Using UAV-Based Multispectral Imagery, Data-Driven Models, and Spatial Cross-Validation for Corn Grain Yield Prediction.
Patrick KilleenIluju KiringaTet Hin YeapPaula BrancoPublished in: ICDM (2023)
Keyphrases
- cross validation
- multispectral
- model selection
- remote sensing data
- data driven
- image data
- unseen data
- remote sensing
- remote sensing images
- prediction model
- image analysis
- cross validated
- support vector
- land cover
- spectral characteristics
- variable selection
- generalization error
- information criterion
- hyperspectral
- prediction accuracy
- training set
- hyperparameters
- multi band
- satellite images
- image processing
- multispectral imaging
- hyperspectral data
- error estimates
- spectral images
- visible spectrum
- neural network
- multispectral satellite images
- digital elevation models
- hyperspectral imagery
- multispectral images
- spatial resolution
- spatial data
- probabilistic model
- feature selection
- computer vision