| 2025 | CVPR | A Sensor Agnostic Domain Generalization Framework for Leveraging Geospatial Foundation Models: Enhancing Semantic Segmentation via Synergistic Pseudo-Labeling and Generative Learning. | Anan Yaghmour, Melba M. Crawford, Saurabh Prasad |
| 2023 | IGARSS | Adversarial Discriminative Knowledge Transfer with a Multi-Class Discriminator for Robust Geoai. | Anan Yaghmour, Saurabh Prasad, Melba M. Crawford |
| 2023 | IGARSS | CNN-Mixer Hierarchical Spectral Transformer for Hyperspectral Image Classification. | Wei Li, Saurabh Prasad, Melba M. Crawford |
| 2021 | IGARSS | Multi-Year Sorghum Biomass Prediction with UAV-Based Remote Sensing Data. | Taojun Wang, Melba M. Crawford |
| 2021 | IGARSS | Panicle Counting in UAV Images for Estimating Flowering Time in Sorghum. | Enyu Cai, Sriram Baireddy, Changye Yang, Edward J. Delp, Melba M. Crawford |
| 2020 | CVPR | Deep Transfer Learning For Plant Center Localization. | Enyu Cai, Sriram Baireddy, Changye Yang, Melba M. Crawford, Edward J. Delp |
| 2020 | IGARSS | A Weakly Supervised Deep Learning Approach for Plant Center Detection and Counting. | Azam Karami, Melba M. Crawford, Edward J. Delp |
| 2020 | IGARSS | PREDICTION OF SORGHUM BIOMASS USING TIME SERIES UAV-BASED HYPERSPECTRAL AND LIDAR DATA. | Ali Masjedi, Melba M. Crawford |
| 2019 | CVPR | Prediction of Sorghum Biomass Using Uav Time Series Data and Recurrent Neural Networks. | Ali Masjedi, Neal R. Carpenter, Melba M. Crawford, Mitchell R. Tuinstra |
| 2018 | IGARSS | Implementation of UAV-Based Lidar for High Throughput Phenotyping. | Radhika Ravi, Yun-Jou Lin, Tamer Shamseldin, Magdy Elbahnasawy, Melba M. Crawford, Ayman Habib |
| 2018 | IGARSS | Wheel-Based Lidar Data for Plant Height and Canopy Cover Evaluation to Aid Biomass Prediction. | Radhika Ravi, Yun-Jou Lin, Tamer Shamseldin, Magdy Elbahnasawy, Ali Masjedi, Melba M. Crawford, Ayman Habib |
| 2018 | IGARSS | Active Manifold Learning for Hyperspectral Image Classification. | Zhou Zhang, Glsen Taskin Kaya, Melba M. Crawford |
| 2018 | IGARSS | Multi-Sensor Integration Onboard a UAV-Based Mobile Mapping System for Agricultural Management. | Magdy Elbahnasawy, Tamer Shamseldin, Radhika Ravi, Tian Zhou, Yun-Jou Lin, Ali Masjedi, John Evan Flatt, Melba M. Crawford, Ayman Habib |
| 2018 | IGARSS | Sorghum Biomass Prediction Using Uav-Based Remote Sensing Data and Crop Model Simulation. | Ali Masjedi, Jieqiong Zhao, Addie M. Thompson, Kai-Wei Yang, John E. Flatt, Melba M. Crawford, David S. Ebert, Mitchell R. Tuinstra, Graeme L. Hammer, Scott C. Chapman |
| 2017 | IGARSS | Prediction of sorghum biomass based on image based features derived from time series of UAV images. | Zhou Zhang, Ali Masjedi, Jieqiong Zhao, Melba M. Crawford |
| 2017 | IGARSS | Extending out-of-sample manifold learning via meta-modelling techniques. | Glsen Taskin Kaya, Melba M. Crawford |
| 2016 | IGARSS | Semi-supervised multi-metric active learning for classification of hyperspectral images. | Zhou Zhang, Melba M. Crawford |
| 2015 | IGARSS | An ensemble active learning approach for spectral-spatial classification of hyperspectral images. | Zhou Zhang, Melba M. Crawford |
| 2014 | IGARSS | Wavelet domain active learning for robust classification of full-waveform LiDAR data. | Xiong Zhou, Saurabh Prasad, Melba M. Crawford |
| 2013 | IGARSS | Learning a joint manifold with global-local preservation for multitemporal hyperspectral image classification. | Hsiuhan Lexie Yang, Melba M. Crawford |
| 2013 | IGARSS | Multiple kernel active learning for robust geo-spatial image analysis. | Hsiuhan Lexie Yang, Yuhang Zhang, Saurabh Prasad, Melba M. Crawford |
| 2013 | IGARSS | Application of remote sensing observations as APEX model input for estimating soil erosion. | Magda S. Galloza, Bernard A. Engel, Melba M. Crawford, Gary Heathman, Jimmy R. Williams |
| 2012 | IGARSS | Exploiting spectral-spatial proximity for classification of hyperspectral data on manifolds. | Hsiuhan Lexie Yang, Melba M. Crawford |
| 2012 | IGARSS | Landmark selection using homogeneity on nonlinear manifolds for unmixing hyperspectral data. | Junhwa Chi, Melba M. Crawford |
| 2011 | IGARSS | Manifold alignment for multitemporal hyperspectral image classification. | Hsiuhan Lexie Yang, Melba M. Crawford |
| 2011 | IGARSS | Critical class oriented active learning for hyperspectral image classification. | Wei Di, Melba M. Crawford |
| 2011 | IGARSS | Exploiting multisensor spectral data to improve crop residue cover estimates for management of agricultural water quality. | Magda S. Galloza, Melba M. Crawford |
| 2010 | IGARSS | Multi-view adaptive disagreement based active learning for hyperspectral image classification. | Wei Di, Melba M. Crawford |
| 2010 | IGARSS | Anomaly detection for hyperspectral images using local tangent space alignment. | Li Ma, Melba M. Crawford, Jinwen Tian |
| 2009 | IGARSS | Robust Estimation of Crop Residue Cover via Ulti/Hyperspectral Sensing. | James Monty, Melba M. Crawford, Craig S. T. Daughtry |
| 2008 | IGARSS | Assessing Crop Residue Cover Using Hyperion Data. | James Monty, Craig S. T. Daughtry, Melba M. Crawford |
| 2008 | IGARSS | A Two-Stage Approach for Decomposition of ICESat Waveforms. | Jinha Jung, Melba M. Crawford |
| 2008 | IGARSS | Spatially Adapted Manifold Learning for Classification of Hyperspectral Imagery with Insufficient Labeled Data. | Wonkook Kim, Melba M. Crawford, Joydeep Ghosh |
| 2007 | CIDM | Knowledge Based Stacking of Hyperspectral Data for Land Cover Classification. | Yangchi Chen, Melba M. Crawford, Joydeep Ghosh |
| 2007 | IGARSS | Multiresolution manifold learning for classification of hyperspectral data. | Wonkook Kim, Yangchi Chen, Melba M. Crawford, James C. Tilton, Joydeep Ghosh |
| 2006 | IGARSS | An Active Learning Approach to Knowledge Transfer for Hyperspectral Data Analysis. | Suju Raj, Joydeep Ghosh, Melba M. Crawford |
| 2006 | IGARSS | Improved Nonlinear Manifold Learning for Land Cover Classification via Intelligent Landmark Selection. | Yangchi Chen, Melba M. Crawford, Joydeep Ghosh |
| 2005 | IGARSS | Applying nonlinear manifold learning to hyperspectral data for land cover classification. | Yangchi Chen, Melba M. Crawford, Joydeep Ghosh |
| 2005 | IGARSS | Development of laser waveform digitization for airborne LIDAR topographic mapping instrumentation. | Roberto Gutierrez, Amy Neuenschwander, Melba M. Crawford |
| 2004 | IGARSS | Integrating support vector machines in a hierarchical output space decomposition framework. | Yangchi Chen, Melba M. Crawford, Joydeep Ghosh |
| 2004 | IGARSS | Hierarchical clustering approach for unsupervised image classification of hyperspectral data. | Sanghoon Lee, Melba M. Crawford |
| 2003 | IGARSS | Multitemporal classification of image series with seasonal variability using harmonic components. | Sanghoon Lee, Melba M. Crawford |
| 2003 | IGARSS | Adaptive feature selection for hyperspectral data analysis using a binary hierarchical classifier and tabu search. | Donna Korycinski, Melba M. Crawford, J. W. Barnes, Joydeep Ghosh |
| 2002 | IGARSS | Best bases Bayesian hierarchical classifier for hyperspectral data analysis. | Joseph T. Morgan, Alex Henneguelle, Melba M. Crawford, Joydeep Ghosh, Amy L. Neuenschwander |
| 2002 | IGARSS | Monitoring of seasonal flooding in the Okavango Delta using EO-1 data. | Amy L. Neuenschwander, Melba M. Crawford, Susan Ringrose |
| 2002 | IGARSS | Multiscale fusion of INSAR data for improved topographic mapping. | K. Clint Slatton, Melba M. Crawford, Larry Teng |
| 2002 | IGARSS | Classification of LIDAR data using a lower envelope follower and gradient-based operator. | Christopher A. Weed, Melba M. Crawford, Amy L. Neuenschwander, Roberto Gutierrez |
| 2002 | IGARSS | Analysis of EO-1 ALI data to determine local impacts of Hurricane Iris on broadleaf forests in Belize, Central America. | William A. White, Melba M. Crawford, Sinan Erozurumlu, Thomas A. Tremblay, Jay A. Raney |
| 2001 | ICIP | Unsupervised classification using spatial region growing segmentation and fuzzy training. | Sanghoon Lee, Melba M. Crawford |
| 1999 | IJCNN | A versatile framework for labelling imagery with a large number of classes. | Shailesh Kumar, Melba M. Crawford, Joydeep Ghosh |
| 1994 | ICIP | Anisotropic Diffusion Pyramids for Image Segmentation. | Scott T. Acton, Alan C. Bovik, Melba M. Crawford |
| 1994 | ICIP | Unsupervised Multistage Segmentation using Markov Random Field and Maximum Entropy Principle. | Sanghoon Lee, Melba M. Crawford |
| 1983 | WSC | An integrated model of drilling vessel operations. | Susan E. Hoffman, Melba M. Crawford, James R. Wilson |