SlideShare a Scribd company logo
1 of 4
Download to read offline
Frontiers in Computer Vision
Workshop, MIT, August 2011
Relations between academia and industry

             David Martin
Computer Vision at Google

● Streetview / Earth: Faces, OCR, SFM, 3D models
● Self Driving Cars [video1, video2]
● Youtube video stabilization [web, video1, video2]
● Search: By image [video], Goggles [video]
● Book scanning: OCR, structure, languages
● Picasa: Face movie [video]
Computer Vision Trends

1. Mobile [Android, iOS]

2. Real-time [Mobile, GPUs, Services]

3. Systems [Search, Maps, Books, Cars, Games, AR]
   + context

4. Impact [SIFT, OpenCV]
A Proposal for Impactful CV

● ATLAS := Automatically Tuned Linear Algebra Software
  (BLAS + LAPACK, C + FORTRAN): home, papers
 "All of the routines in ATLAS tend to be competitive with the machine-
 specific versions for most known architectures. However, ATLAS is not just
 about working well on known architectures, but also tries to be optimal for
 unknown machines." [faq]
● Long story: IEEE FP, interfaces, math, introspection.
● Funding: Mostly NSF, also DoD.
● Open source, BSD license.
● Not just performance...
   ○ For ATLAS: Accuracy, stability.
   ○ For CV: + sensors, uncertainty, environment.
   ○ None of these are independent!
● Automatically Tuned OpenCV?

More Related Content

Similar to Fcv acad ind_martin

Objective.doc.doc
Objective.doc.docObjective.doc.doc
Objective.doc.docbutest
 
Titanium Overview (Mobile March 2011)
Titanium Overview (Mobile March 2011)Titanium Overview (Mobile March 2011)
Titanium Overview (Mobile March 2011)Kevin Whinnery
 
YVision: A General Purpose Software Composition Framework
YVision: A General Purpose Software Composition FrameworkYVision: A General Purpose Software Composition Framework
YVision: A General Purpose Software Composition FrameworkAntão Almada
 
Serverless Computing with Google Cloud
Serverless Computing with Google CloudServerless Computing with Google Cloud
Serverless Computing with Google Cloudwesley chun
 
Comp4010 Lecture7 Designing AR Systems
Comp4010 Lecture7 Designing AR SystemsComp4010 Lecture7 Designing AR Systems
Comp4010 Lecture7 Designing AR SystemsMark Billinghurst
 
Serverless computing with Google Cloud
Serverless computing with Google CloudServerless computing with Google Cloud
Serverless computing with Google Cloudwesley chun
 
Resume_JiaLIU
Resume_JiaLIUResume_JiaLIU
Resume_JiaLIUJia Liu
 
2022 COMP4010 Lecture 6: Designing AR Systems
2022 COMP4010 Lecture 6: Designing AR Systems2022 COMP4010 Lecture 6: Designing AR Systems
2022 COMP4010 Lecture 6: Designing AR SystemsMark Billinghurst
 
Google's serverless journey: past to present
Google's serverless journey: past to presentGoogle's serverless journey: past to present
Google's serverless journey: past to presentwesley chun
 
Ignite Seoul 2-10. 이현남 Cloud Computing
Ignite Seoul 2-10. 이현남 Cloud ComputingIgnite Seoul 2-10. 이현남 Cloud Computing
Ignite Seoul 2-10. 이현남 Cloud ComputingJinho Jung
 
Justin Segler Resume
Justin Segler ResumeJustin Segler Resume
Justin Segler ResumeJustin Segler
 
X-Platform native apps in C# and .NET using Xamarin tools (iOS/WP/Android)
X-Platform native apps in C# and .NET using Xamarin tools (iOS/WP/Android)X-Platform native apps in C# and .NET using Xamarin tools (iOS/WP/Android)
X-Platform native apps in C# and .NET using Xamarin tools (iOS/WP/Android)Mark Radacz
 
Building a Simple Mobile-optimized Web App Using the jQuery Mobile Framework
Building a Simple Mobile-optimized Web App Using the jQuery Mobile FrameworkBuilding a Simple Mobile-optimized Web App Using the jQuery Mobile Framework
Building a Simple Mobile-optimized Web App Using the jQuery Mobile FrameworkSt. Petersburg College
 
IT TRENDS AND PERSPECTIVES 2016
IT TRENDS AND PERSPECTIVES 2016IT TRENDS AND PERSPECTIVES 2016
IT TRENDS AND PERSPECTIVES 2016Vaidheswaran CS
 

Similar to Fcv acad ind_martin (20)

Objective.doc.doc
Objective.doc.docObjective.doc.doc
Objective.doc.doc
 
Titanium Overview (Mobile March 2011)
Titanium Overview (Mobile March 2011)Titanium Overview (Mobile March 2011)
Titanium Overview (Mobile March 2011)
 
YVision: A General Purpose Software Composition Framework
YVision: A General Purpose Software Composition FrameworkYVision: A General Purpose Software Composition Framework
YVision: A General Purpose Software Composition Framework
 
Serverless Computing with Google Cloud
Serverless Computing with Google CloudServerless Computing with Google Cloud
Serverless Computing with Google Cloud
 
Comp4010 Lecture7 Designing AR Systems
Comp4010 Lecture7 Designing AR SystemsComp4010 Lecture7 Designing AR Systems
Comp4010 Lecture7 Designing AR Systems
 
portpholio
portpholioportpholio
portpholio
 
My Portfolio
My PortfolioMy Portfolio
My Portfolio
 
Serverless computing with Google Cloud
Serverless computing with Google CloudServerless computing with Google Cloud
Serverless computing with Google Cloud
 
QA_Felipe Fong_Resume
QA_Felipe Fong_ResumeQA_Felipe Fong_Resume
QA_Felipe Fong_Resume
 
CV
CVCV
CV
 
Resume
ResumeResume
Resume
 
Resume_JiaLIU
Resume_JiaLIUResume_JiaLIU
Resume_JiaLIU
 
2022 COMP4010 Lecture 6: Designing AR Systems
2022 COMP4010 Lecture 6: Designing AR Systems2022 COMP4010 Lecture 6: Designing AR Systems
2022 COMP4010 Lecture 6: Designing AR Systems
 
Sem_resume_updated
Sem_resume_updatedSem_resume_updated
Sem_resume_updated
 
Google's serverless journey: past to present
Google's serverless journey: past to presentGoogle's serverless journey: past to present
Google's serverless journey: past to present
 
Ignite Seoul 2-10. 이현남 Cloud Computing
Ignite Seoul 2-10. 이현남 Cloud ComputingIgnite Seoul 2-10. 이현남 Cloud Computing
Ignite Seoul 2-10. 이현남 Cloud Computing
 
Justin Segler Resume
Justin Segler ResumeJustin Segler Resume
Justin Segler Resume
 
X-Platform native apps in C# and .NET using Xamarin tools (iOS/WP/Android)
X-Platform native apps in C# and .NET using Xamarin tools (iOS/WP/Android)X-Platform native apps in C# and .NET using Xamarin tools (iOS/WP/Android)
X-Platform native apps in C# and .NET using Xamarin tools (iOS/WP/Android)
 
Building a Simple Mobile-optimized Web App Using the jQuery Mobile Framework
Building a Simple Mobile-optimized Web App Using the jQuery Mobile FrameworkBuilding a Simple Mobile-optimized Web App Using the jQuery Mobile Framework
Building a Simple Mobile-optimized Web App Using the jQuery Mobile Framework
 
IT TRENDS AND PERSPECTIVES 2016
IT TRENDS AND PERSPECTIVES 2016IT TRENDS AND PERSPECTIVES 2016
IT TRENDS AND PERSPECTIVES 2016
 

More from zukun

My lyn tutorial 2009
My lyn tutorial 2009My lyn tutorial 2009
My lyn tutorial 2009zukun
 
ETHZ CV2012: Tutorial openCV
ETHZ CV2012: Tutorial openCVETHZ CV2012: Tutorial openCV
ETHZ CV2012: Tutorial openCVzukun
 
ETHZ CV2012: Information
ETHZ CV2012: InformationETHZ CV2012: Information
ETHZ CV2012: Informationzukun
 
Siwei lyu: natural image statistics
Siwei lyu: natural image statisticsSiwei lyu: natural image statistics
Siwei lyu: natural image statisticszukun
 
Lecture9 camera calibration
Lecture9 camera calibrationLecture9 camera calibration
Lecture9 camera calibrationzukun
 
Brunelli 2008: template matching techniques in computer vision
Brunelli 2008: template matching techniques in computer visionBrunelli 2008: template matching techniques in computer vision
Brunelli 2008: template matching techniques in computer visionzukun
 
Modern features-part-4-evaluation
Modern features-part-4-evaluationModern features-part-4-evaluation
Modern features-part-4-evaluationzukun
 
Modern features-part-3-software
Modern features-part-3-softwareModern features-part-3-software
Modern features-part-3-softwarezukun
 
Modern features-part-2-descriptors
Modern features-part-2-descriptorsModern features-part-2-descriptors
Modern features-part-2-descriptorszukun
 
Modern features-part-1-detectors
Modern features-part-1-detectorsModern features-part-1-detectors
Modern features-part-1-detectorszukun
 
Modern features-part-0-intro
Modern features-part-0-introModern features-part-0-intro
Modern features-part-0-introzukun
 
Lecture 02 internet video search
Lecture 02 internet video searchLecture 02 internet video search
Lecture 02 internet video searchzukun
 
Lecture 01 internet video search
Lecture 01 internet video searchLecture 01 internet video search
Lecture 01 internet video searchzukun
 
Lecture 03 internet video search
Lecture 03 internet video searchLecture 03 internet video search
Lecture 03 internet video searchzukun
 
Icml2012 tutorial representation_learning
Icml2012 tutorial representation_learningIcml2012 tutorial representation_learning
Icml2012 tutorial representation_learningzukun
 
Advances in discrete energy minimisation for computer vision
Advances in discrete energy minimisation for computer visionAdvances in discrete energy minimisation for computer vision
Advances in discrete energy minimisation for computer visionzukun
 
Gephi tutorial: quick start
Gephi tutorial: quick startGephi tutorial: quick start
Gephi tutorial: quick startzukun
 
EM algorithm and its application in probabilistic latent semantic analysis
EM algorithm and its application in probabilistic latent semantic analysisEM algorithm and its application in probabilistic latent semantic analysis
EM algorithm and its application in probabilistic latent semantic analysiszukun
 
Object recognition with pictorial structures
Object recognition with pictorial structuresObject recognition with pictorial structures
Object recognition with pictorial structureszukun
 
Iccv2011 learning spatiotemporal graphs of human activities
Iccv2011 learning spatiotemporal graphs of human activities Iccv2011 learning spatiotemporal graphs of human activities
Iccv2011 learning spatiotemporal graphs of human activities zukun
 

More from zukun (20)

My lyn tutorial 2009
My lyn tutorial 2009My lyn tutorial 2009
My lyn tutorial 2009
 
ETHZ CV2012: Tutorial openCV
ETHZ CV2012: Tutorial openCVETHZ CV2012: Tutorial openCV
ETHZ CV2012: Tutorial openCV
 
ETHZ CV2012: Information
ETHZ CV2012: InformationETHZ CV2012: Information
ETHZ CV2012: Information
 
Siwei lyu: natural image statistics
Siwei lyu: natural image statisticsSiwei lyu: natural image statistics
Siwei lyu: natural image statistics
 
Lecture9 camera calibration
Lecture9 camera calibrationLecture9 camera calibration
Lecture9 camera calibration
 
Brunelli 2008: template matching techniques in computer vision
Brunelli 2008: template matching techniques in computer visionBrunelli 2008: template matching techniques in computer vision
Brunelli 2008: template matching techniques in computer vision
 
Modern features-part-4-evaluation
Modern features-part-4-evaluationModern features-part-4-evaluation
Modern features-part-4-evaluation
 
Modern features-part-3-software
Modern features-part-3-softwareModern features-part-3-software
Modern features-part-3-software
 
Modern features-part-2-descriptors
Modern features-part-2-descriptorsModern features-part-2-descriptors
Modern features-part-2-descriptors
 
Modern features-part-1-detectors
Modern features-part-1-detectorsModern features-part-1-detectors
Modern features-part-1-detectors
 
Modern features-part-0-intro
Modern features-part-0-introModern features-part-0-intro
Modern features-part-0-intro
 
Lecture 02 internet video search
Lecture 02 internet video searchLecture 02 internet video search
Lecture 02 internet video search
 
Lecture 01 internet video search
Lecture 01 internet video searchLecture 01 internet video search
Lecture 01 internet video search
 
Lecture 03 internet video search
Lecture 03 internet video searchLecture 03 internet video search
Lecture 03 internet video search
 
Icml2012 tutorial representation_learning
Icml2012 tutorial representation_learningIcml2012 tutorial representation_learning
Icml2012 tutorial representation_learning
 
Advances in discrete energy minimisation for computer vision
Advances in discrete energy minimisation for computer visionAdvances in discrete energy minimisation for computer vision
Advances in discrete energy minimisation for computer vision
 
Gephi tutorial: quick start
Gephi tutorial: quick startGephi tutorial: quick start
Gephi tutorial: quick start
 
EM algorithm and its application in probabilistic latent semantic analysis
EM algorithm and its application in probabilistic latent semantic analysisEM algorithm and its application in probabilistic latent semantic analysis
EM algorithm and its application in probabilistic latent semantic analysis
 
Object recognition with pictorial structures
Object recognition with pictorial structuresObject recognition with pictorial structures
Object recognition with pictorial structures
 
Iccv2011 learning spatiotemporal graphs of human activities
Iccv2011 learning spatiotemporal graphs of human activities Iccv2011 learning spatiotemporal graphs of human activities
Iccv2011 learning spatiotemporal graphs of human activities
 

Recently uploaded

Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsJoaquim Jorge
 
GenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdfGenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdflior mazor
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdfhans926745
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityPrincipled Technologies
 
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
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024The Digital Insurer
 
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, AdobeApidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobeapidays
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc
 
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAndrey Devyatkin
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc
 
Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)wesley chun
 
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProduct Anonymous
 
Tech Trends Report 2024 Future Today Institute.pdf
Tech Trends Report 2024 Future Today Institute.pdfTech Trends Report 2024 Future Today Institute.pdf
Tech Trends Report 2024 Future Today Institute.pdfhans926745
 
Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024The Digital Insurer
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoffsammart93
 
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
 
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
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptxHampshireHUG
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024The Digital Insurer
 

Recently uploaded (20)

Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and Myths
 
GenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdfGenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdf
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
 
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
 
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...
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024
 
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, AdobeApidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
 
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of Terraform
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
 
Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)
 
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
 
Tech Trends Report 2024 Future Today Institute.pdf
Tech Trends Report 2024 Future Today Institute.pdfTech Trends Report 2024 Future Today Institute.pdf
Tech Trends Report 2024 Future Today Institute.pdf
 
Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
 
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...
 
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
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
 

Fcv acad ind_martin

  • 1. Frontiers in Computer Vision Workshop, MIT, August 2011 Relations between academia and industry David Martin
  • 2. Computer Vision at Google ● Streetview / Earth: Faces, OCR, SFM, 3D models ● Self Driving Cars [video1, video2] ● Youtube video stabilization [web, video1, video2] ● Search: By image [video], Goggles [video] ● Book scanning: OCR, structure, languages ● Picasa: Face movie [video]
  • 3. Computer Vision Trends 1. Mobile [Android, iOS] 2. Real-time [Mobile, GPUs, Services] 3. Systems [Search, Maps, Books, Cars, Games, AR] + context 4. Impact [SIFT, OpenCV]
  • 4. A Proposal for Impactful CV ● ATLAS := Automatically Tuned Linear Algebra Software (BLAS + LAPACK, C + FORTRAN): home, papers "All of the routines in ATLAS tend to be competitive with the machine- specific versions for most known architectures. However, ATLAS is not just about working well on known architectures, but also tries to be optimal for unknown machines." [faq] ● Long story: IEEE FP, interfaces, math, introspection. ● Funding: Mostly NSF, also DoD. ● Open source, BSD license. ● Not just performance... ○ For ATLAS: Accuracy, stability. ○ For CV: + sensors, uncertainty, environment. ○ None of these are independent! ● Automatically Tuned OpenCV?