SLIDE 1
Demystifying Machine Learning for Machine Vision May 16, 2018
From AI to ML to DL
Source: “What’s the Difference Between Artificial Intelligence, Machine Learning, and Deep Learning?” by Michael Copeland
for Machine Vision From AI to ML to DL Source: Whats the Difference - - PowerPoint PPT Presentation
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: Whats the Difference Between Artificial Intelligence, Machine Learning, and Deep Learning ? by Michael Copeland Demystifying Machine Learning for Machine Vision
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SLIDE 3
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)
SLIDE 4
Demystifying Machine Learning for Machine Vision May 16, 2018
Significance of DL for MV
» Image analysis before DL…
Classification Images Results Feature extraction
SLIDE 5
Demystifying Machine Learning for Machine Vision May 16, 2018
Significance of DL for MV
» Image analysis with DL…
Classification Images Results Feature extraction
SLIDE 6
Demystifying Machine Learning for Machine Vision May 16, 2018
About classification
» Can express many
problems in terms of classification…
» …but classification is
not always the best approach
> 10 mm > 5 mm > 15 mm > 2.5 mm > 7.5 mm > 12.5 mm longer > 1.25 mm > 3.75 mm > 5.25 mm > 8.75 mm > 11.25 mm > 13.75 mm … … … … … … … … … … … …
SLIDE 7
Demystifying Machine Learning for Machine Vision May 16, 2018
Suitable for DL
Recognition Reading Detection
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Demystifying Machine Learning for Machine Vision May 16, 2018
Not suitable for DL
Matching Decoding Measuring
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Demystifying Machine Learning for Machine Vision May 16, 2018
» Requires
» Large data set » Skill and experience » Computing power and patience
Training a CNN
x 1000’s
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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
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Demystifying Machine Learning for Machine Vision May 16, 2018