How many images do I need? Understanding how sample size per class affects deep learning model performance metrics for balanced designs in autonomous wildlife monitoring

no code implementations • 16 Oct 2020 • Saleh Shahinfar, Paul Meek, Greg Falzon

Generalized additive models (GAM) are shown to be effective in modelling DL performance metrics based on the number of training images per class, tuning scheme and dataset.

Additive models