SlideShare ist ein Scribd-Unternehmen logo
1 von 41
Understanding the quality of user generated mapping – comparing OpenStreetMap to Ordnance Survey geodata  Dr Muki Haklay  Department of Civil, Environmental and Geomatic Engineering, UCL  [email_address]
Outline ,[object Object],[object Object],[object Object],[object Object]
User Generated Geographical information  ,[object Object],[object Object],[object Object]
Flickr
Geograph.org.uk  ,[object Object],[object Object],[object Object]
Google Map Maker
OpenStreetMap ,[object Object],[object Object],[object Object],[object Object],(Image source: OpenStreetMap)
OpenStreetMap ,[object Object],[object Object]
Creating Maps for OSM  (Image source: OpenStreetMap)
OSM technological stack (cc) OpenStreetMap Haklay, M. And Weber, P., 2008, OpenStreetMap – User Generated Street Map, IEEE Pervasive Computing.
Simplified glue – OSM API vs. OGC WMS ,[object Object],[object Object],[object Object],Haklay, M. And Weber, P., 2008, OpenStreetMap – User Generated Street Map, IEEE Pervasive Computing.
(Image source: OpenStreetMap)
Mapping parties (cc) Urbanwide - flickr  (cc) Nick black (c) Andrea Antonello
Achievements  ,[object Object],[object Object],[object Object]
The quality issue ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
The problem ,[object Object],[object Object]
Who collects?
Who collects?  (c) Dair Grant (cc) Chris Fleming (cc) Shaun McDonald
Working together
Number of Users Area covered (Sq Km) 1 40021 2 20720 3 9136 4 4184 5 1986 6 936 7 448 8 269 9 139 10 and above 246
Users ,[object Object],[object Object]
Accuracy and Completeness  ,[object Object],[object Object],[object Object]
Positional Accuracy ,[object Object],A B
Goodchild and Hunter (1997), Hunter (1999) method ,[object Object],[object Object],[object Object]
Motorway comparison ,[object Object],[object Object],Motorway Percentage Overlap M1 87.36% M2 59.81% M3 71.40% M4 84.09% M4 Spur 88.77% M10 64.05% M11 84.38% M20 87.18% M23 88.78% M25 88.80% M26 83.37% M40 72.78% A1(M) 85.70% A308(M) 78.27% A329(M) 72.11% A404 76.65%
Estimating positional accuracy
Positional accuracy ,[object Object],[object Object],Area Average difference (m) Barnet 6.77 Highgate 8.33 New Cross 6.04 South Norwood 3.17 Sutton 4.83 Total  5.83
Completeness – bulk method ,[object Object],[object Object],[object Object]
 
London
Birmingham
Manchester and Liverpool
Length comparison ,[object Object],[object Object],[object Object]
Completeness - visual comparison
Completeness – visual comparison
Completeness
Spatial justice and OSM
Spatial justice and OSM
So should I use OSM? ,[object Object],[object Object],[object Object]
Conclusions ,[object Object],[object Object],[object Object]
Further reading  ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Weitere ähnliche Inhalte

Was ist angesagt?

Tianjin Case Study
Tianjin Case StudyTianjin Case Study
Tianjin Case StudyVisionMap
 
Final project2
Final project2Final project2
Final project2Wuzzy13
 
IMED 2018: Innovations and Challenges in the Use of Open-source Remote Sensin...
IMED 2018: Innovations and Challenges in the Use of Open-source Remote Sensin...IMED 2018: Innovations and Challenges in the Use of Open-source Remote Sensin...
IMED 2018: Innovations and Challenges in the Use of Open-source Remote Sensin...Louisa Diggs
 
IMED 2018: An intro to Remote Sensing and Machine Learning
IMED 2018: An intro to Remote Sensing and Machine LearningIMED 2018: An intro to Remote Sensing and Machine Learning
IMED 2018: An intro to Remote Sensing and Machine LearningLouisa Diggs
 
Radar and optical remote sensing data evaluation and fusion; a case study for...
Radar and optical remote sensing data evaluation and fusion; a case study for...Radar and optical remote sensing data evaluation and fusion; a case study for...
Radar and optical remote sensing data evaluation and fusion; a case study for...rsmahabir
 
Terrestrial laser scanning
Terrestrial laser scanningTerrestrial laser scanning
Terrestrial laser scanningIris Kramer
 
Challenges to Large Scale Mapping: Can Data Geometry Help?
Challenges to Large Scale Mapping: Can Data Geometry Help?Challenges to Large Scale Mapping: Can Data Geometry Help?
Challenges to Large Scale Mapping: Can Data Geometry Help?Louisa Diggs
 
5A_ 2_Developing a statistical methodology to improve classification and mapp...
5A_ 2_Developing a statistical methodology to improve classification and mapp...5A_ 2_Developing a statistical methodology to improve classification and mapp...
5A_ 2_Developing a statistical methodology to improve classification and mapp...GISRUK conference
 
mapping application of Remort sensing
mapping application of Remort sensingmapping application of Remort sensing
mapping application of Remort sensingAshishBhadani4
 
4-Navarro-SanchezIGARSS2011.ppt
4-Navarro-SanchezIGARSS2011.ppt4-Navarro-SanchezIGARSS2011.ppt
4-Navarro-SanchezIGARSS2011.pptgrssieee
 
Extended Abstract Draft_Publish (1)
Extended Abstract Draft_Publish (1)Extended Abstract Draft_Publish (1)
Extended Abstract Draft_Publish (1)Michael Halpenny
 
Can graph convolution network learn spatial relations ?
Can graph convolution network learn spatial relations ? Can graph convolution network learn spatial relations ?
Can graph convolution network learn spatial relations ? azellecourtial
 
AGILE_FinalDay_RobinFrew
AGILE_FinalDay_RobinFrewAGILE_FinalDay_RobinFrew
AGILE_FinalDay_RobinFrewRobin Frew
 
Using FME to Manipulate Various Sources of Data for Traffic Collision Spatio-...
Using FME to Manipulate Various Sources of Data for Traffic Collision Spatio-...Using FME to Manipulate Various Sources of Data for Traffic Collision Spatio-...
Using FME to Manipulate Various Sources of Data for Traffic Collision Spatio-...Safe Software
 
City focus: A web-based interactive 2D and 3D GIS application to find the bes...
City focus: A web-based interactive 2D and 3D GIS application to find the bes...City focus: A web-based interactive 2D and 3D GIS application to find the bes...
City focus: A web-based interactive 2D and 3D GIS application to find the bes...Carolina Arias Muñoz
 
A naturalistic open source movie for optical flow evaluation
A naturalistic open source movie for optical flow evaluationA naturalistic open source movie for optical flow evaluation
A naturalistic open source movie for optical flow evaluationAbdulrahman Kerim
 

Was ist angesagt? (20)

Tianjin Case Study
Tianjin Case StudyTianjin Case Study
Tianjin Case Study
 
Final project2
Final project2Final project2
Final project2
 
IMED 2018: Innovations and Challenges in the Use of Open-source Remote Sensin...
IMED 2018: Innovations and Challenges in the Use of Open-source Remote Sensin...IMED 2018: Innovations and Challenges in the Use of Open-source Remote Sensin...
IMED 2018: Innovations and Challenges in the Use of Open-source Remote Sensin...
 
IMED 2018: An intro to Remote Sensing and Machine Learning
IMED 2018: An intro to Remote Sensing and Machine LearningIMED 2018: An intro to Remote Sensing and Machine Learning
IMED 2018: An intro to Remote Sensing and Machine Learning
 
Radar and optical remote sensing data evaluation and fusion; a case study for...
Radar and optical remote sensing data evaluation and fusion; a case study for...Radar and optical remote sensing data evaluation and fusion; a case study for...
Radar and optical remote sensing data evaluation and fusion; a case study for...
 
Terrestrial laser scanning
Terrestrial laser scanningTerrestrial laser scanning
Terrestrial laser scanning
 
Sujeet article
Sujeet articleSujeet article
Sujeet article
 
Challenges to Large Scale Mapping: Can Data Geometry Help?
Challenges to Large Scale Mapping: Can Data Geometry Help?Challenges to Large Scale Mapping: Can Data Geometry Help?
Challenges to Large Scale Mapping: Can Data Geometry Help?
 
5A_ 2_Developing a statistical methodology to improve classification and mapp...
5A_ 2_Developing a statistical methodology to improve classification and mapp...5A_ 2_Developing a statistical methodology to improve classification and mapp...
5A_ 2_Developing a statistical methodology to improve classification and mapp...
 
mapping application of Remort sensing
mapping application of Remort sensingmapping application of Remort sensing
mapping application of Remort sensing
 
Poster
PosterPoster
Poster
 
4-Navarro-SanchezIGARSS2011.ppt
4-Navarro-SanchezIGARSS2011.ppt4-Navarro-SanchezIGARSS2011.ppt
4-Navarro-SanchezIGARSS2011.ppt
 
Extended Abstract Draft_Publish (1)
Extended Abstract Draft_Publish (1)Extended Abstract Draft_Publish (1)
Extended Abstract Draft_Publish (1)
 
Can graph convolution network learn spatial relations ?
Can graph convolution network learn spatial relations ? Can graph convolution network learn spatial relations ?
Can graph convolution network learn spatial relations ?
 
poster presentation
poster presentationposter presentation
poster presentation
 
AGILE_FinalDay_RobinFrew
AGILE_FinalDay_RobinFrewAGILE_FinalDay_RobinFrew
AGILE_FinalDay_RobinFrew
 
Machine learning for Seismic Data Analysis
Machine learning for Seismic Data AnalysisMachine learning for Seismic Data Analysis
Machine learning for Seismic Data Analysis
 
Using FME to Manipulate Various Sources of Data for Traffic Collision Spatio-...
Using FME to Manipulate Various Sources of Data for Traffic Collision Spatio-...Using FME to Manipulate Various Sources of Data for Traffic Collision Spatio-...
Using FME to Manipulate Various Sources of Data for Traffic Collision Spatio-...
 
City focus: A web-based interactive 2D and 3D GIS application to find the bes...
City focus: A web-based interactive 2D and 3D GIS application to find the bes...City focus: A web-based interactive 2D and 3D GIS application to find the bes...
City focus: A web-based interactive 2D and 3D GIS application to find the bes...
 
A naturalistic open source movie for optical flow evaluation
A naturalistic open source movie for optical flow evaluationA naturalistic open source movie for optical flow evaluation
A naturalistic open source movie for optical flow evaluation
 

Andere mochten auch

Building centre event "mapping for making"
Building centre event "mapping for making" Building centre event "mapping for making"
Building centre event "mapping for making" Muki Haklay
 
EEA EPA Network - Frameworks for Citizen Science - 2015
EEA EPA Network - Frameworks for Citizen Science - 2015EEA EPA Network - Frameworks for Citizen Science - 2015
EEA EPA Network - Frameworks for Citizen Science - 2015Muki Haklay
 
OpenStreetMap Completeness for England 03/10
OpenStreetMap Completeness for England 03/10OpenStreetMap Completeness for England 03/10
OpenStreetMap Completeness for England 03/10Muki Haklay
 
Extreme Citizen Science: the socio-political potential of citizen science
Extreme Citizen Science: the socio-political potential of citizen scienceExtreme Citizen Science: the socio-political potential of citizen science
Extreme Citizen Science: the socio-political potential of citizen scienceMuki Haklay
 
B00624300_EGM701_MSc ResearchPaper_AlfredoConetta_03-May-15
B00624300_EGM701_MSc ResearchPaper_AlfredoConetta_03-May-15B00624300_EGM701_MSc ResearchPaper_AlfredoConetta_03-May-15
B00624300_EGM701_MSc ResearchPaper_AlfredoConetta_03-May-15Alfie Conetta MSc BSc(Hon) FRGS
 
#FuturePub - Citizen Science, Open Science & scientific publications
#FuturePub - Citizen Science, Open Science & scientific publications#FuturePub - Citizen Science, Open Science & scientific publications
#FuturePub - Citizen Science, Open Science & scientific publicationsMuki Haklay
 
4B_2_A step towards the improvement of spatial quality of web 2.0 geo-applica...
4B_2_A step towards the improvement of spatial quality of web 2.0 geo-applica...4B_2_A step towards the improvement of spatial quality of web 2.0 geo-applica...
4B_2_A step towards the improvement of spatial quality of web 2.0 geo-applica...GISRUK conference
 
Citizen Observatories: Mapping for Change air quality studies
Citizen Observatories:  Mapping for Change air quality studiesCitizen Observatories:  Mapping for Change air quality studies
Citizen Observatories: Mapping for Change air quality studiesMuki Haklay
 
Beyond good enough? Spatial Data Quality and OpenStreetMap data
Beyond good enough? Spatial Data Quality and OpenStreetMap dataBeyond good enough? Spatial Data Quality and OpenStreetMap data
Beyond good enough? Spatial Data Quality and OpenStreetMap dataMuki Haklay
 
Overview of Citizen Science - Zurich November 2015
Overview of Citizen Science - Zurich November 2015Overview of Citizen Science - Zurich November 2015
Overview of Citizen Science - Zurich November 2015Muki Haklay
 
Extreme Citizen Science: Current Development
Extreme Citizen Science: Current Development Extreme Citizen Science: Current Development
Extreme Citizen Science: Current Development Muki Haklay
 
Oxford Martin School talk - May 2014
Oxford Martin School talk - May 2014Oxford Martin School talk - May 2014
Oxford Martin School talk - May 2014Muki Haklay
 
Eye on Earth Summit - Data Revolution plenary
Eye on Earth Summit - Data Revolution plenary Eye on Earth Summit - Data Revolution plenary
Eye on Earth Summit - Data Revolution plenary Muki Haklay
 
INSPIRE 2014 conference
INSPIRE 2014 conferenceINSPIRE 2014 conference
INSPIRE 2014 conferenceMuki Haklay
 
Citizen Science & Geographical Technologies: creativity, learning, and engage...
Citizen Science & Geographical Technologies: creativity, learning, and engage...Citizen Science & Geographical Technologies: creativity, learning, and engage...
Citizen Science & Geographical Technologies: creativity, learning, and engage...Muki Haklay
 
Haw GIScience lost its interdisciplinary mojo?
Haw GIScience lost its interdisciplinary mojo?Haw GIScience lost its interdisciplinary mojo?
Haw GIScience lost its interdisciplinary mojo?Muki Haklay
 
Data and the City workshop 2015
Data and the City workshop 2015Data and the City workshop 2015
Data and the City workshop 2015Muki Haklay
 
Citizen science - theory, practice & policy workshop
Citizen science - theory, practice & policy workshopCitizen science - theory, practice & policy workshop
Citizen science - theory, practice & policy workshopMuki Haklay
 

Andere mochten auch (20)

Building centre event "mapping for making"
Building centre event "mapping for making" Building centre event "mapping for making"
Building centre event "mapping for making"
 
EEA EPA Network - Frameworks for Citizen Science - 2015
EEA EPA Network - Frameworks for Citizen Science - 2015EEA EPA Network - Frameworks for Citizen Science - 2015
EEA EPA Network - Frameworks for Citizen Science - 2015
 
OpenStreetMap Completeness for England 03/10
OpenStreetMap Completeness for England 03/10OpenStreetMap Completeness for England 03/10
OpenStreetMap Completeness for England 03/10
 
Extreme Citizen Science: the socio-political potential of citizen science
Extreme Citizen Science: the socio-political potential of citizen scienceExtreme Citizen Science: the socio-political potential of citizen science
Extreme Citizen Science: the socio-political potential of citizen science
 
B00624300_AlfredoConetta_EGM716_MAUP_Projectc
B00624300_AlfredoConetta_EGM716_MAUP_ProjectcB00624300_AlfredoConetta_EGM716_MAUP_Projectc
B00624300_AlfredoConetta_EGM716_MAUP_Projectc
 
B00624300_EGM701_MSc ResearchPaper_AlfredoConetta_03-May-15
B00624300_EGM701_MSc ResearchPaper_AlfredoConetta_03-May-15B00624300_EGM701_MSc ResearchPaper_AlfredoConetta_03-May-15
B00624300_EGM701_MSc ResearchPaper_AlfredoConetta_03-May-15
 
AlfredoConetta_EGM712_GIS_Project
AlfredoConetta_EGM712_GIS_ProjectAlfredoConetta_EGM712_GIS_Project
AlfredoConetta_EGM712_GIS_Project
 
#FuturePub - Citizen Science, Open Science & scientific publications
#FuturePub - Citizen Science, Open Science & scientific publications#FuturePub - Citizen Science, Open Science & scientific publications
#FuturePub - Citizen Science, Open Science & scientific publications
 
4B_2_A step towards the improvement of spatial quality of web 2.0 geo-applica...
4B_2_A step towards the improvement of spatial quality of web 2.0 geo-applica...4B_2_A step towards the improvement of spatial quality of web 2.0 geo-applica...
4B_2_A step towards the improvement of spatial quality of web 2.0 geo-applica...
 
Citizen Observatories: Mapping for Change air quality studies
Citizen Observatories:  Mapping for Change air quality studiesCitizen Observatories:  Mapping for Change air quality studies
Citizen Observatories: Mapping for Change air quality studies
 
Beyond good enough? Spatial Data Quality and OpenStreetMap data
Beyond good enough? Spatial Data Quality and OpenStreetMap dataBeyond good enough? Spatial Data Quality and OpenStreetMap data
Beyond good enough? Spatial Data Quality and OpenStreetMap data
 
Overview of Citizen Science - Zurich November 2015
Overview of Citizen Science - Zurich November 2015Overview of Citizen Science - Zurich November 2015
Overview of Citizen Science - Zurich November 2015
 
Extreme Citizen Science: Current Development
Extreme Citizen Science: Current Development Extreme Citizen Science: Current Development
Extreme Citizen Science: Current Development
 
Oxford Martin School talk - May 2014
Oxford Martin School talk - May 2014Oxford Martin School talk - May 2014
Oxford Martin School talk - May 2014
 
Eye on Earth Summit - Data Revolution plenary
Eye on Earth Summit - Data Revolution plenary Eye on Earth Summit - Data Revolution plenary
Eye on Earth Summit - Data Revolution plenary
 
INSPIRE 2014 conference
INSPIRE 2014 conferenceINSPIRE 2014 conference
INSPIRE 2014 conference
 
Citizen Science & Geographical Technologies: creativity, learning, and engage...
Citizen Science & Geographical Technologies: creativity, learning, and engage...Citizen Science & Geographical Technologies: creativity, learning, and engage...
Citizen Science & Geographical Technologies: creativity, learning, and engage...
 
Haw GIScience lost its interdisciplinary mojo?
Haw GIScience lost its interdisciplinary mojo?Haw GIScience lost its interdisciplinary mojo?
Haw GIScience lost its interdisciplinary mojo?
 
Data and the City workshop 2015
Data and the City workshop 2015Data and the City workshop 2015
Data and the City workshop 2015
 
Citizen science - theory, practice & policy workshop
Citizen science - theory, practice & policy workshopCitizen science - theory, practice & policy workshop
Citizen science - theory, practice & policy workshop
 

Ähnlich wie Osm Quality Assessment 2008

4B_1_How many volunteers does it take to map an area well
4B_1_How many volunteers does it take to map an area well4B_1_How many volunteers does it take to map an area well
4B_1_How many volunteers does it take to map an area wellGISRUK conference
 
Understanding Users Behaviours in User-Centric Immersive Communications
Understanding Users Behaviours in User-Centric Immersive CommunicationsUnderstanding Users Behaviours in User-Centric Immersive Communications
Understanding Users Behaviours in User-Centric Immersive CommunicationsFörderverein Technische Fakultät
 
SDSC Technology Forum: Increasing the Impact of High Resolution Topography Da...
SDSC Technology Forum: Increasing the Impact of High Resolution Topography Da...SDSC Technology Forum: Increasing the Impact of High Resolution Topography Da...
SDSC Technology Forum: Increasing the Impact of High Resolution Topography Da...OpenTopography Facility
 
OpenStreetMap - The Quality Issue
OpenStreetMap - The Quality IssueOpenStreetMap - The Quality Issue
OpenStreetMap - The Quality IssueCASA, UCL
 
[MIPRO2019] Map-Matching on Big Data: a Distributed and Efficient Algorithm w...
[MIPRO2019] Map-Matching on Big Data: a Distributed and Efficient Algorithm w...[MIPRO2019] Map-Matching on Big Data: a Distributed and Efficient Algorithm w...
[MIPRO2019] Map-Matching on Big Data: a Distributed and Efficient Algorithm w...University of Bologna
 
Usability Engineering For OSM - SOTM 2007
Usability Engineering For OSM - SOTM 2007Usability Engineering For OSM - SOTM 2007
Usability Engineering For OSM - SOTM 2007Muki Haklay
 
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 SBTFStandby Task Force
 
National Highway Alignment from Namakkal to Erode Using GIS
National Highway Alignment from Namakkal to Erode Using GISNational Highway Alignment from Namakkal to Erode Using GIS
National Highway Alignment from Namakkal to Erode Using GISIJERA Editor
 
PathS: Enhancing Geographical Maps with Environmental Sensed Data
PathS: Enhancing Geographical Maps with Environmental Sensed DataPathS: Enhancing Geographical Maps with Environmental Sensed Data
PathS: Enhancing Geographical Maps with Environmental Sensed DataUniversity of Geneva
 
Horizon March 2010
Horizon March 2010Horizon March 2010
Horizon March 2010Muki Haklay
 
Scientific Knowledge from Geospatial Observations
Scientific Knowledge from Geospatial ObservationsScientific Knowledge from Geospatial Observations
Scientific Knowledge from Geospatial Observations George Percivall
 
12 SuperAI on Supercomputers
12 SuperAI on Supercomputers12 SuperAI on Supercomputers
12 SuperAI on SupercomputersRCCSRENKEI
 
Visualising large spatial databases and Building bespoke geodemographics
Visualising large spatial databases and Building bespoke geodemographicsVisualising large spatial databases and Building bespoke geodemographics
Visualising large spatial databases and Building bespoke geodemographicsDr Muhammad Adnan
 
Predictive geospatial analytics using principal component regression
Predictive geospatial analytics using principal component regression Predictive geospatial analytics using principal component regression
Predictive geospatial analytics using principal component regression IJECEIAES
 
Topographic Information System as a Tool for Environmental Management, a Case...
Topographic Information System as a Tool for Environmental Management, a Case...Topographic Information System as a Tool for Environmental Management, a Case...
Topographic Information System as a Tool for Environmental Management, a Case...iosrjce
 
Performance of Phase Congruency and Linear Feature Extraction for Satellite I...
Performance of Phase Congruency and Linear Feature Extraction for Satellite I...Performance of Phase Congruency and Linear Feature Extraction for Satellite I...
Performance of Phase Congruency and Linear Feature Extraction for Satellite I...IOSR Journals
 

Ähnlich wie Osm Quality Assessment 2008 (20)

4B_1_How many volunteers does it take to map an area well
4B_1_How many volunteers does it take to map an area well4B_1_How many volunteers does it take to map an area well
4B_1_How many volunteers does it take to map an area well
 
Understanding Users Behaviours in User-Centric Immersive Communications
Understanding Users Behaviours in User-Centric Immersive CommunicationsUnderstanding Users Behaviours in User-Centric Immersive Communications
Understanding Users Behaviours in User-Centric Immersive Communications
 
SDSC Technology Forum: Increasing the Impact of High Resolution Topography Da...
SDSC Technology Forum: Increasing the Impact of High Resolution Topography Da...SDSC Technology Forum: Increasing the Impact of High Resolution Topography Da...
SDSC Technology Forum: Increasing the Impact of High Resolution Topography Da...
 
OpenStreetMap - The Quality Issue
OpenStreetMap - The Quality IssueOpenStreetMap - The Quality Issue
OpenStreetMap - The Quality Issue
 
Lesson2 esa summer_school_brovelli
Lesson2 esa summer_school_brovelliLesson2 esa summer_school_brovelli
Lesson2 esa summer_school_brovelli
 
[MIPRO2019] Map-Matching on Big Data: a Distributed and Efficient Algorithm w...
[MIPRO2019] Map-Matching on Big Data: a Distributed and Efficient Algorithm w...[MIPRO2019] Map-Matching on Big Data: a Distributed and Efficient Algorithm w...
[MIPRO2019] Map-Matching on Big Data: a Distributed and Efficient Algorithm w...
 
Usability Engineering For OSM - SOTM 2007
Usability Engineering For OSM - SOTM 2007Usability Engineering For OSM - SOTM 2007
Usability Engineering For OSM - SOTM 2007
 
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
 
National Highway Alignment from Namakkal to Erode Using GIS
National Highway Alignment from Namakkal to Erode Using GISNational Highway Alignment from Namakkal to Erode Using GIS
National Highway Alignment from Namakkal to Erode Using GIS
 
PathS: Enhancing Geographical Maps with Environmental Sensed Data
PathS: Enhancing Geographical Maps with Environmental Sensed DataPathS: Enhancing Geographical Maps with Environmental Sensed Data
PathS: Enhancing Geographical Maps with Environmental Sensed Data
 
Horizon March 2010
Horizon March 2010Horizon March 2010
Horizon March 2010
 
Scientific Knowledge from Geospatial Observations
Scientific Knowledge from Geospatial ObservationsScientific Knowledge from Geospatial Observations
Scientific Knowledge from Geospatial Observations
 
12 SuperAI on Supercomputers
12 SuperAI on Supercomputers12 SuperAI on Supercomputers
12 SuperAI on Supercomputers
 
Goal andga oct01
Goal andga oct01Goal andga oct01
Goal andga oct01
 
Visualising large spatial databases and Building bespoke geodemographics
Visualising large spatial databases and Building bespoke geodemographicsVisualising large spatial databases and Building bespoke geodemographics
Visualising large spatial databases and Building bespoke geodemographics
 
ERROR ESTIMATION IN DEVELOPING GIS MAPS USING DIFFERENT INPUT METHODS OF LAND...
ERROR ESTIMATION IN DEVELOPING GIS MAPS USING DIFFERENT INPUT METHODS OF LAND...ERROR ESTIMATION IN DEVELOPING GIS MAPS USING DIFFERENT INPUT METHODS OF LAND...
ERROR ESTIMATION IN DEVELOPING GIS MAPS USING DIFFERENT INPUT METHODS OF LAND...
 
Predictive geospatial analytics using principal component regression
Predictive geospatial analytics using principal component regression Predictive geospatial analytics using principal component regression
Predictive geospatial analytics using principal component regression
 
Topographic Information System as a Tool for Environmental Management, a Case...
Topographic Information System as a Tool for Environmental Management, a Case...Topographic Information System as a Tool for Environmental Management, a Case...
Topographic Information System as a Tool for Environmental Management, a Case...
 
Performance of Phase Congruency and Linear Feature Extraction for Satellite I...
Performance of Phase Congruency and Linear Feature Extraction for Satellite I...Performance of Phase Congruency and Linear Feature Extraction for Satellite I...
Performance of Phase Congruency and Linear Feature Extraction for Satellite I...
 

Mehr von Muki Haklay

Devising a citizen science monitoring programme for tree regeneration the upl...
Devising a citizen science monitoring programme for tree regeneration the upl...Devising a citizen science monitoring programme for tree regeneration the upl...
Devising a citizen science monitoring programme for tree regeneration the upl...Muki Haklay
 
The value of citizen science for environmental monitoring in Scotland
The value of citizen science for environmental monitoring in ScotlandThe value of citizen science for environmental monitoring in Scotland
The value of citizen science for environmental monitoring in ScotlandMuki Haklay
 
citizen science - a brief introduction
citizen science - a brief introduction citizen science - a brief introduction
citizen science - a brief introduction Muki Haklay
 
Citizen Science as a tool to support land management in the Cairngorms Nation...
Citizen Science as a tool to support land management in the Cairngorms Nation...Citizen Science as a tool to support land management in the Cairngorms Nation...
Citizen Science as a tool to support land management in the Cairngorms Nation...Muki Haklay
 
Citizen science characteristics webinar
Citizen science characteristics webinarCitizen science characteristics webinar
Citizen science characteristics webinarMuki Haklay
 
Platforms for Citizen Science - ExCiteS experience
Platforms for Citizen Science - ExCiteS experiencePlatforms for Citizen Science - ExCiteS experience
Platforms for Citizen Science - ExCiteS experienceMuki Haklay
 
Citizen science in different project
Citizen science in different project Citizen science in different project
Citizen science in different project Muki Haklay
 
Citizen Science in Open Science context: measuring & understanding impacts of...
Citizen Science in Open Science context: measuring & understanding impacts of...Citizen Science in Open Science context: measuring & understanding impacts of...
Citizen Science in Open Science context: measuring & understanding impacts of...Muki Haklay
 
Extreme Citizen Science technologies: attempting to embed values in code
Extreme Citizen Science technologies: attempting to embed values in codeExtreme Citizen Science technologies: attempting to embed values in code
Extreme Citizen Science technologies: attempting to embed values in codeMuki Haklay
 
The role of learning in community science and citizen science
The role of learning in community science and citizen scienceThe role of learning in community science and citizen science
The role of learning in community science and citizen scienceMuki Haklay
 
The persistent environmental digital divide(s) -RGS-IBG 2018
The persistent environmental digital divide(s) -RGS-IBG 2018The persistent environmental digital divide(s) -RGS-IBG 2018
The persistent environmental digital divide(s) -RGS-IBG 2018Muki Haklay
 
Digital Geographies Working Group - citizen science - passive and assertive i...
Digital Geographies Working Group - citizen science - passive and assertive i...Digital Geographies Working Group - citizen science - passive and assertive i...
Digital Geographies Working Group - citizen science - passive and assertive i...Muki Haklay
 
Pecha Kucha session: multi country science programs Ecsite 2018
Pecha Kucha session: multi country science programs Ecsite 2018Pecha Kucha session: multi country science programs Ecsite 2018
Pecha Kucha session: multi country science programs Ecsite 2018Muki Haklay
 
Open Science and Citizen Science - researcher, participants, and institutiona...
Open Science and Citizen Science - researcher, participants, and institutiona...Open Science and Citizen Science - researcher, participants, and institutiona...
Open Science and Citizen Science - researcher, participants, and institutiona...Muki Haklay
 
Introduction to Citizen Science and Scientific Crowdsourcing - Data Quality s...
Introduction to Citizen Science and Scientific Crowdsourcing - Data Quality s...Introduction to Citizen Science and Scientific Crowdsourcing - Data Quality s...
Introduction to Citizen Science and Scientific Crowdsourcing - Data Quality s...Muki Haklay
 
The role of learning in citizen science
The role of learning in citizen scienceThe role of learning in citizen science
The role of learning in citizen scienceMuki Haklay
 
The Willing Volunteer – Incorporating Voluntary Data into National Databases
The Willing Volunteer – Incorporating Voluntary Data into National DatabasesThe Willing Volunteer – Incorporating Voluntary Data into National Databases
The Willing Volunteer – Incorporating Voluntary Data into National DatabasesMuki Haklay
 
Examining the values that are embedded in the processes and technologies of p...
Examining the values that are embedded in the processes and technologies of p...Examining the values that are embedded in the processes and technologies of p...
Examining the values that are embedded in the processes and technologies of p...Muki Haklay
 
Into the Night - Technology for citizen science
Into the Night - Technology for citizen scienceInto the Night - Technology for citizen science
Into the Night - Technology for citizen scienceMuki Haklay
 
Into the Night - Citizen Science Training day - introduction to citizen science
Into the Night - Citizen Science Training day - introduction to citizen scienceInto the Night - Citizen Science Training day - introduction to citizen science
Into the Night - Citizen Science Training day - introduction to citizen scienceMuki Haklay
 

Mehr von Muki Haklay (20)

Devising a citizen science monitoring programme for tree regeneration the upl...
Devising a citizen science monitoring programme for tree regeneration the upl...Devising a citizen science monitoring programme for tree regeneration the upl...
Devising a citizen science monitoring programme for tree regeneration the upl...
 
The value of citizen science for environmental monitoring in Scotland
The value of citizen science for environmental monitoring in ScotlandThe value of citizen science for environmental monitoring in Scotland
The value of citizen science for environmental monitoring in Scotland
 
citizen science - a brief introduction
citizen science - a brief introduction citizen science - a brief introduction
citizen science - a brief introduction
 
Citizen Science as a tool to support land management in the Cairngorms Nation...
Citizen Science as a tool to support land management in the Cairngorms Nation...Citizen Science as a tool to support land management in the Cairngorms Nation...
Citizen Science as a tool to support land management in the Cairngorms Nation...
 
Citizen science characteristics webinar
Citizen science characteristics webinarCitizen science characteristics webinar
Citizen science characteristics webinar
 
Platforms for Citizen Science - ExCiteS experience
Platforms for Citizen Science - ExCiteS experiencePlatforms for Citizen Science - ExCiteS experience
Platforms for Citizen Science - ExCiteS experience
 
Citizen science in different project
Citizen science in different project Citizen science in different project
Citizen science in different project
 
Citizen Science in Open Science context: measuring & understanding impacts of...
Citizen Science in Open Science context: measuring & understanding impacts of...Citizen Science in Open Science context: measuring & understanding impacts of...
Citizen Science in Open Science context: measuring & understanding impacts of...
 
Extreme Citizen Science technologies: attempting to embed values in code
Extreme Citizen Science technologies: attempting to embed values in codeExtreme Citizen Science technologies: attempting to embed values in code
Extreme Citizen Science technologies: attempting to embed values in code
 
The role of learning in community science and citizen science
The role of learning in community science and citizen scienceThe role of learning in community science and citizen science
The role of learning in community science and citizen science
 
The persistent environmental digital divide(s) -RGS-IBG 2018
The persistent environmental digital divide(s) -RGS-IBG 2018The persistent environmental digital divide(s) -RGS-IBG 2018
The persistent environmental digital divide(s) -RGS-IBG 2018
 
Digital Geographies Working Group - citizen science - passive and assertive i...
Digital Geographies Working Group - citizen science - passive and assertive i...Digital Geographies Working Group - citizen science - passive and assertive i...
Digital Geographies Working Group - citizen science - passive and assertive i...
 
Pecha Kucha session: multi country science programs Ecsite 2018
Pecha Kucha session: multi country science programs Ecsite 2018Pecha Kucha session: multi country science programs Ecsite 2018
Pecha Kucha session: multi country science programs Ecsite 2018
 
Open Science and Citizen Science - researcher, participants, and institutiona...
Open Science and Citizen Science - researcher, participants, and institutiona...Open Science and Citizen Science - researcher, participants, and institutiona...
Open Science and Citizen Science - researcher, participants, and institutiona...
 
Introduction to Citizen Science and Scientific Crowdsourcing - Data Quality s...
Introduction to Citizen Science and Scientific Crowdsourcing - Data Quality s...Introduction to Citizen Science and Scientific Crowdsourcing - Data Quality s...
Introduction to Citizen Science and Scientific Crowdsourcing - Data Quality s...
 
The role of learning in citizen science
The role of learning in citizen scienceThe role of learning in citizen science
The role of learning in citizen science
 
The Willing Volunteer – Incorporating Voluntary Data into National Databases
The Willing Volunteer – Incorporating Voluntary Data into National DatabasesThe Willing Volunteer – Incorporating Voluntary Data into National Databases
The Willing Volunteer – Incorporating Voluntary Data into National Databases
 
Examining the values that are embedded in the processes and technologies of p...
Examining the values that are embedded in the processes and technologies of p...Examining the values that are embedded in the processes and technologies of p...
Examining the values that are embedded in the processes and technologies of p...
 
Into the Night - Technology for citizen science
Into the Night - Technology for citizen scienceInto the Night - Technology for citizen science
Into the Night - Technology for citizen science
 
Into the Night - Citizen Science Training day - introduction to citizen science
Into the Night - Citizen Science Training day - introduction to citizen scienceInto the Night - Citizen Science Training day - introduction to citizen science
Into the Night - Citizen Science Training day - introduction to citizen science
 

Kürzlich hochgeladen

Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Manik S Magar
 
Powerpoint exploring the locations used in television show Time Clash
Powerpoint exploring the locations used in television show Time ClashPowerpoint exploring the locations used in television show Time Clash
Powerpoint exploring the locations used in television show Time Clashcharlottematthew16
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
SAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxSAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxNavinnSomaal
 
Commit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyCommit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyAlfredo García Lavilla
 
Human Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsHuman Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsMark Billinghurst
 
Story boards and shot lists for my a level piece
Story boards and shot lists for my a level pieceStory boards and shot lists for my a level piece
Story boards and shot lists for my a level piececharlottematthew16
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):comworks
 
Take control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteTake control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteDianaGray10
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brandgvaughan
 
From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .Alan Dix
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr BaganFwdays
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Mark Simos
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubKalema Edgar
 
Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfAlex Barbosa Coqueiro
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024Lorenzo Miniero
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsRizwan Syed
 
DSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine TuningDSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine TuningLars Bell
 

Kürzlich hochgeladen (20)

Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!
 
Powerpoint exploring the locations used in television show Time Clash
Powerpoint exploring the locations used in television show Time ClashPowerpoint exploring the locations used in television show Time Clash
Powerpoint exploring the locations used in television show Time Clash
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
SAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxSAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptx
 
Commit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyCommit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easy
 
Human Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsHuman Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR Systems
 
Story boards and shot lists for my a level piece
Story boards and shot lists for my a level pieceStory boards and shot lists for my a level piece
Story boards and shot lists for my a level piece
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):
 
DMCC Future of Trade Web3 - Special Edition
DMCC Future of Trade Web3 - Special EditionDMCC Future of Trade Web3 - Special Edition
DMCC Future of Trade Web3 - Special Edition
 
Take control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteTake control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test Suite
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brand
 
From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan
 
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptxE-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding Club
 
Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdf
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL Certs
 
DSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine TuningDSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine Tuning
 

Osm Quality Assessment 2008