Arkadiusz Szadkowski的动态

Harnessing the Power of Geospatial Data with Segmentation Models ???? In the world of geospatial analysis, segmentation models are proving to be game-changers. From urban planning to environmental monitoring, these models can identify and segment anything making complex landscapes understandable at a glance.?? ??? By processing satellite imagery these models can accurately differentiate trees from man-made structures, providing valuable insights across multiple sectors: ? Environmental Conservation: Quickly map forest density and coverage. ? Urban Planning: Building segmentation allows for rapid and accurate identification of structures. ? Infrastructure & Asset Management: Precise identification of buildings and trees in specific areas can inform infrastructure maintenance and help prevent issues like vegetation encroachment on power lines. Segmentation models offer a new frontier for us to leverage geospatial intelligence and drive sustainable development. ??? Kandasamy S | Nivedhitha Ajithkumar | Prabhakaran KV | Dinesh Kumar |Robinson J #Geospatial #AI #SegmentationModel #SatelliteImagery

?? 30-Day Map Challenge | #Day 13: #NewTool Today, for the theme New Tool, I explored #Aino, a new #AI-powered mapping platform still in beta testing. Aino makes creating and analyzing maps incredibly easy and accessible by allowing users to generate detailed maps using simple text prompts! With Aino, I quickly visualized a map of St. Louis, Missouri, highlighting key features like land usage, building distributions, green spaces, and educational institutions. This innovative tool provides precise insights in seconds, making it a fantastic resource for urban planning, environmental analysis, and spatial data exploration. Aino demonstrates how AI can transform GIS, making complex analyses faster and more efficient for users of all experience levels. Looking forward to seeing more applications of AI in geospatial technology! Tool link: https://lnkd.in/edciGMxc #GIS #Mapping #AI #UrbanPlanning #Aino #DataVisualization #MapChallenge #30daymapchallenge #30days #educationalinstitutions #crest #tgi #nga #seiler #trex #geospatial #slu

The tool calculates the straight-line, or Euclidean, distance from the major roads. The study area for this analysis includes the Green Mountain Ridge. Cars must drive around the ridge, which you have indicated by adding it as a barrier. The resulting layer illustrates the accumulated distance from major roads, where green indicates shorter distances and yellow to pink indicates farther distances. Areas around the ridge may be relatively close (straight-line distance) to a major road. However, the Distance Accumulation tool indicates that these areas are far from major roads because you would have to drive around the ridge.#deeplearning #Esri #Sustainability #AI #GIS #GeoAI #ArcGIS #Remotesensing #Imagery #Techinnovation #SpatialAnalysis #Featureextractionv #EsriDeutschland #Mapping #ArcGISPro #Image Analysis #objectdetection #NoCode #DataScience #DeepLearning #CNN #esrivoices #MUST #YOUTHMAPPERS #UN #UNICEF

Spatial analysis ??.. #deeplearning #Esri #Sustainability #AI #GIS #GeoAI #ArcGIS #Remotesensing #Imagery #Techinnovation #SpatialAnalysis #Featureextractionv #EsriDeutschland #Mapping #ArcGISPro #Image Analysis #objectdetection #NoCode #DataScience #DeepLearning #CNN #esrivoices #MUST #YOUTHMAPPERS #UN #UNICEF

Geocoding is an essential geospatial function underpinning a variety of analytics applications, from property risk assessment to network planning to emergency response and more. The most precise geocoders pinpoint address locations using rooftops or building footprints, which are a more accurate representation of where a structure is located than traditional street or parcel centroid geocoding. Ecopia’s AI-based mapping systems produce the first and only complete map of US buildings, laying the foundation of our best-in-class geocoder. ??Learn more about Ecopia AI’s Building-Based Geocoding here: https://lnkd.in/ghgAYxiT #Geocoding #BuildingFootprints #AI #GIS #Geospatial

GeoAI is offering a fresh perspective and vision for geospatial solutions in today’s world. GeoAI is set to revolutionize multiple sectors: ???Urban Planning: Integrating AI, geospatial data, and sustainable practices is becoming essential for creating smart, resilient cities. ?? Environmental Monitoring: GeoAI is driving innovation in tracking and addressing environmental challenges, contributing to a more sustainable future. ?? Human Geography: The increasing use of GeoAI in human geography studies is opening new avenues for research and a deeper understanding of societal patterns. As GeoAI continues to evolve, it promises to deliver new insights in geospatial analysis, streamline workflows, and provide innovative solutions to complex spatial problems. The integration of AI and geographic information systems will lead to more efficient and innovative outcomes. #GeoAI #UrbanPlanning #Sustainability #EnvironmentalMonitoring #GIS #AI

With #ArcGIS Pro workflows and tools, you can effectively visualize changes over time in your area of interest. By utilizing #multispectral #Landsat #satellite #imagery, you will learn how to visualize, detect, and #monitor variations in surface #vegetation over time. This capability enables comprehensive #analysis and understanding of #environmental changes. Here’s the Esri web course link: https://lnkd.in/diG3JiPd #esri?#esrisaudiarabia?#deeplearning?#imagesegmentation?#dl?#machinelearning?#imageclassification?#computervision?#imageprocessing?#spatialdata?#ml?#algorithms?#convolutionalneuralnetworks?#objectdetection?#neuralnetworks?#datascience?#geoai?#ai?#arcgispro?#objectdetection?#boundingbox?#bbox?#video?#saudiarabia?#riyadh?#greenriyadh?#green_riyadh?#computerscience?#algorithm?#imagerecognition?#gis?#spatialdata?#mapping?#maps?#egypt?#cairo?#cairoegypt?#remotesensing #urbandevelopment?#GeoAI?#deeplearning?#development?#vegetation?#desertification?#trees?#buildinfootprint?#building?#experience?#help?#projects?#meta?#segmentanything?#segmentation?#imagesegmentation #gis #remotesensing #enviromintal

In 2025 and beyond, AI will continue to transform our understanding of the world’s geography and how people and goods arrive efficiently and safely from point A to B. #AI #mapmaking #geospatial #automotive #industry #technology #navigation

Day 20 of Knowvember! As usual, support your colleagues / friends / family undertaking a Mo for Movember. Second - GIS tidbit 20: Today's an easy one - ?? **"It's GIS Day!”** ?? This year's theme is "Mapping Minds, Shaping the World" - and aims to highlight how geographic information system (GIS) technology has changed the way we understand, navigate, and shape our world. There are LOTS of resources available from the GIS Day Website [https://lnkd.in/e3aGXBqP] BUT we've got lots going on too! Today's Webinars: - Esri Australia: "Trends in AI, GeoAI and ArcGIS" Registration: https://lnkd.in/guc_HXJ3 - Esri Indonesia: "Next-Gen Mobile Survey: Integrating Smart Cameras and GeoAI in Survey123" Registration: https://lnkd.in/gyjZk-rv Tomorrow's Webinar: - Esri Australia - [Thursday 21st Nov.]:? "ArcGIS Web Editor: Easy data editing" Registration: https://lnkd.in/g_dK7vrX #Knowvember #GIS #continuouslearning #ArcGISPro #Mapping #Visualisation #Maps #Communication #ArcGISOnline #TheBasics #GetStarted #GISDay #WebEditor #GeoAI #AI #ArcGIS #SpatialAnalysis #GenAI #MachineLearning #DeepLearning

?????????????? ?????????? ???? ?? ?????????????? ???????????? ???????????????? ?????????? ???????? ?????????????????? ?????? ???????????????????? ???????????????? There have been some fascinating recent acquisitions in the geospatial industry - NV5 acquiring GISinc (now Axim Geospatial) Geospatial and Sanborn acquiring Applied Geographics, Inc. (AppGeo). In addition, Esri recently released ArcGIS Reality; a photogrammetry solution. This trend signifies the convergence of GIS (Geographic Information Systems) and remote sensing technologies. These acquisitions are strategic moves to integrate comprehensive geospatial capabilities under one umbrella. This is a big deal. It will transform how geospatial data is collected, analyzed, and applied. This convergence enables more detailed, accurate, and efficient geospatial solutions, ultimately driving innovation and growth in the industry. What are your thoughts? ???????????????????? ???????????? ?????????????? ???? ??????????! We have been leveraging AI to help geospatial companies be innovative in their approach to sales and marketing. Interested in learning more, sign up for a free consultation: https://lnkd.in/gYhrCF-f Download the eBook "???????? ???????????????? ?????????? ???? ???????????????????? ?????????? & ?????????????????? ???????? ??????????" to learn more about how to take your geospatial business to the next level: https://lnkd.in/ghJ457MU Like this content? .. Follow me Matt Sheehan for more. #gis #geospatial #spatial #sales #marketing #genai #generativeai