2011) (20)
- Toward an assisted indoor scene perception for blind people with image multilabeling strategies (2015) (19)
- Classification of AAMI heartbeat classes with an interactive ELM ensemble learning approach (2015) (19)
- An automatic method for counting olive trees in very high spatial remote sensing images (2009) (18)
- Robust Estimation of Water Chlorophyll Concentrations With Gaussian Process Regression and IOWA Aggregation Operators (2014) (18)
- Wave Period and Coastal Bathymetry Using Wave Propagation on Optical Images (2016) (18)
- A novel fusion approach based on induced ordered weighted averaging operators for chemometric data analysis (2013) (18)
- Using OWA Fusion Operators for the Classification of Hyperspectral Images (2013) (18)
- Multilabel Conditional Random Field Classification for UAV Images (2018) (18)
- Estimating Biophysical Parameters from Remotely Sensed Imagery with Gaussian Processes (2008) (17)
- High-Coverage Satellite-Based Coastal Bathymetry through a Fusion of Physical and Learning Methods (2019) (17)
- Optical Image Classification: A Ground-Truth Design Framework (2013) (17)
- Land-Cover Classification of Remotely Sensed Images Using Compressive Sensing Having Severe Scarcity of Labeled Patterns (2015) (17)
- COVID-19 Detection in CT/X-ray Imagery Using Vision Transformers (2022) (17)
- Domain Adversarial Neural Networks for Large-Scale Land Cover Classification (2019) (16)
- A two-stage regression approach for spectroscopic quantitative analysis (2011) (16)
- Geometric model for vision-based door detection (2014) (16)
- A multilevel hierarchical approach to classification of high spatial resolution images with support vector machines (2004) (15)
- Local SVM approaches for fast and accurate classification of remote-sensing images (2012) (15)
- LBP-based multiclass classification method for UAV imagery (2015) (15)
- Fusion of multitemporal contextual information by neural networks for multisensor image classification (2001) (15)
- Towards Automatic Extraction and Updating of VGI-Based Road Networks Using Deep Learning (2019) (14)
- Fast indoor scene description for blind people with multiresolution random projections (2017) (14)
- Support vector regression with kernel combination for missing data reconstruction (2013) (14)
- Classification of COVID-19 in Chest CT Images using Convolutional Support Vector Machines (2020) (14)
- NMF with feature relationship preservation penalty term for clustering problems (2021) (14)
- Classification Of Multitemporal Remote-Sensing Images By A Fuzzy Fusion Of Spectral And Spatio-Temporal Contextual Information (2004) (14)
- Vision System for Automatic On-Tree Kiwifruit Counting and Yield Estimation (2020) (13)
- A variational level-set method for unsupervised change detection in remote sensing images (2009) (13)
- Partially supervised detection of changes from remote sensing images (2002) (13)
- A Novel SVM-Based Decoder for Remote Sensing Image Captioning (2022) (12)
- A deep neural network approach to QRS detection using autoencoders (2021) (12)
- An approach to unsupervised change detection in multitemporal SAR images based on the Generalized Gaussian distribution (2004) (11)
- A New CNN-RNN Framework For Remote Sensing Image Captioning (2020) (11)
- Indoor object recognition in RGBD images with complex-valued neural networks for visually-impaired people (2019) (11)
- Three-Layer Convex Network for Domain Adaptation in Multitemporal VHR Images (2016) (11)
- Real-Time Indoor Scene Description for the Visually Impaired Using Autoencoder Fusion Strategies with Visible Cameras (2017) (11)
- Capsule Networks for Object Detection in UAV Imagery (2019) (11)
- Change Detection from Unlabeled Remote Sensing Images Using SIAMESE ANN (2019) (11)
- Hierarchical ownership and deterministic watermarking of digital images via polynomial interpolation (2006) (10)
- Scene Description for Visually Impaired People with Multi-Label Convolutional SVM Networks (2019) (10)
- A pool of deep models for event recognition (2017) (10)
- Car speed estimation method for UAV images (2014) (10)
- Improving active learning methods using spatial information (2011) (10)
- Support Vector Regression in Spectrophotometry: An Experimental Study (2012) (10)
- Retro-Remote Sensing: Generating Images From Ancient Texts (2019) (10)
- Leaf Wetness Evaluation Using Artificial Neural Network for Improving Apple Scab Fight (2017) (9)
- Gan-Based Domain Adaptation for Object Classification (2018) (9)
- Robust Unsupervised Change Detection with Markov Random Fields (2006) (9)
- Hierarchical deterministic image watermarking via polynomial interpolation (2005) (9)
- ADVANCES IN UNSUPERVISED CHANGE DETECTION (2003) (8)
- Assessing the Reconstructability of Shadow Areas in VHR Images (2013) (8)
- Cell algorithms with data inflation for non-parametric classification (2006) (8)
- Complex-Valued Representation for RGB-D Object Recognition (2017) (8)
- A pattern recognition system for extracting buried object characteristics in GPR images (2009) (8)
- Near-lossless spread spectrum watermarking for multispectral remote sensing images (2007) (8)
- Fusion of multitemporal contextual information by neural networks for multisensor remote sensing image classification (2003) (8)
- Quantum Support Vector Machine Algorithms for Remote Sensing Data Classification (2021) (8)
- Comparison of different feature detectors and descriptors for car classification in UAV images (2013) (7)
- Classification of Hyperspectral Remote Sensing Images With Support Vector Machines (7)
- Rainfall retrieval and drought monitoring skill of satellite rainfall estimates in the Ethiopian Rift Valley Lakes Basin (2019) (7)
- Change detection in multitemporal SAR images based on generalized Gaussian distribution and EM algorithm (2004) (7)
- Semisupervised Gaussian process regression for biophysical parameter estimation (2010) (7)
- Multilabel classification of UAV images with Convolutional Neural Networks (2016) (7)
- Cloud-contaminated image reconstruction with contextual spatio-spectral information (2007) (7)
- Semi-supervised multitemporal classification with support vector machines and genetic algorithms (2007) (7)
- SVR active learning for product quality control (2012) (7)
- Unsupervised Spectral–Spatial Feature Extraction With Generalized Autoencoder for Hyperspectral Imagery (2020) (6)
- A robust regression approach for spectrophotometric signal analysis (2012) (6)
- A fuzzy spatio-temporal contextual classifier for remote sensing images (2000) (6)
- Model-based active learning for SVM classification of remote sensing images (2010) (5)
- Semi-Supervised Learning Based Color Iris Recognition (2008) (5)
- Retrieving Images with Generated Textual Descriptions (2019) (5)
- A data fusion approach to unsupervised change detection (2003) (5)
- New fusion and selection approaches for estimating the remaining useful life using Gaussian process regression and induced ordered weighted averaging operators (2020) (5)
- MaxEnt-based modeling of suitable habitat for rehabilitation of Podocarpus forest at landscape-scale (2022) (5)
- Spatial contextual Gaussian process learning for remote-sensing image classification (2015) (5)
- A Multiobjective Genetic Data Inflation Methodology for Support Vector Machine Classification (2006) (5)
- Swarm intelligence for unsupervised classification of hyperspectral images (2009) (5)
- Feature selection algorithm based on PDF/PMF area difference (2020) (4)
- Incremental Learning Based Color Iris Recognition (2008) (4)
- A residual-based approach to classification of remote sensing images (2003) (4)
- Multiobjective PSO for Hyperspectral Image Clustering (2013) (4)
- Improving Text Encoding for Retro-Remote Sensing (2021) (4)
- Optimizing wavelets for hyperspectral image classification (2009) (4)
- Multivariate analysis as a tool for Ion Beam Induced Luminescence (IBIL) spectra interpretation. (2011) (4)
- An object detection technique for very high resolution remote sensing images (2013) (4)
- CSVM Architectures for Pixel-Wise Object Detection in High-Resolution Remote Sensing Images (2020) (4)
- Remote Sensing Image Captioning with SVM-Based Decoding (2020) (3)
- Design of a multiblock general regression neural network for wind speed prediction in Algeria (2013) (3)
- Change Detection in Unlabeled Optical Remote Sensing Data Using Siamese CNN (2020) (3)
- Multiresolution inpainting for reconstruction of missing data in VHR images (2011) (3)
- An Adversarial Approach to Cross-Sensor Hyperspectral Data Classification (2018) (3)
- Multi-Scale Convolutional SVM Networks for Multi-Class Classification Problems of Remote Sensing Images (2019) (3)
- Fully Convolutional SVM for Car Detection In Uav Imagery (2019) (3)
- Change Captioning: A New Paradigm for Multitemporal Remote Sensing Image Analysis (2022) (3)
- Recent Methods for Reconstructing Missing Data in Multispectral Satellite Imagery (2016) (3)
- Orthogonal matching pursuit for VHR image reconstruction (2012) (3)
- Captioning Changes in Bi-Temporal Remote Sensing Images (2021) (3)
- A Genetic Automatic Ground-Truth Validation Method for Multispectral Remote Sensing Images (2008) (3)
- Estimation of biophysical parameters from optical remote-sensing images with high-order residues (2004) (2)
- Point-Based Weakly Supervised Learning for Object Detection in High Spatial Resolution Remote Sensing Images (2021) (2)
- Leaf development index estimation using UAV imagery for fighting apple scab (2017) (2)
- Bi-Modal Transformer-Based Approach for Visual Question Answering in Remote Sensing Imagery (2022) (2)
- An approach for classifying large scale images (2012) (2)
- Semisupervised Two-Level Fusion-Based Autoencoded Approach for Low-Cost Domain Adaptation of Remotely Sensed Images (2019) (2)
- Contextual genetic algorithm for compressive sensing reconstruction of VHR images (2013) (2)
- PROPOSAL OF DIFFERENT APPROACHES TO SPATIO-TEMPORAL CONTEXTUAL CLASSIFICATION OF REMOTE-SENSING IMAGES (2002) (2)
- Retro-Remote Sensing With Doc2Vec Encoding (2020) (2)
- Automatic analysis of the log-ratio image for the detection of multiple changes in multitemporal SAR images (2005) (2)
- A mutual approach based on Markov random fields for multitemporal contextual classification of remote sensing images (2001) (2)
- Multilabeling UAV images with Autoencoder networks (2017) (2)
- Multiple estimator system for the analysis of water quality parameters (2003) (2)
- AN EVALUATION OF THE EXPLICIT FUZZY METHOD USING PARAMETRIC AND NON-PARAMETRIC APPROACHES FOR SUPERVISED CLASSIFICATION OF MULTISPECTRAL REMOTE SENSING DATA (2001) (2)
- Unsupervised domain adaptation using transformers for sugarcane rows and gaps detection (2022) (1)
- Contrasting EfficientNet, ViT, and gMLP for COVID-19 Detection in Ultrasound Imagery (2022) (1)
- Some criteria to assess the reconstructability of shadow areas (2012) (1)
- Sparse modeling of the land use classification problem (2015) (1)
- Change Detection in Multitemporal SAR Images Based on the EM-GA Algorithm and Markov Random Fields (2005) (1)
- Multisensor data classification with dependence trees (2001) (1)
- Catheter detection and segmentation in volumetric ultrasound using SVM and GLCM (2018) (1)
- A residual-based technique for the estimation of biophysical parameters from remote-sensing images (2003) (1)
- New fusion frameworks including explicit weighting functions for the remaining useful life prognostics (2021) (1)
- A fast screening method for detecting cars in UAV images over urban areas (2015) (1)
- Detection of premature ventricular contraction arrhythmias in electrocardiogram signals with kernel methods (2012) (1)
- Quantum SVR for Chlorophyll Concentration Estimation in Water With Remote Sensing (2022) (1)
- A near-lossless spread spectrum watermarking technique for remote sensing imagery (2005) (1)
- Pixel-Wise Classification of Hyperspectral Images With 1D Convolutional SVM Networks (2022) (1)
- Evolutionary Computation Approach to ECG Signal Classification (2016) (1)
- Deep Learning-Based Apple Detection with Attention Module and Improved Loss Function in YOLO (2023) (0)
- Reconstruction of cloud-contaminated multitemporal optical images with a contextual prediction method (2005) (0)
- Three dimensional electromagnetic sub-surface sensing by means of a multi-step SVM-based classification technique (2007) (0)
- Image-based algorithm for the catheter recognition based on GLCM (2018) (0)
- Adaptive wave tracing for coastal bathymetry estimation (2016) (0)
- A novel technique for unsupervised change detection in multitemporal SAR Images (2004) (0)
- An advanced classification system based on the back-propagation of consensus (2003) (0)
- A New Active Image Captioning Fusion Strategy (2022) (0)
- A SIFT-GPR Multi-Class Indoor Object Recognition Method for Visually Impaired People (2015) (0)
- Multivariate analysis of Ion Beam Induced Luminescence (IBIL) spectra (2011) (0)
- Multivariate analysis of silver ion-exchanged silicate glasses: Micro-Raman depth profiling spectra (2012) (0)
- Quantum Support Vector Regression for Biophysical Variable Estimation in Remote Sensing (2022) (0)
- Sar Compressed Sensing Based On Gaussian Process Regression (2020) (0)
- Satellite Image Time Series: Mathematical Models for Data Mining and Missing Data Restoration (2018) (0)
- Learning from Data for Remote Sensing Image Analysis (2022) (0)
- Smart grid resources allocation using smart genetic heuristic (2020) (0)
- Wave Period and Coastal Bathymetry Estimations from Satellite Images (2016) (0)
- Multilanguage Transformer for Improved Text to Remote Sensing Image Retrieval (2022) (0)
- Automatic Crop Rows Segmentation for Multispectral Aerial Imagery (2022) (0)
- Deep Learning Approach For Post-Flood Soil Deformation Mapping Using Insar Data (2020) (0)
- Semisupervised PSO-SVM Regression for (2007) (0)
- Autoencoding approach to the cloud removal problem (2017) (0)
- Adaptive basis pursuit compressive sensing reconstruction with histogram matching (2013) (0)
- Towards Generating Remote Sensing Images of the Far Past (2019) (0)
- Land Use Classification with Sparse Models (2017) (0)
- Understanding traditional agro-ecosystem dynamics in response to systematic transition processes and rainfall variability patterns at watershed-scale in Southern Ethiopia (2022) (0)
- An Active Learning Strategy for SVM-Based Captioning (2021) (0)
- Classification between upper and lower motor neurons in amyotrophic lateral sclerosis patients by electromyographic processing and analysis (2021) (0)
- Genetic robust kernel sample selection for chemometric data analysis (2021) (0)
- Visual Question Generation From Remote Sensing Images (2023) (0)
- CapERA: Captioning Events in Aerial Videos (2023) (0)
- A Fast and Comprehensive Indoor Scene Understanding Approach: For Blind People (2014) (0)
- Fusion of the Multi-Sensor Data of the COSMO-SkyMed Mission (2000) (0)
- A multiobjective PSO inflation methodology for SVM regression with limited training samples (2007) (0)
- Ground-truth assisted design for remote sensing image classification (2011) (0)
- Low-Cost Handheld Spectrometry for Detecting Flavescence Dorée in Vineyards (2023) (0)
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What Schools Are Affiliated With Farid Melgani?
Farid Melgani is affiliated with the following schools: