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Team 5: Anchovi Labs
• 2 Minute Video:
  – http://youtu.be/EusXMLFvPDE
• 1 Minute Technical Video
  – http://www.youtube.com/watch?
    v=1vH2OTEorU0
(Team 5)


“Helping you organize, browse and
share your photos”
 ICorps Team




               Pietro Perona   Boris Babenko          Enrico
                    (PI)            (EL)         di Bernardo (IM)


106 interviews, 102 survey responses
Starting Point
``Annotating and analyzing large image
collections in industry and science’’
Applications: microscopy, satellite imagery ...
Verticals:
                   Algorithm          Accuracy (vs         Personal            microscopy,
 Hardware                                                                       pathology,
                  Development        other software)      Assistance
manufacturers                                                                    radiology,
                                                                              microbiology,
                    Scaling to                             Free Pilot             geology,
                                      Scaling (vs           Studies
  Service            verticals                                                      gis,
                                        human                                  advertising,
 companies                            annotators)                              metallurgy,
                                                                              manufacturing
                                                          Academic              inspection
                 vision / learning
  Academic            PhDs            Convenience           Collab
    labs                                                 Direct sales          Segments:
                 Crowdsourcing                              (web)            academic labs,
                                                                            service providers,
                  marketplace                          Referrals (from      consultants, R&D
                                                       hardware co's)             dept's

              Crowdsourcin
                                R&D
                   g                             Fixed price per image with free
 Value driven,                                   trial or subscription (freemium)
 Economies of        Storage/bandwidth/                       model
    scope             CPU power costs
What we did
• Talked to biologists, bioengineers,
  nanoengineers, pathologists, digital
  pathology scanner manufacturers, etc
• Met with CEO/VPs of ESRI, attended a
  GIS conference
What we learned
• Fragmentation
  – Many niches, different needs
• Small markets
  – No big niches
• Lukewarm responses
  – No “Must have”
Verticals:
                   Algorithm          Accuracy (vs         Personal            microscopy,
 Hardware                                                                       pathology,
                  Development        other software)      Assistance
manufacturers                                                                    radiology,
                                                                              microbiology,
                    Scaling to                             Free Pilot             geology,
                                      Scaling (vs           Studies
  Service            verticals                                                      gis,
                                        human                                  advertising,
 companies                            annotators)                              metallurgy,
                                                                              manufacturing
                                                          Academic              inspection
                 vision / learning
  Academic            PhDs            Convenience           Collab
    labs                                                 Direct sales          Segments:
                 Crowdsourcing                              (web)            academic labs,
                                                                            service providers,
                  marketplace                          Referrals (from      consultants, R&D
                                                       hardware co's)             dept's

              Crowdsourcin
                                R&D
                   g                             Fixed price per image with free
 Value driven,                                   trial or subscription (freemium)
 Economies of        Storage/bandwidth/                       model
    scope             CPU power costs
9
Consumer Photos




YESTERDAY          TOMORROW
A Soup of Photos
Organizing Principles


When? Where? How? Who? What?
Organizing Principles


When? Where? How? Who? What?

     Metadata      Computer
                    Vision
Organizing Principles


When? Where? How? Who? What?

     Metadata      Computer
                    Vision
Fork in the road
       B2B                    B2C
– Web API with        – Create consumer app
  Computer Vision     – Help people organize,
  functionality         browse and share their
– Customers: photo/     photo collections
  image sharing
  companies           – Lots of customers,
                        but how do we reach
– Enough customers?     them?
Fork in the road
       B2B                    B2C
– Web API with        – Create consumer app
  Computer Vision     – Help people organize,
  functionality         browse and share their
– Customers: photo/     photo collections
  image sharing
  companies           – Lots of customers,
                        but how do we reach
– Enough customers?     them?
Building platform/   Outsource image        Personal
infra-structure      analysis               Assistance
                     functionality: auto-
Building machine     tagging, duplicate                        Stock photo
vision               detection, adult                          companies
                     content filtering,
                     etc                                       Photo/image
                                                               sharing websites

                                            Direct (web
                                            service or web
                                            API)
Talent




Typical web costs:                             Freemium subscription to
CPU, bandwidth,                                service
storage

Advertising/PR
Who we talked to
Image/photo companies
What we learned
Needs
• Porn filtering: nice to have
• Duplicate detection: in house solutions
• Automatic image tagging: ROI unclear
Fork in the road
       B2B                    B2C
– Web API with        – Create consumer app
  Computer Vision     – Help people organize,
  functionality         browse and share their
– Customers: photo/     photo collections
  image sharing
  companies           – Lots of customers,
                        but how do we reach
– Enough customers?     them?
Building platform/   All photos (your    Personal
infra-structure      own and others’)    Assistance
                     show up in one
Building machine     place               Demos / Blog       Consumers:
vision                                                      • Income: mid/high
                     Exploring &         Referral Program   • Age: 25-35
                     organizing photos                      • Gender: both
                     in one intuitive                       • Digital adoption:
                     interface                              smartphone/media
                                         Direct (web        center users
                     End-to-end photo    service or web     • Geographic:
                     management          API)               western world
Talent
                     experience (from
                     capture to          Cloud provider
                     consumption)        app stores

                                         Smart TV app
                                         store
                                            Freemium subscription
Typical web costs:
CPU, bandwidth,                             Referral to cloud providers
storage                                     Advertising (e.g. AdWords)
                                            Photobook printing commission
Advertising/PR                              Smart TV channel subscription
                                            Wireless plans commission
What we did
• Sent out a survey (>100 responses)

• Talked to:
  – family and friends
  – strangers
  – chatroulette.com … bad idea.
Consumer Surveys
More people would pay for automatic organization
than face tagging!
Consumer Surveys
• 23% willing to pay $5/month or more
Consumer Interviews
• Phone cameras, taking more pictures
• Browsing on mobile
• Cloud storage increasing
• Pain keeping photos organized
• No good solution available
Demo
http://anchovi-mobile.heroku.com/
Cloudy with a chance of
      anchovies
Building platform/   All photos (your    Personal
infra-structure      own and others’)    Assistance
                     show up in one
Building machine     place               Demos / Blog       Consumers:
vision                                                      • Income: mid/high
                     Exploring &         Referral Program   • Age: 25-35
                     organizing photos                      • Gender: both
                     in one intuitive                       • Digital adoption:
                     interface                              smartphone/media
                                                            center users
                     Cloud / device /                       • Geographic:
Talent               platform                               western world
                     independent




Typical web costs:
CPU, bandwidth,
storage

Advertising/PR
Seeking partners
• Partner 1 (stealth startup, raising series A)
  – Wanted to hire us, we said “no”
  – Then wanted exclusive license, we said “no”
  – Willing to work something out

• Partner 2 (`big player’ company)
  – Wants to acquire us
  – Currently in negotiations
What is next?
• Highland Capital summer program
• Negotiating with partners
• Finishing MVP and putting it out
31
Canvas History
Verticals:
                   Algorithm          Accuracy (vs         Personal            microscopy,
 Hardware                                                                       pathology,
                  Development        other software)      Assistance
manufacturers                                                                    radiology,
                                                                              microbiology,
                    Scaling to                             Free Pilot             geology,
                                      Scaling (vs           Studies
  Service            verticals                                                      gis,
                                        human                                  advertising,
 companies                            annotators)                              metallurgy,
                                                                              manufacturing
                                                          Academic              inspection
                 vision / learning
  Academic            PhDs            Convenience           Collab
    labs                                                 Direct sales          Segments:
                 Crowdsourcing                              (web)            academic labs,
                                                                            service providers,
                  marketplace                          Referrals (from      consultants, R&D
                                                       hardware co's)             dept's

              Crowdsourcin
                                R&D
                   g                             Fixed price per image with free
 Value driven,                                   trial or subscription (freemium)
 Economies of        Storage/bandwidth/                       model
    scope             CPU power costs
Verticals:
                   Algorithm          Accuracy (vs         Personal            microscopy,
 Hardware                                                                       pathology,
                  Development        other software)      Assistance
manufacturers                                                                    radiology,
                                                                              microbiology,
                    Scaling to                             Free Pilot             geology,
                                      Scaling (vs           Studies
  Service            verticals                                                      gis,
                                        human                                  advertising,
 companies                            annotators)                              metallurgy,
                                                                              manufacturing
                                                          Academic              inspection
                 vision / learning
  Academic            PhDs            Convenience           Collab
    labs                                                 Direct sales          Segments:
                 Crowdsourcing                              (web)            academic labs,
                                                                            service providers,
                  marketplace                          Referrals (from      consultants, R&D
                                                       hardware co's)             dept's

              Crowdsourcin
                                R&D
                   g                             Fixed price per image with free
 Value driven,                                   trial or subscription (freemium)
 Economies of        Storage/bandwidth/                       model
    scope             CPU power costs
Building platform/   Outsource image        Personal
infra-structure      analysis               Assistance
                     functionality: auto-
Building machine     tagging, duplicate                        Stock photo
vision               detection, adult                          companies
                     content filtering,
                     etf                                       Photo/image
                                                               sharing websites

                                            Direct (web
                                            service or web
                                            API)
Talent




Typical web costs:                             Freemium subscription to
CPU, bandwidth,                                service
storage

Advertising/PR
Building platform/   All photos (your    Personal
infra-structure      own and others’)    Assistance
                     show up in one
Building machine     place               Demos / Blog       Consumers:
vision                                                      • Income: mid/high
                     Exploring &         Referral Program   • Age: 25-35
                     organizing photos                      • Gender: both
                     in one intuitive                       • Digital adoption:
                     interface                              smartphone/media
                                         Direct (web        center users
                     End-to-end photo    service or web     • Geographic:
                     management          API)               western world
Talent
                     experience (from
                     capture to          Cloud provider
                     consumption)        app stores

                                         Smart TV app
                                         store
                                            Freemium subscription
Typical web costs:
CPU, bandwidth,                             Referral to cloud providers
storage                                     Advertising (e.g. AdWords)
                                            Photobook printing commission
Advertising/PR                              Smart TV channel subscription
                                            Wireless plans commission
Building platform/   All photos (your    Personal
infra-structure      own and others’)    Assistance
                     show up in one
Building machine     place               Demos / Blog       Consumers:
vision                                                      • Income: mid/high
                     Exploring &         Referral Program   • Age: 25-35
                     organizing photos                      • Gender: both
                     in one intuitive                       • Digital adoption:
                     interface                              smartphone/media
                                                            center users
                     Cloud / device /                       • Geographic:
Talent               platform                               western world
                     independent




Typical web costs:
CPU, bandwidth,
storage

Advertising/PR

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Anchovi NSF final Presentation

  • 1. Team 5: Anchovi Labs • 2 Minute Video: – http://youtu.be/EusXMLFvPDE • 1 Minute Technical Video – http://www.youtube.com/watch? v=1vH2OTEorU0
  • 2. (Team 5) “Helping you organize, browse and share your photos” ICorps Team Pietro Perona Boris Babenko Enrico (PI) (EL) di Bernardo (IM) 106 interviews, 102 survey responses
  • 3. Starting Point ``Annotating and analyzing large image collections in industry and science’’ Applications: microscopy, satellite imagery ...
  • 4. Verticals: Algorithm Accuracy (vs Personal microscopy, Hardware pathology, Development other software) Assistance manufacturers radiology, microbiology, Scaling to Free Pilot geology, Scaling (vs Studies Service verticals gis, human advertising, companies annotators) metallurgy, manufacturing Academic inspection vision / learning Academic PhDs Convenience Collab labs Direct sales Segments: Crowdsourcing (web) academic labs, service providers, marketplace Referrals (from consultants, R&D hardware co's) dept's Crowdsourcin R&D g Fixed price per image with free Value driven, trial or subscription (freemium) Economies of Storage/bandwidth/ model scope CPU power costs
  • 5. What we did • Talked to biologists, bioengineers, nanoengineers, pathologists, digital pathology scanner manufacturers, etc • Met with CEO/VPs of ESRI, attended a GIS conference
  • 6. What we learned • Fragmentation – Many niches, different needs • Small markets – No big niches • Lukewarm responses – No “Must have”
  • 7.
  • 8. Verticals: Algorithm Accuracy (vs Personal microscopy, Hardware pathology, Development other software) Assistance manufacturers radiology, microbiology, Scaling to Free Pilot geology, Scaling (vs Studies Service verticals gis, human advertising, companies annotators) metallurgy, manufacturing Academic inspection vision / learning Academic PhDs Convenience Collab labs Direct sales Segments: Crowdsourcing (web) academic labs, service providers, marketplace Referrals (from consultants, R&D hardware co's) dept's Crowdsourcin R&D g Fixed price per image with free Value driven, trial or subscription (freemium) Economies of Storage/bandwidth/ model scope CPU power costs
  • 9. 9
  • 11. A Soup of Photos
  • 13. Organizing Principles When? Where? How? Who? What? Metadata Computer Vision
  • 14. Organizing Principles When? Where? How? Who? What? Metadata Computer Vision
  • 15. Fork in the road B2B B2C – Web API with – Create consumer app Computer Vision – Help people organize, functionality browse and share their – Customers: photo/ photo collections image sharing companies – Lots of customers, but how do we reach – Enough customers? them?
  • 16. Fork in the road B2B B2C – Web API with – Create consumer app Computer Vision – Help people organize, functionality browse and share their – Customers: photo/ photo collections image sharing companies – Lots of customers, but how do we reach – Enough customers? them?
  • 17. Building platform/ Outsource image Personal infra-structure analysis Assistance functionality: auto- Building machine tagging, duplicate Stock photo vision detection, adult companies content filtering, etc Photo/image sharing websites Direct (web service or web API) Talent Typical web costs: Freemium subscription to CPU, bandwidth, service storage Advertising/PR
  • 18. Who we talked to Image/photo companies
  • 19. What we learned Needs • Porn filtering: nice to have • Duplicate detection: in house solutions • Automatic image tagging: ROI unclear
  • 20. Fork in the road B2B B2C – Web API with – Create consumer app Computer Vision – Help people organize, functionality browse and share their – Customers: photo/ photo collections image sharing companies – Lots of customers, but how do we reach – Enough customers? them?
  • 21. Building platform/ All photos (your Personal infra-structure own and others’) Assistance show up in one Building machine place Demos / Blog Consumers: vision • Income: mid/high Exploring & Referral Program • Age: 25-35 organizing photos • Gender: both in one intuitive • Digital adoption: interface smartphone/media Direct (web center users End-to-end photo service or web • Geographic: management API) western world Talent experience (from capture to Cloud provider consumption) app stores Smart TV app store Freemium subscription Typical web costs: CPU, bandwidth, Referral to cloud providers storage Advertising (e.g. AdWords) Photobook printing commission Advertising/PR Smart TV channel subscription Wireless plans commission
  • 22. What we did • Sent out a survey (>100 responses) • Talked to: – family and friends – strangers – chatroulette.com … bad idea.
  • 23. Consumer Surveys More people would pay for automatic organization than face tagging!
  • 24. Consumer Surveys • 23% willing to pay $5/month or more
  • 25. Consumer Interviews • Phone cameras, taking more pictures • Browsing on mobile • Cloud storage increasing • Pain keeping photos organized • No good solution available
  • 27. Cloudy with a chance of anchovies
  • 28. Building platform/ All photos (your Personal infra-structure own and others’) Assistance show up in one Building machine place Demos / Blog Consumers: vision • Income: mid/high Exploring & Referral Program • Age: 25-35 organizing photos • Gender: both in one intuitive • Digital adoption: interface smartphone/media center users Cloud / device / • Geographic: Talent platform western world independent Typical web costs: CPU, bandwidth, storage Advertising/PR
  • 29. Seeking partners • Partner 1 (stealth startup, raising series A) – Wanted to hire us, we said “no” – Then wanted exclusive license, we said “no” – Willing to work something out • Partner 2 (`big player’ company) – Wants to acquire us – Currently in negotiations
  • 30. What is next? • Highland Capital summer program • Negotiating with partners • Finishing MVP and putting it out
  • 31. 31
  • 33. Verticals: Algorithm Accuracy (vs Personal microscopy, Hardware pathology, Development other software) Assistance manufacturers radiology, microbiology, Scaling to Free Pilot geology, Scaling (vs Studies Service verticals gis, human advertising, companies annotators) metallurgy, manufacturing Academic inspection vision / learning Academic PhDs Convenience Collab labs Direct sales Segments: Crowdsourcing (web) academic labs, service providers, marketplace Referrals (from consultants, R&D hardware co's) dept's Crowdsourcin R&D g Fixed price per image with free Value driven, trial or subscription (freemium) Economies of Storage/bandwidth/ model scope CPU power costs
  • 34. Verticals: Algorithm Accuracy (vs Personal microscopy, Hardware pathology, Development other software) Assistance manufacturers radiology, microbiology, Scaling to Free Pilot geology, Scaling (vs Studies Service verticals gis, human advertising, companies annotators) metallurgy, manufacturing Academic inspection vision / learning Academic PhDs Convenience Collab labs Direct sales Segments: Crowdsourcing (web) academic labs, service providers, marketplace Referrals (from consultants, R&D hardware co's) dept's Crowdsourcin R&D g Fixed price per image with free Value driven, trial or subscription (freemium) Economies of Storage/bandwidth/ model scope CPU power costs
  • 35. Building platform/ Outsource image Personal infra-structure analysis Assistance functionality: auto- Building machine tagging, duplicate Stock photo vision detection, adult companies content filtering, etf Photo/image sharing websites Direct (web service or web API) Talent Typical web costs: Freemium subscription to CPU, bandwidth, service storage Advertising/PR
  • 36. Building platform/ All photos (your Personal infra-structure own and others’) Assistance show up in one Building machine place Demos / Blog Consumers: vision • Income: mid/high Exploring & Referral Program • Age: 25-35 organizing photos • Gender: both in one intuitive • Digital adoption: interface smartphone/media Direct (web center users End-to-end photo service or web • Geographic: management API) western world Talent experience (from capture to Cloud provider consumption) app stores Smart TV app store Freemium subscription Typical web costs: CPU, bandwidth, Referral to cloud providers storage Advertising (e.g. AdWords) Photobook printing commission Advertising/PR Smart TV channel subscription Wireless plans commission
  • 37. Building platform/ All photos (your Personal infra-structure own and others’) Assistance show up in one Building machine place Demos / Blog Consumers: vision • Income: mid/high Exploring & Referral Program • Age: 25-35 organizing photos • Gender: both in one intuitive • Digital adoption: interface smartphone/media center users Cloud / device / • Geographic: Talent platform western world independent Typical web costs: CPU, bandwidth, storage Advertising/PR

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