Melba Crawford

Q: What Schools Are Affiliated With Melba Crawford

Melba Crawford is affiliated with the following schools: University of California, Berkeley, University of Texas at Austin, Ohio State University, Purdue University

Melba Crawford's AcademicInfluence.com Rankings

Melba Crawford

Engineering

#4144

World Rank

#5314

Historical Rank

Civil Engineering

#295

World Rank

#354

Historical Rank

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Engineering

Why Is Melba Crawford Influential?

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According to Wikipedia, Melba M. Crawford is the Associate Dean of Engineering for Research and a professor of agronomy, Civil Engineering, and Electrical & Computer Engineering at Purdue University. As the Nancy Uridil and Francis Bossu Professor in Civil Engineering, her specialty is Geomatics Engineering.

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Melba Crawford'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

Investigation of the random forest framework for classification of hyperspectral data (2005) (912)
Local Manifold Learning-Based $k$ -Nearest-Neighbor for Hyperspectral Image Classification (2010) (369)
Feature Mining for Hyperspectral Image Classification (2013) (343)
An Active Learning Approach to Hyperspectral Data Classification (2008) (282)
Best-bases feature extraction algorithms for classification of hyperspectral data (2001) (274)
Manifold-Learning-Based Feature Extraction for Classification of Hyperspectral Data: A Review of Advances in Manifold Learning (2014) (244)
Hierarchical Fusion of Multiple Classifiers for Hyperspectral Data Analysis (2002) (208)
Transfer Function Models of Daily Urban Water Use (1985) (152)
Active Learning: Any Value for Classification of Remotely Sensed Data? (2013) (148)
View Generation for Multiview Maximum Disagreement Based Active Learning for Hyperspectral Image Classification (2012) (107)
Modeling and simulation of a nonhomogeneous poisson process having cyclic behavior (1991) (98)
Adaptive Classification for Hyperspectral Image Data Using Manifold Regularization Kernel Machines (2010) (95)
Active Learning via Multi-View and Local Proximity Co-Regularization for Hyperspectral Image Classification (2011) (94)
Local-Manifold-Learning-Based Graph Construction for Semisupervised Hyperspectral Image Classification (2015) (94)
Unsupervised multistage image classification using hierarchical clustering with a bayesian similarity measure (2005) (94)
Integrating support vector machines in a hierarchical output space decomposition framework (2004) (90)
Anomaly Detection for Hyperspectral Images Based on Robust Locally Linear Embedding (2010) (80)
Fusing interferometric radar and laser altimeter data to estimate surface topography and vegetation heights (2001) (80)
Ensemble Multiple Kernel Active Learning For Classification of Multisource Remote Sensing Data (2015) (79)
An Active Learning Framework for Hyperspectral Image Classification Using Hierarchical Segmentation (2016) (74)
Spectral and Spatial Proximity-Based Manifold Alignment for Multitemporal Hyperspectral Image Classification (2016) (72)
Foreword to the Special Issue on Hyperspectral Image and Signal Processing (2010) (64)
Exploring Nonlinear Manifold Learning for Classification of Hyperspectral Data (2011) (64)
Point-to-plane registration of terrestrial laser scans (2012) (62)
Applying nonlinear manifold learning to hyperspectral data for land cover classification (2005) (62)
Fusion of airborne polarimetric and interferometric SAR for classification of coastal environments (1999) (57)
Improved Nonlinear Manifold Learning for Land Cover Classification via Intelligent Landmark Selection (2006) (56)
Anisotropic diffusion pyramids for image segmentation (1994) (56)
Improving Orthorectification of UAV-Based Push-Broom Scanner Imagery Using Derived Orthophotos From Frame Cameras (2017) (51)
Automated Ortho-Rectification of UAV-Based Hyperspectral Data over an Agricultural Field Using Frame RGB Imagery (2016) (48)
Domain Adaptation With Preservation of Manifold Geometry for Hyperspectral Image Classification (2016) (47)
Centroid and Covariance Alignment-Based Domain Adaptation for Unsupervised Classification of Remote Sensing Images (2019) (46)
Damage Patterns from Satellite Images of the 2003 Bam, Iran, Earthquake (2005) (45)
An Adaptive Nonlinear Predictor with Orthogonal Escalator Structure for Short-Term Load Forecasting (1989) (45)
A Framework for Land Cover Classification Using Discrete Return LiDAR Data: Adopting Pseudo-Waveform and Hierarchical Segmentation (2014) (41)
Adaptive Feature Spaces For Land Cover Classification With Limited Ground Truth Data (2002) (40)
Comparative Analysis of HRU and Grid-Based SWAT Models (2017) (35)
Spectral Unmixing-Based Crop Residue Estimation Using Hyperspectral Remote Sensing Data: A Case Study at Purdue University (2014) (35)
Boresight Calibration of GNSS/INS-Assisted Push-Broom Hyperspectral Scanners on UAV Platforms (2018) (33)
Results from the EO‐1 experiment—A comparative study of Earth Observing‐1 Advanced Land Imager (ALI) and Landsat ETM+ data for land cover mapping in the Okavango Delta, Botswana (2005) (33)
A Hierarchical Multiclassifier System for Hyperspectral Data Analysis (2000) (32)
Selection of Landmark Points on Nonlinear Manifolds for Spectral Unmixing Using Local Homogeneity (2013) (32)
Hierarchical clustering approach for unsupervised image classification of hyperspectral data (2004) (29)
Cloud-type discrimination via multispectral textural analysis (1994) (29)
Generalised supervised local tangent space alignment for hyperspectral image classification (2010) (29)
Enhancement, implementation, and performance of an adaptive short-term load forecasting algorithm (1991) (28)
Random forests of binary hierarchical classifiers for analysis of hyperspectral data (2003) (28)
Evaluation of color-infrared photography for distinguishing annual changes in riparian forest vegetation of the lower Rio Grande in Texas (2000) (28)
Wavelet-Domain Multiview Active Learning for Spatial-Spectral Hyperspectral Image Classification (2016) (28)
Sorghum Biomass Prediction Using Uav-Based Remote Sensing Data and Crop Model Simulation (2018) (28)
Active-Metric Learning for Classification of Remotely Sensed Hyperspectral Images (2016) (27)
YOLOv5-Tassel: Detecting Tassels in RGB UAV Imagery With Improved YOLOv5 Based on Transfer Learning (2022) (27)
Manifold learning based feature extraction for classification of hyper-spectral data (2013) (27)
Adaptive feature selection for hyperspectral data analysis using a binary hierarchical classifier and tabu search (2003) (25)
Development of laser waveform digitization for airborne LIDAR topographic mapping instrumentation (2005) (25)
The Chora of Chersonesos in Crimea, Ukraine (2000) (25)
Modeling temporal variations in multipolarized radar scattering from intertidal coastal wetlands (2008) (25)
Automatic Plant Counting and Location Based on a Few-Shot Learning Technique (2020) (25)
Introduction to the special issue on analysis of hyperspectral image data (2001) (25)
Earthquake damage identification using multi-temporal high-resolution optical satellite imagery (2005) (24)
Prediction of sorghum biomass based on image based features derived from time series of UAV images (2017) (24)
A versatile framework for labelling imagery with a large number of classes (1999) (24)
Classification of LIDAR data using a lower envelope follower and gradient-based operator (2002) (23)
Manifold alignment for multitemporal hyperspectral image classification (2011) (23)
Modular learning through output space decomposition (2000) (22)
Multiresolution manifold learning for classification of hyperspectral data (2007) (22)
Crop Residue Modeling and Mapping Using Landsat, ALI, Hyperion and Airborne Remote Sensing Data (2013) (21)
Spatially Adapted Manifold Learning for Classification of Hyperspectral Imagery with Insufficient Labeled Data (2008) (20)
Anomaly detection for hyperspectral images using local tangent space alignment (2010) (20)
Deep learning based retrieval algorithm for Arctic sea ice concentration from AMSR2 passive microwave and MODIS optical data (2019) (19)
An Adaptive Multiview Active Learning Approach for Spectral–Spatial Classification of Hyperspectral Images (2020) (19)
Extraction of Features From LIDAR Waveform Data for Characterizing Forest Structure (2012) (19)
USING HIGH RESOLUTION SATELLITE IMAGERY TO DETECT DAMAGE FROM THE 2003 NORTHERN ALGERIA EARTHQUAKE (2002) (17)
A Batch-Mode Regularized Multimetric Active Learning Framework for Classification of Hyperspectral Images (2017) (17)
Multi-view adaptive disagreement based active learning for hyperspectral image classification (2010) (17)
Terrain classification of ladar data over Haitian urban environments using a lower envelope follower and adaptive gradient operator (2010) (16)
Managing the risks of growing dryland maize in the northern region (2003) (15)
FeatureExplorer: Interactive Feature Selection and Exploration of Regression Models for Hyperspectral Images (2019) (15)
Knowledge Based Stacking of Hyperspectral Data for Land Cover Classification (2007) (15)
Multiscale fusion of INSAR data for improved topographic mapping (2002) (15)
Integrating crop growth models with remote sensing for predicting biomass yield of sorghum (2021) (14)
Extraction of digital elevation models for airborne laser terrain mapping data (2000) (13)
A Two-Stage Approach for Decomposition of ICESat Waveforms (2008) (13)
Multimetric Active Learning for Classification of Remote Sensing Data (2016) (13)
Locally consistent graph regularization based active learning for hyperspectral image classification (2010) (12)
New Orthophoto Generation Strategies from UAV and Ground Remote Sensing Platforms for High-Throughput Phenotyping (2021) (12)
Multi-Temporal Predictive Modelling of Sorghum Biomass Using UAV-Based Hyperspectral and LiDAR Data (2020) (12)
A novel adaptive classification method for hyperspectral data using manifold regularization kernel machines (2009) (11)
Adaptive feature selection for hyperspectral data analysis (2004) (11)
Classification of hyperspectral data using best-bases feature extraction algorithms (2000) (11)
Use of geographic information in response to the Sumatra-Andaman earthquake and Indian ocean tsunami of december 26, 2004 (2006) (11)
Cloud type discrimination via multispectral textural analysis (1993) (11)
A Bayesian Pairwise Classifier for Character Recognition (2001) (11)
An Active Learning Approach to Knowledge Transfer for Hyperspectral Data Analysis (2006) (10)
Monitoring of seasonal flooding in the Okavango Delta using EO-1 data (2002) (10)
Statistically Based Unsupervised Hierarchical Image Segmentation Algorithm With A Blurring Corrector (1989) (10)
Modeling wetland vegetation using polarimetric SAR (1996) (10)
Adaptive Nonparametric Estimation and Classification of Remotely Sensed Imagery Using a Pyramid Structure (1991) (10)
An Out-of-Sample Extension to Manifold Learning via Meta-Modeling (2019) (9)
Prediction of Sorghum Biomass Using Uav Time Series Data and Recurrent Neural Networks (2019) (9)
METHODOLOGY FOR FORECASTING AIR TRAVEL AND AIRPORT EXPANSION NEEDS (1985) (9)
Hierarchical classification of SAR data using a Markov random field model (1998) (9)
Exploiting spectral-spatial proximity for classification of hyperspectral data on manifolds (2012) (9)
Manifold Learning for Multi-classifier Systems via Ensembles (2009) (9)
An adaptive algorithm for short-term multinode load forecasting in power systems (1988) (8)
Learning a joint manifold with global-local preservation for multitemporal hyperspectral image classification (2013) (8)
Wavelet domain multi-view active learning for hyperspectral image analysis (2014) (8)
UAV-based multi-sensor multi-platform integration for high throughput phenotyping (2019) (8)
An integrated model of drilling vessel operations (1983) (8)
Introduction for the Special Issue on Remote Sensing for Major Disaster Prevention, Monitoring, and Assessment (2007) (8)
A Special Issue on Advances in Machine Learning for Remote Sensing and Geosciences [From the Guest Editors] (2016) (8)
Spaceborne and Airborne Remote Sensing for Geotechnical Applications (2006) (8)
Active Landmark Sampling for Manifold Learning Based Spectral Unmixing (2014) (8)
MULTISCALE FUSION OF INSAR DATA FOR HYDROLOGICAL APPLICATIONS (2002) (7)
Critical class oriented active learning for hyperspectral image classification (2011) (7)
Multisensor classification of wetland environments using airborne multispectral and SAR data (1997) (7)
Foreword to the earth observing 1 special issue (2003) (7)
Analysis of forest environments - classification as a metric of hyperspectral instrument performance (2003) (7)
Integrating Spatial Proximity with Manifold Learning for Hyperspectral Data (2010) (6)
Advancing Tassel Detection and Counting: Annotation and Algorithms (2021) (6)
Unsupervised classification using spatial region growing segmentation and fuzzy training (2001) (5)
An ensemble active learning approach for spectral-spatial classification of hyperspectral images (2015) (5)
Multiple kernel active learning for robust geo-spatial image analysis (2013) (5)
Implementation of UAV-Based Lidar for High Throughput Phenotyping (2018) (5)
Exploiting multisensor spectral data to improve crop residue cover estimates for management of agricultural water quality (2011) (5)
Comparison of Earthquake Damage Evaluation using Change Detection and Thematic Classification (2005) (5)
Panicle Counting in UAV Images for Estimating Flowering Time in Sorghum (2021) (5)
Unsupervised multistage segmentation using Markov random field and maximum entropy principle (1994) (5)
Wheel-Based Lidar Data for Plant Height and Canopy Cover Evaluation to Aid Biomass Prediction (2018) (5)
Spatial context driven manifold learning for hyperspectral image classification (2014) (4)
Manifold alignment for classification of multitemporal hyperspectral data (2011) (4)
Multi-Sensor Integration Onboard a UAV-Based Mobile Mapping System for Agricultural Management (2018) (4)
Modeling SAR backscattering response to coastal inundation (1999) (4)
Extending out-of-sample manifold learning via meta-modelling techniques (2017) (4)
Adaptive reconstruction of sequential AVHRR imagery of Texas via dynamic compositing using an exponentially weighted polynomial function (1994) (4)
Monitoring the Rio Grande valley cotton stalk destruction program with satellite imagery (1992) (4)
Landmark selection using homogeneity on nonlinear manifolds for unmixing hyperspectral data (2012) (4)
Deep Transfer Learning For Plant Center Localization (2020) (4)
Multiresolution feature extraction for pairwise classification of hyperspectral data (2000) (4)
Multitemporal classification of image series with seasonal variability using harmonic components (2003) (4)
Advances in Hyperspectral Image Classification Methods for Vegetation and Agricultural Cropland Studies (2018) (4)
Curvature Filters-Based Multiscale Feature Extraction for Hyperspectral Image Classification (2021) (4)
A Weakly Supervised Deep Learning Approach for Plant Center Detection and Counting (2020) (4)
Polyline Feature Extraction for Land Cover Classification using Hyperspectral Data (2003) (4)
Estimating Leaf Area Index in Row Crops Using Wheel-Based and Airborne Discrete Return Light Detection and Ranging Data (2021) (4)
Assessing Crop Residue Cover Using Hyperion Data (2008) (4)
Foreword to the Special Issue on Landsat Sensor Performance Characterization (2004) (3)
Analysis of EO-1 ALI data to determine local impacts of Hurricane Iris on broadleaf forests in Belize, Central America (2002) (3)
Feature Mining for Hyperspectral Image Classification A general overview and analysis of feature reduction methods for classification of hyperspectral images is provided. Experimental results give the performance of selected feature selection and feature extraction approaches. (2013) (3)
Removal of residual errors from SAR-derived digital elevation models for improved topographic mapping of low-relief areas (1997) (3)
Comparative Study of Two Automatic Registration Algorithms (2013) (3)
High‐resolution hyperspectral imagery from pushbroom scanners on unmanned aerial systems (2021) (3)
Improved accuracy for interferometric radar images using polarimetric radar and laser altimetry data (2000) (3)
Field-Based Plot Extraction Using UAV RGB Images (2021) (3)
Robust estimation of crop residue cover via ulti/hyperspectral sensing (2009) (3)
Adaptive Parametric Estimation And Classification Of Remotely Sensed Imagery Using A Pyramid Structure (1990) (3)
Quantification of Glacier Changes Using Icesat Elevation Data and the Srtm Digital Elevation Model in the Western Karakoram Himalaya Region (2008) (3)
Unsupervised classification for multi-sensor data in remote sensing using Markov random field and maximum entropy method (1999) (3)
RIGOROUS POINT-TO-PLANE REGISTRATION OF TERRESTRIAL LASER SCANS (2012) (3)
A regression approach to the mapping of bio-physical characteristics of surface sediment using in situ and airborne hyperspectral acquisitions (2017) (3)
Monitoring the Ancient Countryside: Remote Sensing and GIS at the Chora of Chersonesos (Crimea, Ukraine) (2002) (3)
Complexity Estimation Based Work Load Balancing for a Parallel Lidar Waveform Decomposition Algorithm (2009) (3)
Detecting Small-Scale Topographic Changes and Relict Geomorphic Features on Barrier Islands Using SAR (1996) (2)
Application of remote sensing observations as APEX model input for estimating soil erosion (2013) (2)
Foreword to the Special Issue on Advances in Techniques for Analysis of Remotely Sensed Data (2005) (2)
PREDICTION OF SORGHUM BIOMASS USING TIME SERIES UAV-BASED HYPERSPECTRAL AND LIDAR DATA (2020) (2)
Best bases Bayesian hierarchical classifier for hyperspectral data analysis (2002) (2)
Multi-Year Sorghum Biomass Prediction with UAV-Based Remote Sensing Data (2021) (2)
Efficient edge detection by scale adaptation and recursive half-space filtering (1993) (2)
Hyperspectral Indices for Predicting Nitrogen Use Efficiency in Maize Hybrids (2022) (2)
Classification of multi-source sensor data with limited labeled data (2015) (2)
A Two-stage Algorithm For Registration Of Remotely Sensed Images (1989) (1)
Evaluating soil water routing approaches in watershed‐scale, ecohydrologic modelling (2021) (1)
Application of cluster analysis and orbit determination to the data association of multiple target tracking in space (1992) (1)
Combining active and metric learning for hyperspectral image classification (2014) (1)
Applications Of An Adaptive Reconstruction System To A Sequence Of Nonstationary Image Data (1990) (1)
Multi-channel/multi-sensor image classification using hierarchical clustering and fuzzy classification (2000) (1)
Strong sensitivity of watershed-scale, ecohydrologic model predictions to soil moisture (2021) (1)
Unsupervised classification using spatial region growing segmentation and fuzzy training (2001) (1)
Semi-supervised multi-metric active learning for classification of hyperspectral images (2016) (1)
INTEGRATING SPATIAL PROXIMITY WITH MANIFOLD LEARNING (2010) (1)
Unsupervised Training for Image Segmentation via Spatial Clustering and Nonparametric Spectral Distance Measures (1992) (1)
A CORRESPONDENCE-BASED STRATEGY FOR AUTOMATIC REGISTRATION OF TERRESTRIAL LASER SCANNING DATA (2010) (1)
Multi-Spectral Texture Analysis for Cloud Feature Discrimination (1992) (1)
The impact of bio-physical thresholds on sediment analysis through field reflectance spectra and hyperspectral imagery (2015) (0)
Estimation of Leaf Area Index in Maize from Uav-Based Lidar Point Cloud Data Via Pointnet++ (2023) (0)
A novel transfer learning framework for sorghum biomass prediction using UAV-based remote sensing data and genetic markers (2023) (0)
STABILITY AND SCALABILITY ASSESSMENT OF COMPLEXITY ESTIMATION BASED WORK LOAD BALANCING APPROACH FOR A PARALLEL LIDAR WAVEFORM DECOMPOSITION ALGORITHM (2010) (0)
Welcome from the IEEE Geoscience and Remote Sending Society president (2013) (0)
Model based simulation of multispectral images based on remotely sensed data (2003) (0)
MODEL-BASED INTEGRATION OF INSAR AND LIDAR FOR CANOPY STRUCTURE (2009) (0)
SMAP soil moisture data assimilation impacts on water quality and crop yield predictions in watershed modeling (2023) (0)
Guest Editorial Computational Imaging for Earth Sciences (2017) (0)
Volume 2 Overview (2018) (0)
Multitemporal classification of Texas AVHRR imagery using harmonic components (1994) (0)
Active Manifold Learning for Hyperspectral Image Classification (2018) (0)
Detection of Outliers in LiDAR Data Acquired by Multiple Platforms over Sorghum and Maize (2021) (0)
A Sequential LiDAR Waveform Decomposition Algorithm (2010) (0)
Predicting Nitrogen Efficiencies in Mature Maize with Parametric Models Employing In-Season Hyperspectral Imaging (2022) (0)
Wavelet domain active learning for robust classification of full-waveform LiDAR data (2014) (0)
INTEGRATION OFWAVEFORM LIDAR AND HYPERSPECTRAL DATA TO ESTIMATE STRUCTURAL ATTRIBUTES OF TROPICAL FORESTS (2010) (0)
Automatic Discovery of Class Hierarchies via Output Space Decomposition (2005) (0)
Quantification of glacier elevation changes using ICESat and SRTM elevation data in the Upper Indus Basin (2010) (0)
Planery speaker: Nonlinear manifolds for feature extraction: Opportunities and challenge (2011) (0)
AnAdaptive Nonlinear Predictor withOrthogonal Escalator Structure forShort-Term -- LoadForecasting (1989) (0)
Classification and Characterization of Neotropical Rainforest Vegetation from Hyperspectral and LiDAR Data (2013) (0)
Geospatial Image Data for Sorghum Phenotyping (2021) (0)
MANIFOLD LEARNING FOR CLASSIFICATION OF HYPERSPECTRAL IMAGE DATA (2013) (0)
Multistage Hierarcircal Image Segmentation Algorithm Using Markov Random Field And Maximum Entropy Principle For Spatially Continuous Images (1990) (0)
Impact of Spatial Scale on Calibration and Model Output for a Grid-based SWAT Model (2014) (0)
Adaptive Nonparametric Estimation and Classification of Remotely Sensed Imagery Using a Pyramid Structure (1991) (0)
A regularized multi-metric active learning framework for hyperspectral image classification (2016) (0)
Advanced Methods for Analyzing Remotely Sensed Data (2015) (0)
Field-based Predictive Phenomics (2016) (0)
Collaborative Research: Multisensor Approach Mapping of 2D and 3D Geologic Features from Remotely Sensed Imagery (2005) (0)
Maize Yield Prediction Based On Multi-Modality Remote Sensing And Lstm Models In Nitrogen Management Practice Trials (2022) (0)
Implementation of Waveform Digitization In A Small Footprint, Airborne Lidar Topographic Mapping System (2004) (0)
Models informed largely by sensor-supplied data can provide insights into the role of agriculture in carbon , energy , nutrient , and water cycles (2011) (0)
Technology and Information Fusion Needs to Address the Food, Energy, Water Systems (FEWS) Nexus Challenges (2015) (0)
Crop Mapping through an Adaptive Multiview Active Learning Strategy (2019) (0)
Sensitivity analysis of a spatially-adaptive estimator for data fusion (2002) (0)
Application of the adaptive Kalman filter to estimation of ambient air quality as an enforcement tool for the federal nondegradation air quality standards. (1981) (0)
"enhancement of Fingerprint Images Using Shape-adaptated Scale-space Operators", Ieee Tr. on Image Processing (2003) (0)

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What Schools Are Affiliated With Melba Crawford?

Melba Crawford is affiliated with the following schools: