Melba M. Crawford

Research.com Recognitions

• 2007 - IEEE Fellow For applications of satellite data and airborne LIDAR imagery

Overview

Best Publications

• Investigation of the random forest framework for classification of hyperspectral data

  J. Ham;Yangchi Chen;M.M. Crawford;J. Ghosh

  1370
  Citations

• Local Manifold Learning-Based $k$ -Nearest-Neighbor for Hyperspectral Image Classification

  Li Ma;M M Crawford;Jinwen Tian

  595
  Citations

• Feature Mining for Hyperspectral Image Classification

  Xiuping Jia;Bor-Chen Kuo;M. M. Crawford

  445
  Citations

• Best-bases feature extraction algorithms for classification of hyperspectral data

  S. Kumar;J. Ghosh;M.M. Crawford

  367
  Citations

• An Active Learning Approach to Hyperspectral Data Classification

  S. Rajan;J. Ghosh;M.M. Crawford

  353
  Citations

• Manifold-Learning-Based Feature Extraction for Classification of Hyperspectral Data: A Review of Advances in Manifold Learning

  Dalton Lunga;Saurabh Prasad;Melba M. Crawford;Okan Ersoy

  345
  Citations

• Hierarchical Fusion of Multiple Classifiers for Hyperspectral Data Analysis

  Shailesh Kumar;Joydeep Ghosh;Melba M. Crawford

  268
  Citations

• Active Learning: Any Value for Classification of Remotely Sensed Data?

  M. M. Crawford;D. Tuia;H. L. Yang

  211
  Citations

• Transfer Function Models of Daily Urban Water Use

  David R. Maidment;Shaw‐Pin ‐P Miaou;Melba M. Crawford

  194
  Citations

• View Generation for Multiview Maximum Disagreement Based Active Learning for Hyperspectral Image Classification

  Wei Di;M. M. Crawford

  138
  Citations

• Adaptive Classification for Hyperspectral Image Data Using Manifold Regularization Kernel Machines

  Wonkook Kim;Melba M Crawford

  128
  Citations

• Local-Manifold-Learning-Based Graph Construction for Semisupervised Hyperspectral Image Classification

  Li Ma;Melba M. Crawford;Xiaoquan Yang;Yan Guo

  126
  Citations

• Integrating support vector machines in a hierarchical output space decomposition framework

  Yangchi Chen;M.M. Crawford;J. Ghosh

  125
  Citations

• Modeling and simulation of a nonhomogeneous poisson process having cyclic behavior

  Unknown

  115
  Citations

• Active Learning via Multi-View and Local Proximity Co-Regularization for Hyperspectral Image Classification

  Wei Di;Melba M Crawford

  112
  Citations

• Ensemble Multiple Kernel Active Learning For Classification of Multisource Remote Sensing Data

  Yuhang Zhang;Hsiuhan Lexie Yang;Saurabh Prasad;Edoardo Pasolli

  109
  Citations

• Unsupervised multistage image classification using hierarchical clustering with a bayesian similarity measure

  Unknown

  103
  Citations

• Anomaly Detection for Hyperspectral Images Based on Robust Locally Linear Embedding

  Li Ma;Li Ma;Melba M. Crawford;Jinwen Tian

  99
  Citations

• An Active Learning Framework for Hyperspectral Image Classification Using Hierarchical Segmentation

  Zhou Zhang;Edoardo Pasolli;Melba M. Crawford;James C. Tilton

  97
  Citations

• Fusing interferometric radar and laser altimeter data to estimate surface topography and vegetation heights

  K.C. Slatton;M.M. Crawford;B.L. Evans

  92
  Citations

• Applying nonlinear manifold learning to hyperspectral data for land cover classification

  Yangchi Chen;M.M. Crawford;J. Ghosh

  69
  Citations

• Automated Ortho-Rectification of UAV-Based Hyperspectral Data over an Agricultural Field Using Frame RGB Imagery

  Ayman Habib;Youkyung Han;Weifeng Xiong;Fangning He

  54
  Citations

• Improving Orthorectification of UAV-Based Push-Broom Scanner Imagery Using Derived Orthophotos From Frame Cameras

  Ayman Habib;Weifeng Xiong;Fangning He;Hsiuhan Lexie Yang

  52
  Citations

• Comparative Analysis of HRU and Grid-Based SWAT Models

  Garett Pignotti;Hendrik Rathjens;Raj Cibin;Indrajeet Chaubey

  47
  Citations

• Automatic Plant Counting and Location Based on a Few-Shot Learning Technique

  Azam Karami;Melba Crawford;Edward J. Delp

  47
  Citations

• Boresight Calibration of GNSS/INS-Assisted Push-Broom Hyperspectral Scanners on UAV Platforms

  Ayman Habib;Tian Zhou;Ali Masjedi;Zhou Zhang

  44
  Citations

• A Framework for Land Cover Classification Using Discrete Return LiDAR Data: Adopting Pseudo-Waveform and Hierarchical Segmentation

  Jinha Jung;Edoardo Pasolli;Saurabh Prasad;James C. Tilton

  42
  Citations

• A Hierarchical Multiclassifier System for Hyperspectral Data Analysis

  Shailesh Kumar;Joydeep Ghosh;Melba M. Crawford

  29
  Citations

• Foreword to the Special Issue on Hyperspectral Image and Signal Processing

  Jocelyn Chanussot;Melba M. Crawford;Bor-Chen Kuo

  16
  Citations