Few-shot Object detection via Reinforcement Control of Image Simulation (FORCIS)

This Phase 2 Enhancement seeks to improve the quality of synthetic data to be representative of real data (using whatever criteria the algorithm deems important for detect, classify, and track of an object of interest at rest and/or in motion) and to maximize algorithm performance such that when the algorithm is introduced to real data with a real object of interest in its real environment, the algorithm is able to perform equally as well as it did with synthetic data. Optionally, the additional real-world data collection will be performed in diverse representative conditions to assist in training of background imagery.