2 papers
cs.CV2020
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
Saleh Shahinfar, Paul Meek, Greg Falzon
Deep learning (DL) algorithms are the state of the art in automated classification of wildlife camera trap images. The challenge is that the ecologist cannot know in advance how ma…
cs.DC2018
OpenCL Performance Prediction using Architecture-Independent Features
Beau Johnston, Greg Falzon, Josh Milthorpe
OpenCL is an attractive model for heterogeneous high-performance computing systems, with wide support from hardware vendors and significant performance portability. To support effi…