Cognex Corporation · NASDAQ:CGNX
Cognex — Technical Presentation (May 2020)
47 slides from Cognex's technical presentation, May 2020
Slide 1: Blood iQ: Cognex ViDi Deep Learning based Buffy Coat Detection
Plasma Height BLOOD iQ Cognex ViDi Deep Learning based Buffy Coat Detection Dr. Joerg Vandenhirtz | May 2020 1 © 2019 Cognex Confidential
Slide 2: Content
CONTENT Introduction to Cognex What is Machine Vision? What is Deep Learning? Blood iQ Summary Questions & Answers 2 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 3: Introduction to Cognex
INTRODUCTION TO COGNEX 3 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 4: Trusted by over 25K customers
TRUSTED BY >25K OVER 39 $726 CUSTOMERS YEARS IN BUSINESS MILLION 2019 REVENUE GLOBAL OFFICES IN 400+ 2,300,000+ 20+ COUNTRIES CHANNEL PARTNERS SYSTEMS SHIPPED 4 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 5: 2019 Revenue By Region
EUROPE 31% AMERICAS 38% ASIA 31% *Includes revenue from a customer in Europe for vision products used in production processes in Asia. 2019 Revenue By Region 5 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 6: All products across all industries are made better with Cognex vision
PRODUCTS ACROSS ALL INDUSTRIES ARE MADE BETTER AND AT LOWER COST WITH COGNEX VISION 6 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 7: Technology Leadership
TECHNOLOGY LEADERSHIP 16% R&D >1K OF REVENUE INTO US & INTERNATIONAL PATENTS ISSUED & PENDING 7 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 8: Cognex Products
COGNEX PRODUCTS 8 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 9: What Is Machine Vision?
WHAT IS MACHINE VISION? Brain Eyes Optics Embedded Vision Software & Camera & Algorithms 9 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 10: Human Brain vs. Machine Vision: Guide
Human Brain vs. MACHINE VISION? Brain Eyes Optics Embedded & Camera & Al GUIDE: straight or curved lines? straight curved straight 10 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 11: Human Brain vs. Machine Vision: Identify
Human Brain vs. MACHINE VISION? Brain Eyes Optics Embedded & Camera & Al IDENTIFY: read the Datamatrix code! The Datamatrix code says: “reading this code is easy for machine vision but impossible to read for humans” 3000 ms 10 ms 11 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 12: Human Brain vs. Machine Vision: Gauge
Human Brain vs. MACHINE VISION? Brain Eyes Optics Embedded & Camera & Al GAUGE: which red line is longer? equal different equal 12 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 13: Human Brain vs. Machine Vision: Inspect
Human Brain vs. MACHINE VISION? Brain Eyes Optics Embedded & Camera & Al INSPECT: blue or green? 2 colors 1 color 13 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 14: What Does Machine Vision Do?
WHAT DOES MACHINE VISION DO? GIGI GUIDE IDENTIFY GAUGE INSPECT 14 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 15: Human Brain vs. Machine Vision: Classify
Human Brain vs. MACHINE VISION? Brain Eyes Optics Embedded & Camera & Al CLASSIFY: Blueberry Muffin or Chihuahua? 15 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 16: What Is Deep Learning?
WHAT IS DEEP LEARNING? Brain Eyes Optics Embedded Vision Software & Camera & Algorithms PC based Deep Learning Software 16 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 17: What Is Deep Learning? In-Sight D900
WHAT IS DEEP LEARNING? Brain Eyes Optics Embedded Vision AND & Camera Deep Learning Software IN-SIGHT D900 VISION SYSTEM 17 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 18: In-Sight D900
In-Sight D900 Powered by deep learning to solve complex inline inspections Suite of In-Sight ViDi deep learning tools, Onboard SD card for including ViDi Read, ViDi Check, and ViDi Detect additional data storage Flexible Image Technology™ optimizes image formation and reduces reliance on external li
Slide 19: Advantage 100 Series Fixed Mount OEM System
Advantage 100 Series Fixed Mount OEM System Dimensions 23mm x 44mm x 54mm Sensor 1/3” CMOS ADV100: 752 x 480 Global Shutter ADV102: 1280 x 960 Global Shutter ADV102C: 1280 x 960 Color Global Shutter Lighting Single Red LED Optional Add-On Illumination Colors: white, blue, NIR Communica
Slide 20: What Is Deep Learning?
WHAT IS DEEP LEARNING? Brain Eyes Optics Embedded Vision Software & Camera & Algorithms PC based Deep Learning Software 20 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 21: What Is Deep Learning? Classify
WHAT IS DEEP LEARNING? Brain Eyes Optics Embedded V & Camera & Alg CLASSIFY: Blueberry Muffin or Chihuahua? PC based Deep Learning Software 21 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 22: What Does Deep Learning Do?
WHAT DOES DEEP LEARNING DO? GUIDE 22 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 23: What Is Cognex Deep Learning Technology?
WHAT IS COGNEX DEEP LEARNING TECHNOLOGY? Human performance Computer and flexibility Reliability and consistency 23 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 24: What Is Cognex Deep Learning?
What Is Cognex Deep Learning? Different approach to solving vision problems Example-based training modeled on human learning Not rigid rules-based solution 24 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 25: End-to-End Learning & Black Box Results
END-TO-END LEARNING & BLACK BOX RESULTS Traditional Deep Learning approaches scratch dent stain Cognex ViDi dust approach Easier to understand and maintain Requires fewer images and less computing power 25 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 26: When Should We Use Deep Learning Vision?
WHEN SHOULD WE USE DEEP LEARNING VISION? ViDi solves problems VisionPro™ classic traditional vision cannot vision is best for ViDi for unpredictable features VisionPro for consistent features Inspection Precision alignment Distorted part location Gauging Deformed character 1D & 2D code reading OCR C
Slide 27: Blood iQ
Blood iQ 27 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 28: History
History 2015 Chemagen (a PerkinElmer M&A in Aachen, Germany) approached COGNEX Aachen to find a solution for buffy coat detection in centrifuged blood samples and did first tests with ADV100 camera (monochrome) 2016 COGNEX released ADV102 Color and tested on blood samples 2017 COGNEX acquired
Slide 29: JANUS G3 Blood iQ Workstation
JANUS® G3 BLOOD iQ Workstation 29 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 30: Centrifuged Blood Samples
Centrifuged Blood Samples Cap / No Cap Cap Color Clot Plasma Label / No Label I II III II I II Centrifugation WBCs & platelets (Buffy Coat) RBCs 30 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 31: © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
31 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 32: Real Blood Samples
REAL Blood Samples Too much natural variation for deterministic machine vision tools 32 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 33: Blood iQ implementation
Plasma Height Blood iQ implementation 33 © 2019 Cognex Confidential
Slide 34: Blood iQ ViDi and Vision Software diagram
Blood iQ ViDi and Vision Software diagram Host System Cognex Jobfile Cognex Jobfile Host System - Sends positional data to - Read barcodes on tubes Host System - Capture White Image - Send command Cognex camera - Saves host defined data for - Sends Trigger - Crop single tube Image to turn off LED -
Slide 35: © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
35 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 36: Blood iQ ViDi and Vision Software diagram
Blood iQ ViDi and Vision Software diagram Host System Cognex Jobfile Cognex Jobfile Host System - Sends positional data to - Read barcodes on tubes Host System - Capture White Image - Send command Cognex camera - Saves host defined data for - Sends Trigger - Crop single tube Image to turn off LED -
Slide 37: © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
37 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 38: Blood iQ ViDi and Vision Software diagram
Blood iQ ViDi and Vision Software diagram Host System Cognex Jobfile Cognex Jobfile Host System - Sends positional data to - Read barcodes on tubes Host System - Capture White Image - Send command Cognex camera - Saves host defined data for - Sends Trigger - Crop single tube Image to turn off LED -
Slide 39: © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
39 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 40: © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
40 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 41: © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
41 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 42: © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
42 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 43: Blood iQ ViDi and Vision Software diagram
Blood iQ ViDi and Vision Software diagram Host System Cognex Jobfile Cognex Jobfile Host System - Sends positional data to - Read barcodes on tubes Host System - Capture White Image - Send command Cognex camera - Saves host defined data for - Sends Trigger - Crop single tube Image to turn off LED -
Slide 44: © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
44 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 45: Summary
SUMMARY Biological samples such as centrifuged blood samples have a lot of natural variation. Therefore automated inspection solutions which are exclusively based deterministic machine vision tools can only solve a subset. Additionally applying deep learning vision tools will make the inspecti
Slide 46: cognex.com/bloodiq
https://www.cognex.com/bloodiq 46 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz
Slide 47: Thank You!
THANK YOU! For further information joerg.vandenhirtz@cognex.com 47 © 2020 Cognex Confidential – Dr. Joerg Vandenhirtz