{"id":650332,"date":"2019-12-03T10:56:25","date_gmt":"2019-12-03T18:56:25","guid":{"rendered":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&p=650332"},"modified":"2019-12-10T17:00:49","modified_gmt":"2019-12-11T01:00:49","slug":"classify-las-building-tool-significantly-improved-in-arcgis-pro-2-4","status":"publish","type":"blog","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/3d-gis\/classify-las-building-tool-significantly-improved-in-arcgis-pro-2-4","title":{"rendered":"Classify LAS Building tool improved in ArcGIS Pro 2.4"},"author":9692,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","format":"standard","meta":{"_acf_changed":false,"_searchwp_excluded":""},"categories":[23771],"tags":[500272,24381,500282,43761],"industry":[],"product":[36561,36991],"class_list":["post-650332","blog","type-blog","status-publish","format-standard","hentry","category-3d-gis","tag-building-classification","tag-lidar","tag-photogrammetric-point-clouds","tag-point-clouds","product-arcgis-pro","product-arcgis-desktop"],"acf":{"short_description":"Both the accuracy and performance of building classification from point clouds are greatly improved.","flexible_content":[{"acf_fc_layout":"content","content":"

Improvements<\/h1>\n

We improved the Classify LAS Building geoprocessing tool in ArcGIS Pro 2.4.<\/p>\n

    \n
  1. Greatly reduced commission errors (i.e., other objects misclassified as buildings) and omission errors (i.e., buildings unclassified or misclassified as other objects).<\/li>\n
  2. Consistent results when the tool is run repeatedly. There were minor differences between each run in earlier releases.<\/li>\n
  3. Classified dome and arch shaped roofs.<\/li>\n
  4. Significantly improved the classification of photogrammetric point clouds and Geiger mode lidar data.<\/li>\n
  5. Improved the performance speed by 2~4 times.<\/li>\n<\/ol>\n

    User interface changes<\/h1>\n

    Here are the changes in the Classify LAS Building geoprocessing tool’s user interface (Fig.1):<\/p>\n

      \n
    1. The parameter Average point spacing. Previously, we used it to set a more accurate point spacing. The tool now accurately estimate point spacing, so this parameter is no longer needed.<\/li>\n
    2. A new parameter called Reuse existing building classified points has been added.\u00a0 This provides an option to keep existing building classifications. Choose this option if you are satisfied with the existing building classification and don’t want them to be reclassified.<\/li>\n
    3. A new parameter called Is photogrammetric has been added. When it is selected, this tool tailors its internal parameters to handle photogrammetric point clouds, which are usually very dense and noisy, and lack return information.<\/li>\n
    4. We changed the definition of the parameter, Minimum Area. It now means the smallest area of the building footprint, and not the roof patch nor the building roof. Previously, it meant the smallest area of the planar patches of the building roofs.<\/li>\n<\/ol>\n"},{"acf_fc_layout":"image","image":{"ID":651222,"id":651222,"title":"UI changes","filename":"UI-changes.jpg","filesize":40064,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/UI-changes.jpg","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/3d-gis\/classify-las-building-tool-significantly-improved-in-arcgis-pro-2-4\/ui-changes","alt":"","author":"9692","description":"","caption":"Fig.1 Tool's user interface was changed from Pro 2.3 to 2.4","name":"ui-changes","status":"inherit","uploaded_to":650332,"date":"2019-11-06 20:11:41","modified":"2019-12-05 18:31:22","menu_order":0,"mime_type":"image\/jpeg","type":"image","subtype":"jpeg","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":762,"height":434,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/UI-changes-213x200.jpg","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/UI-changes.jpg","medium-width":458,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/UI-changes.jpg","medium_large-width":762,"medium_large-height":434,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/UI-changes.jpg","large-width":762,"large-height":434,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/UI-changes.jpg","1536x1536-width":762,"1536x1536-height":434,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/UI-changes.jpg","2048x2048-width":762,"2048x2048-height":434,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/UI-changes.jpg","card_image-width":762,"card_image-height":434,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/UI-changes.jpg","wide_image-width":762,"wide_image-height":434}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"

      Examples<\/h1>\n

      Below are some examples demonstrating the improved building roof classification results from ArcGIS Pro 2.4. The classified building points are displayed in red, while the background is rendered in RGB or in intensity.<\/p>\n"},{"acf_fc_layout":"content","content":"

      Figure 2 shows a residential area where some houses are connected to or partially covered by the dense tree canopies. This poses a big challenge to building classification algorithm because dense tree canopies can be easily misclassified as buildings if their shapes look similar.<\/p>\n

      As you can see, the results are pretty good. Most building points are correctly classified and only a few tree points are misclassified as buildings.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":655502,"id":655502,"title":"Residential area","filename":"Residential-area.jpg","filesize":224331,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Residential-area.jpg","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/3d-gis\/classify-las-building-tool-significantly-improved-in-arcgis-pro-2-4\/residential-area","alt":"","author":"9692","description":"","caption":"Fig.2 Houses are well separated from dense tree canopies (Petaluma, CA)","name":"residential-area","status":"inherit","uploaded_to":650332,"date":"2019-11-14 22:18:31","modified":"2019-12-03 00:40:26","menu_order":0,"mime_type":"image\/jpeg","type":"image","subtype":"jpeg","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":1107,"height":764,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Residential-area-213x200.jpg","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Residential-area.jpg","medium-width":378,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Residential-area.jpg","medium_large-width":768,"medium_large-height":530,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Residential-area.jpg","large-width":1107,"large-height":764,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Residential-area.jpg","1536x1536-width":1107,"1536x1536-height":764,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Residential-area.jpg","2048x2048-width":1107,"2048x2048-height":764,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Residential-area-674x465.jpg","card_image-width":674,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Residential-area.jpg","wide_image-width":1107,"wide_image-height":764}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"

      Figure 3 and 4 show small planar patches correctly classified, while the tree points are not misclassified as buildings.<\/p>\n

      In previous releases, you needed to choose a suitable value for the Minimum Area to classify small planar patches. This value is usually the smallest area of the roof patch you want to classify. Choosing a suitable value was difficult. A larger value could result in smaller roof patches being unclassified, while a smaller value would cause tree points to be misclassified as buildings.<\/p>\n

      Now in ArcGIS Pro 2.4, choosing this value is much easier. You only need to choose the minimum area of the building footprint that you want to classify. The tool will classify all of the roof patches, even if their areas are smaller than the specified value of the Minimum Area.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":659412,"id":659412,"title":"Detached roofs are classified","filename":"Detached-roof.jpg","filesize":177397,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Detached-roof.jpg","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/3d-gis\/classify-las-building-tool-significantly-improved-in-arcgis-pro-2-4\/detached-roof","alt":"","author":"9692","description":"","caption":"Fig.3 Detached roofs are classified (Petaluma, CA)","name":"detached-roof","status":"inherit","uploaded_to":650332,"date":"2019-11-19 00:10:41","modified":"2019-12-03 04:29:52","menu_order":0,"mime_type":"image\/jpeg","type":"image","subtype":"jpeg","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":1106,"height":760,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Detached-roof-213x200.jpg","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Detached-roof.jpg","medium-width":380,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Detached-roof.jpg","medium_large-width":768,"medium_large-height":528,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Detached-roof.jpg","large-width":1106,"large-height":760,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Detached-roof.jpg","1536x1536-width":1106,"1536x1536-height":760,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Detached-roof.jpg","2048x2048-width":1106,"2048x2048-height":760,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Detached-roof-677x465.jpg","card_image-width":677,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Detached-roof.jpg","wide_image-width":1106,"wide_image-height":760}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"image","image":{"ID":659482,"id":659482,"title":"Small planars","filename":"Small-planars.jpg","filesize":198078,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Small-planars.jpg","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/3d-gis\/classify-las-building-tool-significantly-improved-in-arcgis-pro-2-4\/small-planars","alt":"","author":"9692","description":"","caption":"Fig.4 Small planar patches are classified (Petaluma, CA)","name":"small-planars","status":"inherit","uploaded_to":650332,"date":"2019-11-19 00:29:54","modified":"2019-12-03 00:41:11","menu_order":0,"mime_type":"image\/jpeg","type":"image","subtype":"jpeg","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":1105,"height":761,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Small-planars-213x200.jpg","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Small-planars.jpg","medium-width":379,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Small-planars.jpg","medium_large-width":768,"medium_large-height":529,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Small-planars.jpg","large-width":1105,"large-height":761,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Small-planars.jpg","1536x1536-width":1105,"1536x1536-height":761,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Small-planars.jpg","2048x2048-width":1105,"2048x2048-height":761,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Small-planars-675x465.jpg","card_image-width":675,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Small-planars.jpg","wide_image-width":1105,"wide_image-height":761}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"

      Figure 5 shows a classification of large buildings with multiple levels and complex structures. You can see how building roof points are correctly classified.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":669882,"id":669882,"title":"Large buildings","filename":"Large-buildings.jpg","filesize":272188,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/12\/Large-buildings.jpg","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/3d-gis\/classify-las-building-tool-significantly-improved-in-arcgis-pro-2-4\/large-buildings","alt":"","author":"9692","description":"","caption":"Fig.5 Large buildings are well classified (Charlotte, NC)","name":"large-buildings","status":"inherit","uploaded_to":650332,"date":"2019-12-03 00:28:37","modified":"2019-12-03 00:42:46","menu_order":0,"mime_type":"image\/jpeg","type":"image","subtype":"jpeg","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":1109,"height":766,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/12\/Large-buildings-213x200.jpg","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/12\/Large-buildings.jpg","medium-width":378,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/12\/Large-buildings.jpg","medium_large-width":768,"medium_large-height":530,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/12\/Large-buildings.jpg","large-width":1109,"large-height":766,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/12\/Large-buildings.jpg","1536x1536-width":1109,"1536x1536-height":766,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/12\/Large-buildings.jpg","2048x2048-width":1109,"2048x2048-height":766,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/12\/Large-buildings-673x465.jpg","card_image-width":673,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/12\/Large-buildings.jpg","wide_image-width":1109,"wide_image-height":766}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"

      In ArcGIS Pro 2.4, the tool can also classify domes (Fig.6) and arch shaped roofs (Fig.7).<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":669892,"id":669892,"title":"Domed roof","filename":"Domed-roof.jpg","filesize":86831,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/12\/Domed-roof.jpg","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/3d-gis\/classify-las-building-tool-significantly-improved-in-arcgis-pro-2-4\/domed-roof","alt":"","author":"9692","description":"","caption":"Fig.6 Classified dome (Charlotte, NC)","name":"domed-roof","status":"inherit","uploaded_to":650332,"date":"2019-12-03 00:37:05","modified":"2019-12-03 00:43:49","menu_order":0,"mime_type":"image\/jpeg","type":"image","subtype":"jpeg","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":620,"height":560,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/12\/Domed-roof-213x200.jpg","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/12\/Domed-roof.jpg","medium-width":289,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/12\/Domed-roof.jpg","medium_large-width":620,"medium_large-height":560,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/12\/Domed-roof.jpg","large-width":620,"large-height":560,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/12\/Domed-roof.jpg","1536x1536-width":620,"1536x1536-height":560,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/12\/Domed-roof.jpg","2048x2048-width":620,"2048x2048-height":560,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/12\/Domed-roof-515x465.jpg","card_image-width":515,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/12\/Domed-roof.jpg","wide_image-width":620,"wide_image-height":560}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"image","image":{"ID":655522,"id":655522,"title":"Arched roofs","filename":"Arched-roofs.jpg","filesize":197562,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Arched-roofs.jpg","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/3d-gis\/classify-las-building-tool-significantly-improved-in-arcgis-pro-2-4\/arched-roofs","alt":"","author":"9692","description":"","caption":"Fig. 7 Classified arch shaped roof (Petaluma, CA)","name":"arched-roofs","status":"inherit","uploaded_to":650332,"date":"2019-11-14 22:21:04","modified":"2019-12-03 00:44:03","menu_order":0,"mime_type":"image\/jpeg","type":"image","subtype":"jpeg","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":1107,"height":758,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Arched-roofs-213x200.jpg","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Arched-roofs.jpg","medium-width":381,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Arched-roofs.jpg","medium_large-width":768,"medium_large-height":526,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Arched-roofs.jpg","large-width":1107,"large-height":758,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Arched-roofs.jpg","1536x1536-width":1107,"1536x1536-height":758,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Arched-roofs.jpg","2048x2048-width":1107,"2048x2048-height":758,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Arched-roofs-679x465.jpg","card_image-width":679,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/Arched-roofs.jpg","wide_image-width":1107,"wide_image-height":758}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"

      Data credit: NASA Grant NNX13AP69G, the University of Maryland, and the Sonoma Vegetation Mapping and LiDAR Program (for Petaluma data); USGS (for Charlotte data).<\/p>\n"}],"authors":[{"ID":9692,"user_firstname":"Jie","user_lastname":"Chang","nickname":"Jie Chang","user_nicename":"jchang","display_name":"Jie Chang","user_email":"JChang@esri.com","user_url":"","user_registered":"2019-06-26 21:13:09","user_description":"Jie is an Esri Software Product Engineer for 3D Analysis. He has over 10 years of experience in 3D, lidar, imagery, spatial analysis, deep learning, and Web GIS. Jie received his Ph.D. in Geospatial Information Sciences from the University of Texas at Dallas in 2011.","user_avatar":""}],"related_articles":"","card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/12\/Buildings3.jpg","wide_image":false},"yoast_head":"\nClassify LAS Building tool improved in ArcGIS Pro 2.4<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/3d-gis\/classify-las-building-tool-significantly-improved-in-arcgis-pro-2-4\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Classify LAS Building tool improved in ArcGIS Pro 2.4\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/3d-gis\/classify-las-building-tool-significantly-improved-in-arcgis-pro-2-4\" \/>\n<meta property=\"og:site_name\" content=\"ArcGIS Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/esrigis\/\" \/>\n<meta property=\"article:modified_time\" content=\"2019-12-11T01:00:49+00:00\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@ESRI\" \/>\n<script type=\"application\/ld+json\" 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