Background

Where it comes from?

Machine Vision

• Bullet One
• Bullet Two
• Bullet Three

Inspection

• Bullet One
• Bullet Two
• Bullet Three

Datasets

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Cutting Heads

• 301 images of intact heads
• 276 images of broken and damaged head

http://pitia.unileon.es/varp/node/439

Chocolates

• 40 images of intact chocolates
• 10 images of defective chocolates

http://pitia.unileon.es/varp/node/439

Textiles

• Images of cloths with no defects
• Images of cloths with different types of damages
  • Holes
  • Stains
  • Cuts

(To be created)

Methodology 

Techniques and Framework

Transfer Learning

Technique that allows us to reduce training time and dataset size.

• Use existing architectures created by top companies
• Fine tune it to suit your needs
• Reduce modelling time

http://cs231n.github.io/transfer-learning/

TensorFlow

https://www.tensorflow.org/how_tos/image_retraining/

• Deep Learning Framework
• Tutorials and examples
• Community maintained