for Machine Vision From AI to ML to DL Source: Whats the Difference - PowerPoint PPT Presentation

Demystifying Machine Learning for Machine Vision

From AI to ML to DL Source: “What’s the Difference Between Artificial Intelligence, Machine Learning, and Deep Learning ?” by Michael Copeland Demystifying Machine Learning for Machine Vision May 16, 2018

CNN: DL for images Source: “Neural Network Simulation: The recognition application” – Parallel Architecture Research Eindhoven (PARsE) Demystifying Machine Learning for Machine Vision May 16, 2018

Significance of DL for MV » Image analysis before DL… Feature Images Classification Results extraction Demystifying Machine Learning for Machine Vision May 16, 2018

Significance of DL for MV » Image analysis with DL… Feature Images Classification Results extraction Demystifying Machine Learning for Machine Vision May 16, 2018

About classification longer » Can express many … > 15 mm > 13.75 mm problems in terms of … > 12.5 mm classification… … > 11.25 mm … > 10 mm … > 8.75 mm » …but classification is … > 7.5 mm … not always the best > 5.25 mm … > 5 mm … approach > 3.75 mm … > 2.5 mm … > 1.25 mm … Demystifying Machine Learning for Machine Vision May 16, 2018

Suitable for DL Recognition Detection Reading Demystifying Machine Learning for Machine Vision May 16, 2018

Not suitable for DL Matching Decoding Measuring Demystifying Machine Learning for Machine Vision May 16, 2018

Training a CNN » Requires » Large data set x 1000’s » Skill and experience » Computing power and patience Demystifying Machine Learning for Machine Vision May 16, 2018

New Classification module » Image content classifier » Uses deep learning (CNN) » Inference done on CPU » Trained by Matrox » Optimized for application Demystifying Machine Learning for Machine Vision May 16, 2018

Getting the most from DL Demystifying Machine Learning for Machine Vision May 16, 2018