SlideShare a Scribd company logo
1 of 37
Download to read offline
Eugene Lisovskiy
CEO of MAPS.ME
Artificial Intelligence, Neural Networks,
Augmented Reality and Robotics:
New Challenges for OSM.
❖ Trends in imagery Industry
❖ Neural networks educated by OSM community.
❖ Dashcams and Navigation with Augmented Reality (AR).
❖ Commercial data automatic imports.
❖ Regular mobile maps users data (GPS traces & POIs).
❖ Video/radar/lidar data from semi/self driving cars/robots.
❖ Summary: The Future of OSM Mapping
Agenda
Trends In Imagery
Industry
SpaceX – Dropped World Prices for Satellite launch
Satellite Imagery
Pros:
❖ Cheaper low-orbit satellite launch (thank to SpaceX).
❖ Higher resolution imagery (30cm/pixel already).
❖ No problems with governments.
Cons:
❖ 2 years to launch new satellite, still expensive (min $62M).
❖ 1 satellite captures the whole earth in 2 years.
❖ Not enough resolution to read road and street signs.
❖ Clouds, trees.
30cm/pixel Imagery by Digitalglobe (WorldView-4)
Drones Aerial Imagery
Pros:
❖ Higher resolution imagery (up to 1 cm/pixel).
❖ Cheap & easy-to-use.
❖ Under the clouds + daily snapshots.
Cons:
❖ Low area coverage. Many drones required.
❖ Security regulations for capturing cities.
❖ Unstable quality (different drones, angels, resolution).
Hi-res Aerial Imagery by Bing in Spain
Neural Networks
Educated by OSM
Community
AI and Neural Networks
Pros:
❖ Well educated AI recognise images better than human.
❖ No supercomputer required. Community laptops is enough.
❖ Can work with standard imagery, lidar, radar data.
Cons:
❖ No cons, obviously.
❖ Hi-res source data required for better results.
❖ Still the humans need to verify and educate AI.
Roads recognized by Facebook IA
IA must be educated by humans
Mind-blowing 3D Views by Google...
AI... what?
Dashcams And
Navigation With
Augmented Reality
(AR)
AR navigation by Sygic
Onboard ARKit in iOS 11
Commercial Points
Automated Imports
POI Data Partners
Sell Map Data
Sell Location Based
Marketing Services
Navads – 60k Shell Gas Stations
Video/radar/lidar data
from semi/self driving
cars/robots
Self-driving cars computer vision building a map
Robots need good onboard maps
Robots are good mappers
Outdoor robots by Boston Dynamics
Goods Delivery Robots
OSM Marathon 2025
Regular mobile maps
users data
(GPS traces & POIs)
❖ 170 thousand users
❖ 1 million new POIs
❖ 600 thousand updated POIs
❖ 200 thousand notes
❖ 235 countries mapped
1,5 years POI mapping in MAPS.ME
How to Map Faster?
1. Acquire new mappers:
➢ Mapathons, SOTM
➢ Working with schools and students
2. Engage existent mappers:
➢ Direct (email/push) marketing
➢ Gamification, loyalty programs & activities
3. Start Using AI:
➢ Hi-res satellite and aerial imagery
➢ Develop algorithms, Educate Neural Networks
4. Partner with Self/Semi driving cars providers
How To Engage More People Into Mapping?
Google Maps: 1B Billion users = 1M POI Mappers
Google Maps: Engagement, Loyalty, Direct Marketing
Facebook: Suggest Edits
More MAPS.ME Users = More Active OSM Mappers
Hardcore
OSM
Mappers
Casual POI
Mappers
New Mobile Maps
Users
Mobile mappers are 18 times more
active than regular mappers.
OpenStreetMap.org
❖ 4000k registered mappers
❖ 30k monthly active mappers
❖ 0,8% of active mappers
MASP.ME
❖ 176k registered mappers
❖ 25k monthly active mappers
❖ 14% of active mappers
The Future of OSM Mapping (2020+)
POIs details (contacts, services) along
streets and inside buildings.
Roads details (lines, limits,
surface), building details
(street name, building
numbers).
Buildings,
roads, rivers,
forest, terrain,
1. Satellite + AI + Humans education
Source: hi-res satellite/aerial/drone imagery open network.
Processing: automatic IA recognition + verification and neural
networks education by humans.
2. Cars + AI + Humans education
Source: imagery, lidar, radar data from self/semi driving cars.
Processing: automatic IA recognition + verification and
neural networks education by humans.
3. Humans + AI validation
Source: data partners, mobile edits + user images
Processing: collaborative human validation.
Thank you!
Eugene Lisovsky, CEO of MAPS.ME
State of the Map Asia 2017

More Related Content

What's hot

4 f ballegeer - seize the real world
4   f ballegeer - seize the real world4   f ballegeer - seize the real world
4 f ballegeer - seize the real world
research4geomatica
 

What's hot (20)

Ero_dep_blue_red
Ero_dep_blue_redEro_dep_blue_red
Ero_dep_blue_red
 
May 4 cafe scientique 2010 j pelton
May 4 cafe scientique  2010 j peltonMay 4 cafe scientique  2010 j pelton
May 4 cafe scientique 2010 j pelton
 
Using Developer Portals: Maps APIs Electric Vehicle Routing
Using Developer Portals: Maps APIs Electric Vehicle RoutingUsing Developer Portals: Maps APIs Electric Vehicle Routing
Using Developer Portals: Maps APIs Electric Vehicle Routing
 
Augmented reality
Augmented realityAugmented reality
Augmented reality
 
Mapping the Next - Mapping for the Sustainable Development Agenda
Mapping the Next - Mapping for the Sustainable Development AgendaMapping the Next - Mapping for the Sustainable Development Agenda
Mapping the Next - Mapping for the Sustainable Development Agenda
 
Online Mapping
Online MappingOnline Mapping
Online Mapping
 
Jungle Bus: Public transport networks mapping made easy #Sotm2017
Jungle Bus: Public transport networks mapping made easy #Sotm2017Jungle Bus: Public transport networks mapping made easy #Sotm2017
Jungle Bus: Public transport networks mapping made easy #Sotm2017
 
ESA Ramani Huria: Mapping for Flood Resilience, Fusing Remote Sensing and Com...
ESA Ramani Huria: Mapping for Flood Resilience, Fusing Remote Sensing and Com...ESA Ramani Huria: Mapping for Flood Resilience, Fusing Remote Sensing and Com...
ESA Ramani Huria: Mapping for Flood Resilience, Fusing Remote Sensing and Com...
 
Ramani Huria, East Africa Open Data Conference
Ramani Huria, East Africa Open Data ConferenceRamani Huria, East Africa Open Data Conference
Ramani Huria, East Africa Open Data Conference
 
Augmented (2) (1)
Augmented (2) (1)Augmented (2) (1)
Augmented (2) (1)
 
Location Intelligence from Imagery
Location Intelligence from ImageryLocation Intelligence from Imagery
Location Intelligence from Imagery
 
State of the Map 2008 Review
State of the Map 2008 ReviewState of the Map 2008 Review
State of the Map 2008 Review
 
Haiti Qake2010 Bar Camp Canberra2010
Haiti Qake2010 Bar Camp Canberra2010Haiti Qake2010 Bar Camp Canberra2010
Haiti Qake2010 Bar Camp Canberra2010
 
Gia 2014 mc hugh
Gia 2014 mc hughGia 2014 mc hugh
Gia 2014 mc hugh
 
Party Time! Good and bad ways to run OpenStreetMap mapping parties
Party Time! Good and bad ways to run OpenStreetMap mapping partiesParty Time! Good and bad ways to run OpenStreetMap mapping parties
Party Time! Good and bad ways to run OpenStreetMap mapping parties
 
Pandu augmentedreality
Pandu augmentedrealityPandu augmentedreality
Pandu augmentedreality
 
GPS in Commercial Project Applications
GPS in Commercial Project ApplicationsGPS in Commercial Project Applications
GPS in Commercial Project Applications
 
2010 Location Based Social Media
2010 Location Based Social Media2010 Location Based Social Media
2010 Location Based Social Media
 
Pilgrim XXI
Pilgrim XXIPilgrim XXI
Pilgrim XXI
 
4 f ballegeer - seize the real world
4   f ballegeer - seize the real world4   f ballegeer - seize the real world
4 f ballegeer - seize the real world
 

Similar to Eugene Lisovskiy, CEO, MAPS.ME | SotM Asia 2017 |The Future of OSM in Asia and Beyond

"Using Satellites to Extract Insights on the Ground," a Presentation from Orb...
"Using Satellites to Extract Insights on the Ground," a Presentation from Orb..."Using Satellites to Extract Insights on the Ground," a Presentation from Orb...
"Using Satellites to Extract Insights on the Ground," a Presentation from Orb...
Edge AI and Vision Alliance
 
Building Mobile Cross-Platform Geospatial Apps, Nick Landry
Building Mobile Cross-Platform Geospatial Apps, Nick LandryBuilding Mobile Cross-Platform Geospatial Apps, Nick Landry
Building Mobile Cross-Platform Geospatial Apps, Nick Landry
Xamarin
 
OpenStreetMap at Wikimania
OpenStreetMap at WikimaniaOpenStreetMap at Wikimania
OpenStreetMap at Wikimania
mikel_maron
 

Similar to Eugene Lisovskiy, CEO, MAPS.ME | SotM Asia 2017 |The Future of OSM in Asia and Beyond (20)

MAPS.ME Workshop on State of The Map Asia 2017 Conference
MAPS.ME Workshop on State of The Map Asia 2017 ConferenceMAPS.ME Workshop on State of The Map Asia 2017 Conference
MAPS.ME Workshop on State of The Map Asia 2017 Conference
 
Cruiser business plan_v1.1
Cruiser business plan_v1.1Cruiser business plan_v1.1
Cruiser business plan_v1.1
 
The Future of Maps for Mobility / Geography2050
The Future of Maps for Mobility / Geography2050The Future of Maps for Mobility / Geography2050
The Future of Maps for Mobility / Geography2050
 
OSM HOT SBTF 2013_03_16
OSM HOT SBTF 2013_03_16OSM HOT SBTF 2013_03_16
OSM HOT SBTF 2013_03_16
 
Humanitarian OpenStreetMap Team [H.O.T.] Training for SBTF
Humanitarian OpenStreetMap Team [H.O.T.] Training for SBTFHumanitarian OpenStreetMap Team [H.O.T.] Training for SBTF
Humanitarian OpenStreetMap Team [H.O.T.] Training for SBTF
 
Web20 Mapping - by Alan Lew
Web20 Mapping - by  Alan LewWeb20 Mapping - by  Alan Lew
Web20 Mapping - by Alan Lew
 
Osm application
Osm applicationOsm application
Osm application
 
RoadAR v.2.3 english
RoadAR v.2.3 englishRoadAR v.2.3 english
RoadAR v.2.3 english
 
The Future of Indoor Mapping - Nokia / Here
The Future of Indoor Mapping - Nokia / HereThe Future of Indoor Mapping - Nokia / Here
The Future of Indoor Mapping - Nokia / Here
 
Maximizing Benefits from Municipal GIS Operations The GIS Management Institu...
Maximizing Benefits from Municipal GIS Operations  The GIS Management Institu...Maximizing Benefits from Municipal GIS Operations  The GIS Management Institu...
Maximizing Benefits from Municipal GIS Operations The GIS Management Institu...
 
Map the Xperience Presentation
Map the Xperience PresentationMap the Xperience Presentation
Map the Xperience Presentation
 
RoadAR v.2.0 english
RoadAR v.2.0 englishRoadAR v.2.0 english
RoadAR v.2.0 english
 
"Using Satellites to Extract Insights on the Ground," a Presentation from Orb...
"Using Satellites to Extract Insights on the Ground," a Presentation from Orb..."Using Satellites to Extract Insights on the Ground," a Presentation from Orb...
"Using Satellites to Extract Insights on the Ground," a Presentation from Orb...
 
Post-PC: Geolocation & Maps in the Android Ecosystem
Post-PC: Geolocation & Maps in the Android EcosystemPost-PC: Geolocation & Maps in the Android Ecosystem
Post-PC: Geolocation & Maps in the Android Ecosystem
 
OpenStreetMap and CycleStreets: collaborative map-making and cartography in t...
OpenStreetMap and CycleStreets: collaborative map-making and cartography in t...OpenStreetMap and CycleStreets: collaborative map-making and cartography in t...
OpenStreetMap and CycleStreets: collaborative map-making and cartography in t...
 
Building Mobile Cross-Platform Geospatial Apps, Nick Landry
Building Mobile Cross-Platform Geospatial Apps, Nick LandryBuilding Mobile Cross-Platform Geospatial Apps, Nick Landry
Building Mobile Cross-Platform Geospatial Apps, Nick Landry
 
The Golden Age of GIS - Keynote for GIS day 2019
The Golden Age of GIS - Keynote for GIS day 2019The Golden Age of GIS - Keynote for GIS day 2019
The Golden Age of GIS - Keynote for GIS day 2019
 
Final Demo
Final DemoFinal Demo
Final Demo
 
Introduction to OpenStreetMap, its extracts, and relation to Project NOAH
Introduction to OpenStreetMap, its extracts, and relation to Project NOAHIntroduction to OpenStreetMap, its extracts, and relation to Project NOAH
Introduction to OpenStreetMap, its extracts, and relation to Project NOAH
 
OpenStreetMap at Wikimania
OpenStreetMap at WikimaniaOpenStreetMap at Wikimania
OpenStreetMap at Wikimania
 

More from Kathmandu Living Labs

More from Kathmandu Living Labs (20)

Pradip Khatiwada, Kathmandu Living Labs | Mapping as Activism | SotM Asia 2017
Pradip Khatiwada, Kathmandu Living Labs | Mapping as Activism | SotM Asia 2017Pradip Khatiwada, Kathmandu Living Labs | Mapping as Activism | SotM Asia 2017
Pradip Khatiwada, Kathmandu Living Labs | Mapping as Activism | SotM Asia 2017
 
Maliha Binte Mohiuddin, University of Dhaka | YouthMappers Session | SotM Asi...
Maliha Binte Mohiuddin, University of Dhaka | YouthMappers Session | SotM Asi...Maliha Binte Mohiuddin, University of Dhaka | YouthMappers Session | SotM Asi...
Maliha Binte Mohiuddin, University of Dhaka | YouthMappers Session | SotM Asi...
 
Nikesh Balami, Open Knowledge Nepal | Nepal Session | SotM Asia 2017
Nikesh Balami, Open Knowledge Nepal | Nepal Session | SotM Asia 2017Nikesh Balami, Open Knowledge Nepal | Nepal Session | SotM Asia 2017
Nikesh Balami, Open Knowledge Nepal | Nepal Session | SotM Asia 2017
 
Shashish Maharjan, OSM Lalitpur | Nepal Session | SotM Asia 2017
Shashish Maharjan, OSM Lalitpur | Nepal Session | SotM Asia 2017Shashish Maharjan, OSM Lalitpur | Nepal Session | SotM Asia 2017
Shashish Maharjan, OSM Lalitpur | Nepal Session | SotM Asia 2017
 
Sumit Dugar, Practical Action Consulting | Nepal Session | SotM Asia 2017
Sumit Dugar, Practical Action Consulting | Nepal Session | SotM Asia 2017Sumit Dugar, Practical Action Consulting | Nepal Session | SotM Asia 2017
Sumit Dugar, Practical Action Consulting | Nepal Session | SotM Asia 2017
 
Yogesh Maharjan, OSM Kirtipur | Nepal Session | SotM Asia 2017
Yogesh Maharjan, OSM Kirtipur | Nepal Session | SotM Asia 2017Yogesh Maharjan, OSM Kirtipur | Nepal Session | SotM Asia 2017
Yogesh Maharjan, OSM Kirtipur | Nepal Session | SotM Asia 2017
 
Karan Suthakaran, OpenStreetMap Sri Lanka, OSM and the Sri Lankan Government ...
Karan Suthakaran, OpenStreetMap Sri Lanka, OSM and the Sri Lankan Government ...Karan Suthakaran, OpenStreetMap Sri Lanka, OSM and the Sri Lankan Government ...
Karan Suthakaran, OpenStreetMap Sri Lanka, OSM and the Sri Lankan Government ...
 
Uttam Paudel, Nursing Association of Nepal, EpiNurse: Local Nurses for Partic...
Uttam Paudel, Nursing Association of Nepal, EpiNurse: Local Nurses for Partic...Uttam Paudel, Nursing Association of Nepal, EpiNurse: Local Nurses for Partic...
Uttam Paudel, Nursing Association of Nepal, EpiNurse: Local Nurses for Partic...
 
Jayachandran Mani, Technical Officer, Head, Mission management at Karnataka S...
Jayachandran Mani, Technical Officer, Head, Mission management at Karnataka S...Jayachandran Mani, Technical Officer, Head, Mission management at Karnataka S...
Jayachandran Mani, Technical Officer, Head, Mission management at Karnataka S...
 
Sazal Sthapit, Kathmandu Living Labs, QuakeMap | OSM as a Communication Tool ...
Sazal Sthapit, Kathmandu Living Labs, QuakeMap | OSM as a Communication Tool ...Sazal Sthapit, Kathmandu Living Labs, QuakeMap | OSM as a Communication Tool ...
Sazal Sthapit, Kathmandu Living Labs, QuakeMap | OSM as a Communication Tool ...
 
Harry Mahardhika, HOT Indonesia, OSM for Disaster Management, Harry Mahardhik...
Harry Mahardhika, HOT Indonesia, OSM for Disaster Management, Harry Mahardhik...Harry Mahardhika, HOT Indonesia, OSM for Disaster Management, Harry Mahardhik...
Harry Mahardhika, HOT Indonesia, OSM for Disaster Management, Harry Mahardhik...
 
Monal Bhattarai, Kaasthamandap Vidyalaya |Youth as Mappers | SotM Asia 2017
Monal Bhattarai, Kaasthamandap Vidyalaya |Youth as Mappers | SotM Asia 2017Monal Bhattarai, Kaasthamandap Vidyalaya |Youth as Mappers | SotM Asia 2017
Monal Bhattarai, Kaasthamandap Vidyalaya |Youth as Mappers | SotM Asia 2017
 
Pratichhya Sharma, Western Regional Campus |Youth as Mappers | SotM Asia 2017
Pratichhya Sharma, Western Regional Campus |Youth as Mappers | SotM Asia 2017Pratichhya Sharma, Western Regional Campus |Youth as Mappers | SotM Asia 2017
Pratichhya Sharma, Western Regional Campus |Youth as Mappers | SotM Asia 2017
 
Jasna Budhathoki, Rato Bangala School |Youth as Mappers | SotM Asia 2017
Jasna Budhathoki, Rato Bangala School |Youth as Mappers | SotM Asia 2017Jasna Budhathoki, Rato Bangala School |Youth as Mappers | SotM Asia 2017
Jasna Budhathoki, Rato Bangala School |Youth as Mappers | SotM Asia 2017
 
Rob Savoye, Freelance Developer, OSM Data Manipulation | Workshop | SotM Asia...
Rob Savoye, Freelance Developer, OSM Data Manipulation | Workshop | SotM Asia...Rob Savoye, Freelance Developer, OSM Data Manipulation | Workshop | SotM Asia...
Rob Savoye, Freelance Developer, OSM Data Manipulation | Workshop | SotM Asia...
 
Dewi Sulistiongrum, HOT Indonesia, The Mapping Strategy to Develop OSM Data |...
Dewi Sulistiongrum, HOT Indonesia, The Mapping Strategy to Develop OSM Data |...Dewi Sulistiongrum, HOT Indonesia, The Mapping Strategy to Develop OSM Data |...
Dewi Sulistiongrum, HOT Indonesia, The Mapping Strategy to Develop OSM Data |...
 
Bradley Wilson, University of Arkansas & Kathmandu Living Labs, From Disaster...
Bradley Wilson, University of Arkansas & Kathmandu Living Labs, From Disaster...Bradley Wilson, University of Arkansas & Kathmandu Living Labs, From Disaster...
Bradley Wilson, University of Arkansas & Kathmandu Living Labs, From Disaster...
 
Ramya Raghupathy, Mapbox, Basemap Completeness in Asian Cities | SotM Asia 2017
Ramya Raghupathy, Mapbox, Basemap Completeness in Asian Cities  | SotM Asia 2017Ramya Raghupathy, Mapbox, Basemap Completeness in Asian Cities  | SotM Asia 2017
Ramya Raghupathy, Mapbox, Basemap Completeness in Asian Cities | SotM Asia 2017
 
Poornima Badrinath, Mapbox, Past holds the mirror to the future | SotM Asia 2017
Poornima Badrinath, Mapbox, Past holds the mirror to the future | SotM Asia 2017Poornima Badrinath, Mapbox, Past holds the mirror to the future | SotM Asia 2017
Poornima Badrinath, Mapbox, Past holds the mirror to the future | SotM Asia 2017
 
Poornima Badrinath, Mapbox, OSM Validation: Workshop | SotM Asia 2017
Poornima Badrinath, Mapbox, OSM Validation: Workshop | SotM Asia 2017Poornima Badrinath, Mapbox, OSM Validation: Workshop | SotM Asia 2017
Poornima Badrinath, Mapbox, OSM Validation: Workshop | SotM Asia 2017
 

Recently uploaded

+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...
?#DUbAI#??##{{(☎️+971_581248768%)**%*]'#abortion pills for sale in dubai@
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Safe Software
 

Recently uploaded (20)

presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century education
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : Uncertainty
 
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodPolkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdf
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a Fresher
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
 
+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...
 
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
 
Ransomware_Q4_2023. The report. [EN].pdf
Ransomware_Q4_2023. The report. [EN].pdfRansomware_Q4_2023. The report. [EN].pdf
Ransomware_Q4_2023. The report. [EN].pdf
 
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 - 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
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CV
 
ICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesICT role in 21st century education and its challenges
ICT role in 21st century education and its challenges
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt Robison
 
MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024
 
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...
 
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)
 
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
 

Eugene Lisovskiy, CEO, MAPS.ME | SotM Asia 2017 |The Future of OSM in Asia and Beyond

  • 1. Eugene Lisovskiy CEO of MAPS.ME Artificial Intelligence, Neural Networks, Augmented Reality and Robotics: New Challenges for OSM.
  • 2. ❖ Trends in imagery Industry ❖ Neural networks educated by OSM community. ❖ Dashcams and Navigation with Augmented Reality (AR). ❖ Commercial data automatic imports. ❖ Regular mobile maps users data (GPS traces & POIs). ❖ Video/radar/lidar data from semi/self driving cars/robots. ❖ Summary: The Future of OSM Mapping Agenda
  • 4. SpaceX – Dropped World Prices for Satellite launch
  • 5. Satellite Imagery Pros: ❖ Cheaper low-orbit satellite launch (thank to SpaceX). ❖ Higher resolution imagery (30cm/pixel already). ❖ No problems with governments. Cons: ❖ 2 years to launch new satellite, still expensive (min $62M). ❖ 1 satellite captures the whole earth in 2 years. ❖ Not enough resolution to read road and street signs. ❖ Clouds, trees.
  • 6. 30cm/pixel Imagery by Digitalglobe (WorldView-4)
  • 7. Drones Aerial Imagery Pros: ❖ Higher resolution imagery (up to 1 cm/pixel). ❖ Cheap & easy-to-use. ❖ Under the clouds + daily snapshots. Cons: ❖ Low area coverage. Many drones required. ❖ Security regulations for capturing cities. ❖ Unstable quality (different drones, angels, resolution).
  • 8. Hi-res Aerial Imagery by Bing in Spain
  • 10. AI and Neural Networks Pros: ❖ Well educated AI recognise images better than human. ❖ No supercomputer required. Community laptops is enough. ❖ Can work with standard imagery, lidar, radar data. Cons: ❖ No cons, obviously. ❖ Hi-res source data required for better results. ❖ Still the humans need to verify and educate AI.
  • 11. Roads recognized by Facebook IA
  • 12. IA must be educated by humans
  • 13. Mind-blowing 3D Views by Google...
  • 19. POI Data Partners Sell Map Data Sell Location Based Marketing Services
  • 20. Navads – 60k Shell Gas Stations
  • 22. Self-driving cars computer vision building a map
  • 23. Robots need good onboard maps
  • 24. Robots are good mappers
  • 25. Outdoor robots by Boston Dynamics
  • 28. Regular mobile maps users data (GPS traces & POIs)
  • 29. ❖ 170 thousand users ❖ 1 million new POIs ❖ 600 thousand updated POIs ❖ 200 thousand notes ❖ 235 countries mapped 1,5 years POI mapping in MAPS.ME
  • 30. How to Map Faster?
  • 31. 1. Acquire new mappers: ➢ Mapathons, SOTM ➢ Working with schools and students 2. Engage existent mappers: ➢ Direct (email/push) marketing ➢ Gamification, loyalty programs & activities 3. Start Using AI: ➢ Hi-res satellite and aerial imagery ➢ Develop algorithms, Educate Neural Networks 4. Partner with Self/Semi driving cars providers How To Engage More People Into Mapping?
  • 32. Google Maps: 1B Billion users = 1M POI Mappers
  • 33. Google Maps: Engagement, Loyalty, Direct Marketing
  • 35. More MAPS.ME Users = More Active OSM Mappers Hardcore OSM Mappers Casual POI Mappers New Mobile Maps Users Mobile mappers are 18 times more active than regular mappers. OpenStreetMap.org ❖ 4000k registered mappers ❖ 30k monthly active mappers ❖ 0,8% of active mappers MASP.ME ❖ 176k registered mappers ❖ 25k monthly active mappers ❖ 14% of active mappers
  • 36. The Future of OSM Mapping (2020+) POIs details (contacts, services) along streets and inside buildings. Roads details (lines, limits, surface), building details (street name, building numbers). Buildings, roads, rivers, forest, terrain, 1. Satellite + AI + Humans education Source: hi-res satellite/aerial/drone imagery open network. Processing: automatic IA recognition + verification and neural networks education by humans. 2. Cars + AI + Humans education Source: imagery, lidar, radar data from self/semi driving cars. Processing: automatic IA recognition + verification and neural networks education by humans. 3. Humans + AI validation Source: data partners, mobile edits + user images Processing: collaborative human validation.
  • 37. Thank you! Eugene Lisovsky, CEO of MAPS.ME State of the Map Asia 2017