Farid Melgani

Farid Melgani's AcademicInfluence.com Rankings

Farid Melgani

Engineering

#6118

World Rank

#7423

Historical Rank

Electrical Engineering

#1779

World Rank

#1878

Historical Rank

Applied Physics

#1909

World Rank

#1943

Historical Rank

engineering Degrees

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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

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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:

University of Trento
University of Genoa

Farid Melgani's Academic­Influence.com Rankings

Farid Melgani's Degrees

Why Is Farid Melgani Influential?

Farid Melgani's Published Works

Published Works

What Schools Are Affiliated With Farid Melgani?

Farid Melgani's AcademicInfluence.com Rankings