?url_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.title=Data+Study+Group+Final+Report%3A%0D%0AOrdnance+Survey+Northern+Ireland+(OSNI)%3A%0D%0A%0D%0ALeveraging+LiDAR+and+Street+View+data+for+road+feature%0D%0Adetection+with+OSNI&rft.creator=Data+Study+Group+Team&rft.description=The+Ordnance+Survey+of+Northern+Ireland+(OSNI)+mission+is+to+provide+high+quality+geospatial+data.+Historically+this+has+been+for+2D+mapping%2C+but+modern+survey+techniques+and+increasing+user+requirements+have+shifted+focus+toward+3D+data.+Since+2019%2C+OSNI+has+operated+a+vehicle+mounted+Mobile+Mapping+System+(Leica+Pegasus%3ATwo+Ultimate+Mobile+Mapping+System)+across+Northern+Ireland+capturing+3D+Point+Cloud+data+and+spherical+street+view+imagery.%0D%0A%0D%0AThe+range+of+potential+applications+is+significant%2C+including+urban+planning%2C+asset+identification+and+management%2C+automating+identification+of+road+sign+changes+for+navigation+and+transport+network+datasets%2C+identifying+feature+locations+such+as+scenic+views%2C+drainage%2C+potholes+and+road+surface+quality%2C+street+furniture+maintenance%2C+5G+network+planning+and+managing+autonomous+vehicles.+While+availability+and+accessibility+of+this+kind+of+raw+data+is+improving%2C+there+are+significant+technical+challenges+in+deriving+insights+from+the+richness+of+this+dataset.%0D%0A%0D%0ATo+address+these+challenges+this+project+seeks+to+explore+the+potential+of+OSNI%E2%80%99s+highly+detailed+Light+Detection+and+Ranging+(LiDAR)+and+imagery+data+via+Machine+Learning+(ML)+and+data+science+methods%2C+with+a+focus+on+developing+pipelines+to+visualise%2C+classify+and+identify+road+features+like+drainage+which+could+potentially+help+various+government+authorities+better+monitor+road+infrastructure.+There+are+many+other+potential+applications+for+the+sort+of+data+OSNI+collects%2C+and+we+hope+some+of+the+pipelines+and+visualisations+explored+below+can+aid+broader+applicability.+Below+are+the+results+from+each+of+the+streams+of+work+conducted.&rft.subject=Data+Study+Group%3B+The+Alan+Turing+Institute%3B+Leeds+Institute+for+Data+Analytics&rft.publisher=Zenodo&rft.date=2022-04-27&rft.type=Report&rft.language=eng&rft.source=++++Zenodo%3A+Gen%C3%A8ve%2C+Switzerland.+++++&rft.format=text&rft.identifier=https%3A%2F%2Fdiscovery.ucl.ac.uk%2Fid%2Feprint%2F10183512%2F1%2Fthe_alan_turing_institute_data_study_group_summary_-_osni.pdf&rft.identifier=https%3A%2F%2Fdiscovery.ucl.ac.uk%2Fid%2Feprint%2F10183512%2F&rft.rights=open