Melba M. Crawford
Orcid: 0000-0003-3459-2094Affiliations:
- Purdue University, West Lafayette, IN, USA
According to our database1,
Melba M. Crawford
authored at least 126 papers
between 1983 and 2024.
Collaborative distances:
Collaborative distances:
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Bibliography
2024
Investigation of Hierarchical Spectral Vision Transformer Architecture for Classification of Hyperspectral Imagery.
IEEE Trans. Geosci. Remote. Sens., 2024
Attention Guided Semisupervised Generative Transfer Learning for Hyperspectral Image Analysis.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024
2023
Adversarial Discriminative Knowledge Transfer with a Multi-Class Discriminator for Robust Geoai.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023
2022
Curvature Filters-Based Multiscale Feature Extraction for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2022
YOLOv5-Tassel: Detecting Tassels in RGB UAV Imagery With Improved YOLOv5 Based on Transfer Learning.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022
Predicting Nitrogen Efficiencies in Mature Maize with Parametric Models Employing In-Season Hyperspectral Imaging.
Remote. Sens., 2022
Remote. Sens., 2022
2021
New Orthophoto Generation Strategies from UAV and Ground Remote Sensing Platforms for High-Throughput Phenotyping.
Remote. Sens., 2021
Remote. Sens., 2021
Strong sensitivity of watershed-scale, ecohydrologic model predictions to soil moisture.
Environ. Model. Softw., 2021
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021
Proceedings of the IEEE/CVF International Conference on Computer Vision Workshops, 2021
2020
An Adaptive Multiview Active Learning Approach for Spectral-Spatial Classification of Hyperspectral Images.
IEEE Trans. Geosci. Remote. Sens., 2020
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020
Multi-Temporal Predictive Modelling of Sorghum Biomass Using UAV-Based Hyperspectral and LiDAR Data.
Remote. Sens., 2020
PREDICTION OF SORGHUM BIOMASS USING TIME SERIES UAV-BASED HYPERSPECTRAL AND LIDAR DATA.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020
Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020
2019
IEEE Trans. Image Process., 2019
Centroid and Covariance Alignment-Based Domain Adaptation for Unsupervised Classification of Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2019
FeatureExplorer: Interactive Feature Selection and Exploration of Regression Models for Hyperspectral Images.
Proceedings of the 30th IEEE Visualization Conference, 2019
Prediction of Sorghum Biomass Using Uav Time Series Data and Recurrent Neural Networks.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2019
2018
Boresight Calibration of GNSS/INS-Assisted Push-Broom Hyperspectral Scanners on UAV Platforms.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018
Wheel-Based Lidar Data for Plant Height and Canopy Cover Evaluation to Aid Biomass Prediction.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018
Sorghum Biomass Prediction Using Uav-Based Remote Sensing Data and Crop Model Simulation.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018
Multi-Sensor Integration Onboard a UAV-Based Mobile Mapping System for Agricultural Management.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018
2017
A Batch-Mode Regularized Multimetric Active Learning Framework for Classification of Hyperspectral Images.
IEEE Trans. Geosci. Remote. Sens., 2017
IEEE Trans. Computational Imaging, 2017
Improving Orthorectification of UAV-Based Push-Broom Scanner Imagery Using Derived Orthophotos From Frame Cameras.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017
Prediction of sorghum biomass based on image based features derived from time series of UAV images.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017
2016
Spectral and Spatial Proximity-Based Manifold Alignment for Multitemporal Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2016
IEEE Trans. Geosci. Remote. Sens., 2016
Wavelet-Domain Multiview Active Learning for Spatial-Spectral Hyperspectral Image Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016
An Active Learning Framework for Hyperspectral Image Classification Using Hierarchical Segmentation.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016
Domain Adaptation With Preservation of Manifold Geometry for Hyperspectral Image Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016
Automated Ortho-Rectification of UAV-Based Hyperspectral Data over an Agricultural Field Using Frame RGB Imagery.
Remote. Sens., 2016
IEEE Geosci. Remote. Sens. Lett., 2016
A regularized multi-metric active learning framework for hyperspectral image classification.
Proceedings of the 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2016
Semi-supervised multi-metric active learning for classification of hyperspectral images.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016
2015
Local-Manifold-Learning-Based Graph Construction for Semisupervised Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2015
Ensemble Multiple Kernel Active Learning For Classification of Multisource Remote Sensing Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2015
An ensemble active learning approach for spectral-spatial classification of hyperspectral images.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015
2014
A Framework for Land Cover Classification Using Discrete Return LiDAR Data: Adopting Pseudo-Waveform and Hierarchical Segmentation.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014
Spectral Unmixing-Based Crop Residue Estimation Using Hyperspectral Remote Sensing Data: A Case Study at Purdue University.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014
Manifold-Learning-Based Feature Extraction for Classification of Hyperspectral Data: A Review of Advances in Manifold Learning.
IEEE Signal Process. Mag., 2014
IEEE Geosci. Remote. Sens. Lett., 2014
Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014
Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014
Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014
Wavelet domain active learning for robust classification of full-waveform LiDAR data.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014
2013
Crop Residue Modeling and Mapping Using Landsat, ALI, Hyperion and Airborne Remote Sensing Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2013
Proc. IEEE, 2013
Selection of Landmark Points on Nonlinear Manifolds for Spectral Unmixing Using Local Homogeneity.
IEEE Geosci. Remote. Sens. Lett., 2013
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013
Learning a joint manifold with global-local preservation for multitemporal hyperspectral image classification.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013
Application of remote sensing observations as APEX model input for estimating soil erosion.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013
2012
View Generation for Multiview Maximum Disagreement Based Active Learning for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2012
IEEE Geosci. Remote. Sens. Lett., 2012
Exploiting spectral-spatial proximity for classification of hyperspectral data on manifolds.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012
Landmark selection using homogeneity on nonlinear manifolds for unmixing hyperspectral data.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012
2011
Active Learning via Multi-View and Local Proximity Co-Regularization for Hyperspectral Image Classification.
IEEE J. Sel. Top. Signal Process., 2011
Proceedings of the 3rd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2011
Planery speaker: Nonlinear manifolds for feature extraction: Opportunities and challenge.
Proceedings of the 3rd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2011
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011
Exploiting multisensor spectral data to improve crop residue cover estimates for management of agricultural water quality.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011
2010
Local Manifold Learning-Based k -Nearest-Neighbor for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2010
Adaptive Classification for Hyperspectral Image Data Using Manifold Regularization Kernel Machines.
IEEE Trans. Geosci. Remote. Sens., 2010
IEEE Trans. Geosci. Remote. Sens., 2010
Locally consistent graph regularization based active learning for hyperspectral image classification.
Proceedings of the 2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2010
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010
Multi-view adaptive disagreement based active learning for hyperspectral image classification.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010
2009
A novel adaptive classification method for hyperspectral data using manifold regularization kernel machines.
Proceedings of the First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2009
Proceedings of the Multiple Classifier Systems, 8th International Workshop, 2009
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009
2008
IEEE Trans. Geosci. Remote. Sens., 2008
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008
Spatially Adapted Manifold Learning for Classification of Hyperspectral Imagery with Insufficient Labeled Data.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008
2007
Introduction for the Special Issue on Remote Sensing for Major Disaster Prevention, Monitoring, and Assessment.
IEEE Trans. Geosci. Remote. Sens., 2007
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007
Proceedings of the IEEE Symposium on Computational Intelligence and Data Mining, 2007
2006
IEEE Trans. Geosci. Remote. Sens., 2006
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2006
Improved Nonlinear Manifold Learning for Land Cover Classification via Intelligent Landmark Selection.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2006
2005
Unsupervised multistage image classification using hierarchical clustering with a bayesian similarity measure.
IEEE Trans. Image Process., 2005
Foreword to the Special Issue on Advances in Techniques for Analysis of Remotely Sensed Data.
IEEE Trans. Geosci. Remote. Sens., 2005
Investigation of the random forest framework for classification of hyperspectral data.
IEEE Trans. Geosci. Remote. Sens., 2005
Development of laser waveform digitization for airborne LIDAR topographic mapping instrumentation.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2005
Applying nonlinear manifold learning to hyperspectral data for land cover classification.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2005
2004
IEEE Trans. Geosci. Remote. Sens., 2004
Adaptive Feature Spaces For Land Cover Classification With Limited Ground Truth Data.
Int. J. Pattern Recognit. Artif. Intell., 2004
Hierarchical clustering approach for unsupervised image classification of hyperspectral data.
Proceedings of the 2004 IEEE International Geoscience and Remote Sensing Symposium, 2004
Integrating support vector machines in a hierarchical output space decomposition framework.
Proceedings of the 2004 IEEE International Geoscience and Remote Sensing Symposium, 2004
2003
IEEE Trans. Geosci. Remote. Sens., 2003
Simul. Model. Pract. Theory, 2003
Polyline Feature Extraction for Land Cover Classification using Hyperspectral Data.
Proceedings of the 1st Indian International Conference on Artificial Intelligence, 2003
Adaptive feature selection for hyperspectral data analysis using a binary hierarchical classifier and tabu search.
Proceedings of the 2003 IEEE International Geoscience and Remote Sensing Symposium, 2003
Multitemporal classification of image series with seasonal variability using harmonic components.
Proceedings of the 2003 IEEE International Geoscience and Remote Sensing Symposium, 2003
2002
Pattern Anal. Appl., 2002
Proceedings of the 5th IEEE Southwest Symposium on Image Analysis and Interpretation, 2002
Adaptive Feature Spaces for Land Cover Classification with Limited Ground Truth Data.
Proceedings of the Multiple Classifier Systems, Third International Workshop, 2002
Analysis of EO-1 ALI data to determine local impacts of Hurricane Iris on broadleaf forests in Belize, Central America.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2002
Classification of LIDAR data using a lower envelope follower and gradient-based operator.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2002
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2002
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2002
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2002
2001
Fusing interferometric radar and laser altimeter data to estimate surface topography and vegetation heights.
IEEE Trans. Geosci. Remote. Sens., 2001
IEEE Trans. Geosci. Remote. Sens., 2001
IEEE Trans. Geosci. Remote. Sens., 2001
Unsupervised classification using spatial region growing segmentation and fuzzy training.
Proceedings of the 2001 International Conference on Image Processing, 2001
2000
Improved Accuracy for Interferometric Radar Images Using Polarimetric Radar and Laser Altimetry Data.
Proceedings of the 4th IEEE Southwest Symposium on Image Analysis and Interpretation, 2000
Proceedings of the Multiple Classifier Systems, First International Workshop, 2000
1999
Fusion of airborne polarimetric and interferometric SAR for classification of coastal environments.
IEEE Trans. Geosci. Remote. Sens., 1999
Proceedings of the International Joint Conference Neural Networks, 1999
1994
Unsupervised Multistage Segmentation using Markov Random Field and Maximum Entropy Principle.
Proceedings of the Proceedings 1994 International Conference on Image Processing, 1994
Proceedings of the Proceedings 1994 International Conference on Image Processing, 1994
1991
Adaptive parametric estimation and classification of remotely sensed imagery using a pyramid structure.
IEEE Trans. Geosci. Remote. Sens., 1991
1983
Proceedings of the 15th conference on Winter simulation, 1983