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Deep Learning, Neural Networks into Production Philipp Schmid

Deep Learning, Neural Networks into Production · Post Prcn:ess Scaling Exposure Time Frame Rate Gain Acquisition Mode White Balance Green Lens Control Focal Length Focus Aperture

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Page 1: Deep Learning, Neural Networks into Production · Post Prcn:ess Scaling Exposure Time Frame Rate Gain Acquisition Mode White Balance Green Lens Control Focal Length Focus Aperture

Deep Learning, Neural

Networks into Production

Philipp Schmid

Page 2: Deep Learning, Neural Networks into Production · Post Prcn:ess Scaling Exposure Time Frame Rate Gain Acquisition Mode White Balance Green Lens Control Focal Length Focus Aperture

Robotics Vision Control

Page 3: Deep Learning, Neural Networks into Production · Post Prcn:ess Scaling Exposure Time Frame Rate Gain Acquisition Mode White Balance Green Lens Control Focal Length Focus Aperture

DEEP LEARNING

10+ years experience

Support humans

Industry proven

Page 4: Deep Learning, Neural Networks into Production · Post Prcn:ess Scaling Exposure Time Frame Rate Gain Acquisition Mode White Balance Green Lens Control Focal Length Focus Aperture

DEEP LEARNINGFOR INDUSTRY

CSEM 2008

ViDi 2012

Cognex 2017

Page 7: Deep Learning, Neural Networks into Production · Post Prcn:ess Scaling Exposure Time Frame Rate Gain Acquisition Mode White Balance Green Lens Control Focal Length Focus Aperture

Wow Effect is easy – but…

Page 9: Deep Learning, Neural Networks into Production · Post Prcn:ess Scaling Exposure Time Frame Rate Gain Acquisition Mode White Balance Green Lens Control Focal Length Focus Aperture

Deep Inside Knowledge is required

Accuracy: 84%

Accuracy: 96%

Page 11: Deep Learning, Neural Networks into Production · Post Prcn:ess Scaling Exposure Time Frame Rate Gain Acquisition Mode White Balance Green Lens Control Focal Length Focus Aperture

Agree, that we don’t agree!!!

Page 15: Deep Learning, Neural Networks into Production · Post Prcn:ess Scaling Exposure Time Frame Rate Gain Acquisition Mode White Balance Green Lens Control Focal Length Focus Aperture

Certification – Human Factor

1. Skilled employee

2. Regular training

Page 16: Deep Learning, Neural Networks into Production · Post Prcn:ess Scaling Exposure Time Frame Rate Gain Acquisition Mode White Balance Green Lens Control Focal Length Focus Aperture

Certification – Human Factor

1. Skilled employee

2. Regular training

Page 17: Deep Learning, Neural Networks into Production · Post Prcn:ess Scaling Exposure Time Frame Rate Gain Acquisition Mode White Balance Green Lens Control Focal Length Focus Aperture

Robustness

+ =

Macaw 97.3% Noise Bookcase 88.9%

Page 19: Deep Learning, Neural Networks into Production · Post Prcn:ess Scaling Exposure Time Frame Rate Gain Acquisition Mode White Balance Green Lens Control Focal Length Focus Aperture

CSEM ModelStore

Management system for neural network models

Page 20: Deep Learning, Neural Networks into Production · Post Prcn:ess Scaling Exposure Time Frame Rate Gain Acquisition Mode White Balance Green Lens Control Focal Length Focus Aperture

CSEM VISARD «Vision Automation Robotics Designer»

PC-based

Modular

User-friendly

Database logging

Scripting tool

(similar IEC 61131)

Page 21: Deep Learning, Neural Networks into Production · Post Prcn:ess Scaling Exposure Time Frame Rate Gain Acquisition Mode White Balance Green Lens Control Focal Length Focus Aperture

VISARD on embedded AI computer

Nvidia Jetson TX2i Quad Core GPU

512-core Volta GPU with Tensor Cores

Passive cooled system Nvidia Jetson Nano

472 GFLOPs

$99

Page 23: Deep Learning, Neural Networks into Production · Post Prcn:ess Scaling Exposure Time Frame Rate Gain Acquisition Mode White Balance Green Lens Control Focal Length Focus Aperture

Contact

Philipp Schmid

Head Robotics & Machine Learning

[email protected]

T +41 41 672 75 62

M +41 78 769 86 78

CSEM SA

Untere Gründlistr. 1 | 6055 Alpnach Dorf

www.csem.ch