SlideShare une entreprise Scribd logo
1  sur  15
High accuracy camera calibration
Michael Norel
Head of R&D at Augmented Pixels
michael@augmentedpixels.com
High accuracy camera calibration
- importance
- robustness
Current state
- openCV
- matlab
- current approach
Problems
- features precise location
- errors of corner location
- errors of ellipse center
- perspective(radial) warp
Systematic noise
- from location errors
- from luminance offsets
High accuracy calibration
- introduction to high accuracy
- old style calibration without
errors
- subpixel accuracy
- precise marker location
Digital image correlation
frontal image (fronto-parallel)
Digital image correlation
brief intro onto DIC precision
(sort of precise optical flow)
Digital image correlation
- circular marker approach
- model based
- symmetric
Bundle adjustment
- imperfection of calibration pattern
- real feature locations
Numeric problems
- importance of parametrization
- optimization stuck
- different cost functions
Uncertainty
- correct uncertainty estimation
- cross correlation
- parameters elimination
Just do it
- how to eliminate errors from symmetric correlation?
- different types of parametrization
- new types of fiducial markers
- contribute to openCV, add your name to CV history
list of sources
1. «Advanced geometric camera calibration for machine vision»
Minh Vo,Zhaoyang Wang,Long Luu,and Jun Ma
2. «Precision Landmark Location for Machine Vision and
Photogrammetry», Jose A.Gutierrez , Brian S.R. Armstrong
3. «Image Correlation for Shape, Motion and Deformation
Measurements», Michael A. Sutton, Jean-José Orteu, Hubert W.
Schreier
Questions?

Contenu connexe

En vedette

#3 Global AI Meetup (NLP) - Станислав Гафаров, MrBot
#3 Global AI Meetup (NLP) - Станислав Гафаров, MrBot#3 Global AI Meetup (NLP) - Станислав Гафаров, MrBot
#3 Global AI Meetup (NLP) - Станислав Гафаров, MrBotchatbotscommunity
 
#3 Global AI Meetup (NLP) - Михаил Бурцев, DeepHackLab
#3 Global AI Meetup (NLP) - Михаил Бурцев, DeepHackLab#3 Global AI Meetup (NLP) - Михаил Бурцев, DeepHackLab
#3 Global AI Meetup (NLP) - Михаил Бурцев, DeepHackLabchatbotscommunity
 
#3 Global AI Meetup (NLP) - Олег Шляжко, Chatfuel
#3 Global AI Meetup (NLP) - Олег Шляжко, Chatfuel#3 Global AI Meetup (NLP) - Олег Шляжко, Chatfuel
#3 Global AI Meetup (NLP) - Олег Шляжко, Chatfuelchatbotscommunity
 
Анализ ниши 80-го левела - нюансы, кейсы, практика
Анализ ниши 80-го левела - нюансы, кейсы, практикаАнализ ниши 80-го левела - нюансы, кейсы, практика
Анализ ниши 80-го левела - нюансы, кейсы, практикаSeoProfy Presentations
 
Basics of Image Processing using MATLAB
Basics of Image Processing using MATLABBasics of Image Processing using MATLAB
Basics of Image Processing using MATLABvkn13
 
30 Reasons to Start a Business
30 Reasons to Start a Business30 Reasons to Start a Business
30 Reasons to Start a BusinessPalo Alto Software
 
Build Your Own 3D Scanner: 3D Scanning with Swept-Planes
Build Your Own 3D Scanner: 3D Scanning with Swept-PlanesBuild Your Own 3D Scanner: 3D Scanning with Swept-Planes
Build Your Own 3D Scanner: 3D Scanning with Swept-PlanesDouglas Lanman
 
Digital Image Processing
Digital Image ProcessingDigital Image Processing
Digital Image ProcessingSahil Biswas
 

En vedette (11)

3 d image processsing operations
3 d image processsing operations3 d image processsing operations
3 d image processsing operations
 
#3 Global AI Meetup (NLP) - Станислав Гафаров, MrBot
#3 Global AI Meetup (NLP) - Станислав Гафаров, MrBot#3 Global AI Meetup (NLP) - Станислав Гафаров, MrBot
#3 Global AI Meetup (NLP) - Станислав Гафаров, MrBot
 
#3 Global AI Meetup (NLP) - Михаил Бурцев, DeepHackLab
#3 Global AI Meetup (NLP) - Михаил Бурцев, DeepHackLab#3 Global AI Meetup (NLP) - Михаил Бурцев, DeepHackLab
#3 Global AI Meetup (NLP) - Михаил Бурцев, DeepHackLab
 
#3 Global AI Meetup (NLP) - Олег Шляжко, Chatfuel
#3 Global AI Meetup (NLP) - Олег Шляжко, Chatfuel#3 Global AI Meetup (NLP) - Олег Шляжко, Chatfuel
#3 Global AI Meetup (NLP) - Олег Шляжко, Chatfuel
 
Анализ ниши 80-го левела - нюансы, кейсы, практика
Анализ ниши 80-го левела - нюансы, кейсы, практикаАнализ ниши 80-го левела - нюансы, кейсы, практика
Анализ ниши 80-го левела - нюансы, кейсы, практика
 
Xgboost
XgboostXgboost
Xgboost
 
Basics of Image Processing using MATLAB
Basics of Image Processing using MATLABBasics of Image Processing using MATLAB
Basics of Image Processing using MATLAB
 
30 Reasons to Start a Business
30 Reasons to Start a Business30 Reasons to Start a Business
30 Reasons to Start a Business
 
Build Your Own 3D Scanner: 3D Scanning with Swept-Planes
Build Your Own 3D Scanner: 3D Scanning with Swept-PlanesBuild Your Own 3D Scanner: 3D Scanning with Swept-Planes
Build Your Own 3D Scanner: 3D Scanning with Swept-Planes
 
Digital Image Processing
Digital Image ProcessingDigital Image Processing
Digital Image Processing
 
SlideShare 101
SlideShare 101SlideShare 101
SlideShare 101
 

Similaire à Michael Norel - High Accuracy Camera Calibration

Fcv core szeliski_zisserman
Fcv core szeliski_zissermanFcv core szeliski_zisserman
Fcv core szeliski_zissermanzukun
 
Uploaded file 130039511030956250
Uploaded file 130039511030956250Uploaded file 130039511030956250
Uploaded file 130039511030956250MAKAUT
 
Addressing the Challenge of Wafer Map Classification in Semiconductor Manufac...
Addressing the Challenge of Wafer Map Classification in Semiconductor Manufac...Addressing the Challenge of Wafer Map Classification in Semiconductor Manufac...
Addressing the Challenge of Wafer Map Classification in Semiconductor Manufac...yieldWerx Semiconductor
 
IRJET- Image Forgery Detection using Support Vector Machine
IRJET- Image Forgery Detection using Support Vector MachineIRJET- Image Forgery Detection using Support Vector Machine
IRJET- Image Forgery Detection using Support Vector MachineIRJET Journal
 
Addressing the Challenge of Wafer Map Classification in Semiconductor Manufac...
Addressing the Challenge of Wafer Map Classification in Semiconductor Manufac...Addressing the Challenge of Wafer Map Classification in Semiconductor Manufac...
Addressing the Challenge of Wafer Map Classification in Semiconductor Manufac...yieldWerx Semiconductor
 
426 Lecture5: AR Registration
426 Lecture5: AR Registration426 Lecture5: AR Registration
426 Lecture5: AR RegistrationMark Billinghurst
 
International journal of signal and image processing issues vol 2015 - no 1...
International journal of signal and image processing issues   vol 2015 - no 1...International journal of signal and image processing issues   vol 2015 - no 1...
International journal of signal and image processing issues vol 2015 - no 1...sophiabelthome
 
Close range Photogrammeetry
Close range PhotogrammeetryClose range Photogrammeetry
Close range Photogrammeetrychinmay khadke
 
EGUE Technikrom Final_8_12_13
EGUE Technikrom Final_8_12_13EGUE Technikrom Final_8_12_13
EGUE Technikrom Final_8_12_13Paul Brodbeck
 
tatacara kalibrasi Kendaraan.ppt
tatacara kalibrasi Kendaraan.ppttatacara kalibrasi Kendaraan.ppt
tatacara kalibrasi Kendaraan.pptdarmadi ir,mm
 
vehicle calibration.ppt
vehicle calibration.pptvehicle calibration.ppt
vehicle calibration.pptdarmadi ir,mm
 
Convolutional Neural Network for pixel-wise skyline detection
Convolutional Neural Network for pixel-wise skyline detectionConvolutional Neural Network for pixel-wise skyline detection
Convolutional Neural Network for pixel-wise skyline detectionDarian Frajberg
 
CNN vs SIFT-based Visual Localization - Laura Leal-Taixé - UPC Barcelona 2018
CNN vs SIFT-based Visual Localization - Laura Leal-Taixé - UPC Barcelona 2018CNN vs SIFT-based Visual Localization - Laura Leal-Taixé - UPC Barcelona 2018
CNN vs SIFT-based Visual Localization - Laura Leal-Taixé - UPC Barcelona 2018Universitat Politècnica de Catalunya
 
Camera Calibration Market
Camera Calibration MarketCamera Calibration Market
Camera Calibration MarketGuy Martin
 
Visual diagnostics for more effective machine learning
Visual diagnostics for more effective machine learningVisual diagnostics for more effective machine learning
Visual diagnostics for more effective machine learningBenjamin Bengfort
 
Large Scale Image Retrieval 2022.pdf
Large Scale Image Retrieval 2022.pdfLarge Scale Image Retrieval 2022.pdf
Large Scale Image Retrieval 2022.pdfSamuCerezo
 
Lecture 01 frank dellaert - 3 d reconstruction and mapping: a factor graph ...
Lecture 01   frank dellaert - 3 d reconstruction and mapping: a factor graph ...Lecture 01   frank dellaert - 3 d reconstruction and mapping: a factor graph ...
Lecture 01 frank dellaert - 3 d reconstruction and mapping: a factor graph ...mustafa sarac
 

Similaire à Michael Norel - High Accuracy Camera Calibration (20)

Fcv core szeliski_zisserman
Fcv core szeliski_zissermanFcv core szeliski_zisserman
Fcv core szeliski_zisserman
 
Uploaded file 130039511030956250
Uploaded file 130039511030956250Uploaded file 130039511030956250
Uploaded file 130039511030956250
 
Addressing the Challenge of Wafer Map Classification in Semiconductor Manufac...
Addressing the Challenge of Wafer Map Classification in Semiconductor Manufac...Addressing the Challenge of Wafer Map Classification in Semiconductor Manufac...
Addressing the Challenge of Wafer Map Classification in Semiconductor Manufac...
 
IRJET- Image Forgery Detection using Support Vector Machine
IRJET- Image Forgery Detection using Support Vector MachineIRJET- Image Forgery Detection using Support Vector Machine
IRJET- Image Forgery Detection using Support Vector Machine
 
Addressing the Challenge of Wafer Map Classification in Semiconductor Manufac...
Addressing the Challenge of Wafer Map Classification in Semiconductor Manufac...Addressing the Challenge of Wafer Map Classification in Semiconductor Manufac...
Addressing the Challenge of Wafer Map Classification in Semiconductor Manufac...
 
426 Lecture5: AR Registration
426 Lecture5: AR Registration426 Lecture5: AR Registration
426 Lecture5: AR Registration
 
International journal of signal and image processing issues vol 2015 - no 1...
International journal of signal and image processing issues   vol 2015 - no 1...International journal of signal and image processing issues   vol 2015 - no 1...
International journal of signal and image processing issues vol 2015 - no 1...
 
The Business Value of Data Modeling
The Business Value of Data ModelingThe Business Value of Data Modeling
The Business Value of Data Modeling
 
Close range Photogrammeetry
Close range PhotogrammeetryClose range Photogrammeetry
Close range Photogrammeetry
 
EGUE Technikrom Final_8_12_13
EGUE Technikrom Final_8_12_13EGUE Technikrom Final_8_12_13
EGUE Technikrom Final_8_12_13
 
tatacara kalibrasi Kendaraan.ppt
tatacara kalibrasi Kendaraan.ppttatacara kalibrasi Kendaraan.ppt
tatacara kalibrasi Kendaraan.ppt
 
vehicle calibration.ppt
vehicle calibration.pptvehicle calibration.ppt
vehicle calibration.ppt
 
Dip syllabus
Dip syllabusDip syllabus
Dip syllabus
 
Panoramic image mosaics
Panoramic image mosaicsPanoramic image mosaics
Panoramic image mosaics
 
Convolutional Neural Network for pixel-wise skyline detection
Convolutional Neural Network for pixel-wise skyline detectionConvolutional Neural Network for pixel-wise skyline detection
Convolutional Neural Network for pixel-wise skyline detection
 
CNN vs SIFT-based Visual Localization - Laura Leal-Taixé - UPC Barcelona 2018
CNN vs SIFT-based Visual Localization - Laura Leal-Taixé - UPC Barcelona 2018CNN vs SIFT-based Visual Localization - Laura Leal-Taixé - UPC Barcelona 2018
CNN vs SIFT-based Visual Localization - Laura Leal-Taixé - UPC Barcelona 2018
 
Camera Calibration Market
Camera Calibration MarketCamera Calibration Market
Camera Calibration Market
 
Visual diagnostics for more effective machine learning
Visual diagnostics for more effective machine learningVisual diagnostics for more effective machine learning
Visual diagnostics for more effective machine learning
 
Large Scale Image Retrieval 2022.pdf
Large Scale Image Retrieval 2022.pdfLarge Scale Image Retrieval 2022.pdf
Large Scale Image Retrieval 2022.pdf
 
Lecture 01 frank dellaert - 3 d reconstruction and mapping: a factor graph ...
Lecture 01   frank dellaert - 3 d reconstruction and mapping: a factor graph ...Lecture 01   frank dellaert - 3 d reconstruction and mapping: a factor graph ...
Lecture 01 frank dellaert - 3 d reconstruction and mapping: a factor graph ...
 

Dernier

GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationMichael W. Hawkins
 
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsTop 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsRoshan Dwivedi
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slidespraypatel2
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024The Digital Insurer
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonetsnaman860154
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Drew Madelung
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Enterprise Knowledge
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Miguel Araújo
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...apidays
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountPuma Security, LLC
 
Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024The Digital Insurer
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesSinan KOZAK
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking MenDelhi Call girls
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfEnterprise Knowledge
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...Neo4j
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Allon Mureinik
 
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure servicePooja Nehwal
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024Results
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Scriptwesley chun
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024Rafal Los
 

Dernier (20)

GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day Presentation
 
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsTop 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slides
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonets
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path Mount
 
Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen Frames
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)
 
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Script
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 

Michael Norel - High Accuracy Camera Calibration