7. Offline Training Online Prediction
TrainingTrainingData
Pixel Annotation
Extract Image
Patches
DNN model
DNN model
Sliding Window
Extraction
Softmax
OK Defect …
Weights
s Padding
P
Intelligent Automated Inspection Laboratory
14. Silicone rubber: seamlessly sealing gaskets
Provide the water-proofed protection
• Quality control of molding silicone rubber
gaskets production is very challenge
• Rely on manual observation to classify
the faults
Challenges:
1. Dark and low reflective material surface
of the silicone rubbers.
2. Defects are irregular shape.
AI:
• Ultimately a technology to better extract
faint signal from noise.
• Deep Learning is not magic, it cannot
extract signal from nowhere
C.-C. Ho, et al., ISPEMI 2018
Intelligent Automated Inspection Laboratory