Embed Size (px)
Citation preview
KML Vision GmbH · Nikolaiplatz 4/II, 8020 Graz, Austria · [email protected] · www.kmlvision.com
Gain Insight: Automated Image Analysis based on Artificial IntelligenceMichael Mayrhofer-Reinhartshuber, CEO & Co-Founder
Life Science Partnering 2019Haus der Begegnung, InnsbruckOctober 28, 2019
„THE HUMAN BEING,CREATURE OF EYES,NEEDS THE IMAGE.“
Leonardo da Vinci
TASKS AND CHALLENGES• VISUAL INSPECTION AND ANALYSIS
Research & Development Quality Control & AssuranceDecision Support
PROBLEMS OF MANUAL ANALYSIS:
SLOW. ERROR-PRONE. SUBJECTIVE. EXPENSIVE.
NUMBER• HOW MANY?
LOCATION• WHICH REGION?
CLASS• WHICH TYPE?
TASKS AND CHALLENGES• VISUAL INSPECTION AND ANALYSIS
„A PICTURE IS WORTH A THOUSAND WORDS.“
DATA MANAGEMENT• HOW TO?
STORAGE AND BACKUP• WHAT IF …?
TRACEABILITY• WHO? WHEN? WHAT?
PROBLEMS WHEN GOING DIGITAL:
AVAILABILITY. SCALABILITY. USABILITY. FLEXIBILITY.
TASKS AND CHALLENGES
KML VISION GMBH
2016 Founded as OG in Graz, Austria
Custom solution development, R&D for AI / CV
2017 Science Park Graz
Incubation and PreSeed-Phase
2018 Founding of GmbH, Product Development
1st investment round, 4 employees, new offices
2019 Product Development & Market Entry
9 employees, MVP releases, FFG Basisprogramm
OUR PASSION• IMAGE DATA MANAGEMENT & AUTOMATED IMAGE ANALYSIS
OUR SOLUTION: IKOSA®
• THE WORLD’S MOST FLEXIBLE PLATFORM FOR YOUR IMAGES
WEB-BASED PLATFORM FOR
IMAGE DATA MANAGEMENT AND AUTOMATED ANALYSIS
TRY ONLINE FOR FREE
app.ikosa.ai
OUR SOLUTION: IKOSA®
• BASED ON CLOUD COMPUTING AND ARTIFICIAL INTELLIGENCE
USE CASES
Network Formation Assay
● brightfield / phase contrast microscopy
● structure analysis: loops / branching points
ANGIOGENESIS in-vitro
USE CASESRETINOPATHY
Fundus Image Analysis
● retinal fundus imaging
● vessel segmentation and tracking
● cotton wool spot detection
USE CASESPATHOLOGY
Suspicious region highlighting
● brightfield, high-res whole-slide microscopy
● tissue analysis and bacteria detection
USE CASESINFECTIOLOGY
Mycobacteria detection and counting
● fluorescence microscopy
● tuberculosis grading
USE CASESmany more...different imaging modalities, resolutions, etc.
EXPERTISE IS IMPORTANT
● Complexity of model is importantrequired amount of data vs. complexity of problem
● Choice of performance measures is importante.g. False positives vs. false negatives
● Training data (variance etc) and explanation is important
CUSTOMERS, PARTNERS, PROJECTS
● Customers○ Pilot Customers IKOSA®
○ Proof-of-Concept
● Public Funding and Awards○ aws PreSeed, FFG EarlyStage and Basisprogramm, H2020 Permides and Innolabs
○ DeepTech4Good Award, i2b Businessplan and Elevator Pitch Competition
THANKS FOR YOUR ATTENTIONKeep in touch!
KML Vision GmbHNikolaiplatz 4/II8020 Graz, Austria [email protected] www.kmlvision.com
linkedin.com/company/kmlvision
twitter.com/kmlvision
facebook.com/kmlvision
