24 citations · 41 across the 8 of their papers we have counts for
4 papers · 1 filter
Measuring Human Assessed Complexity in Synthetic Aperture Sonar Imagery Using the Elo Rating System
Brian Reinhardt, Isaac Gerg, Daniel Brown +1
Performance of automatic target recognition from synthetic aperture sonar data is heavily dependent on the complexity of the beamformed imagery. Several mechanisms can contribute t…
Multiband SAS Imagery
Isaac D Gerg
Advances in unmanned synthetic aperture sonar (SAS) imaging platforms allow for the simultaneous collection of multiband SAS imagery. The imagery is collected over several octaves…
Additional Representations for Improving Synthetic Aperture Sonar Classification Using Convolutional Neural Networks
Isaac Gerg, David Williams
Object classification in synthetic aperture sonar (SAS) imagery is usually a data starved and class imbalanced problem. There are few objects of interest present among much benign…
Bridging the Gap: Simultaneous Fine Tuning for Data Re-Balancing
John McKay, Isaac Gerg, Vishal Monga
There are many real-world classification problems wherein the issue of data imbalance (the case when a data set contains substantially more samples for one/many classes than the re…