Sample complexity trade-offs for synthetic aperture based high-resolution estimation and detection.
Heng QiaoPulak SarangiYazeed AlnumayPiya PalPublished in: SAM (2020)
Keyphrases
- sample complexity
- synthetic aperture
- high resolution
- high resolution images
- synthetic aperture sonar
- theoretical analysis
- low resolution
- radar data
- learning problems
- supervised learning
- active learning
- synthetic aperture radar
- lower bound
- generalization error
- upper bound
- super resolution
- learning algorithm
- false alarms
- sar images
- remote sensing
- special case
- high quality
- high frequency
- satellite images
- training examples
- graph cuts
- light field
- imaging systems
- computer vision
- machine vision
- parameter estimation
- feature space
- reconstruction method
- low resolution images
- training data
- image processing