Artificial Intelligence for Multisource Geospatial Information

This reprint collects 10 original research contributions published in the Special Issue entitled “Artificial Intelligence for Multisource Geospatial Information” of the ISPRS International Journal of Geo-Information. The focus is on different methods of Geospatial Artificial Intelligence (GeoAI) bas...

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collection Directory of Open Access Books
description This reprint collects 10 original research contributions published in the Special Issue entitled “Artificial Intelligence for Multisource Geospatial Information” of the ISPRS International Journal of Geo-Information. The focus is on different methods of Geospatial Artificial Intelligence (GeoAI) based on deep learning using different network architectures, clustering, soft computing, and semantic approaches. They are proposed to deal with a variety of Geospatial Big Data (GBD), such as georeferenced texts and photos in social networks, remote sensing images, cartographic maps, multidimensional geo databases, metadata in spatial data infrastructures, and for different tasks, such as for multisource georeferenced text integration and geodata flexible querying, for social sensing by applying sentiment analysis, clustering and geo analysis, for segmentation of roads, clouds and snow, and for detection of small targets and people on the streets.
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institution Directory of Open Access Books
language eng
publishDate 2023
publishDateRange 2023
publishDateSort 2023
publisher MDPI - Multidisciplinary Digital Publishing Institute
publisherStr MDPI - Multidisciplinary Digital Publishing Institute
record_format ojs
spelling doab-20.500.12854ir-966652024-04-11T15:10:19Z Artificial Intelligence for Multisource Geospatial Information Bordogna, Gloria Fugazza, Cristiano geosemantics implicit semantics formal semantics powerful semantics satellite image semantic segmentation encoder–decoder CNN TH-1 cloud and snow detection label quality street crime people on the street streetscape Baidu Street View image spatial lag negative binomial regression deep learning convolutional neural network backbone network target detection remote sensing images segmentation high resolution transformer OLAP fuzzy SOLAP-based framework fuzzy spatiotemporal queries fuzzy spatiotemporal predictive query fuzzy query visualization machine learning classification LiDAR 3D point cloud urban trees image feature vector clustering Siamese Network automatic classification of tourist photos deep learning model Arabic tweets COVID-19 pandemic sentiment analysis social data mining spatio-temporal correlation off-line integration of geo-tagged data sets data sets about public places soft integration methodology effective soft integration through a stand-along tool n/a thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues::TBX History of engineering and technology This reprint collects 10 original research contributions published in the Special Issue entitled “Artificial Intelligence for Multisource Geospatial Information” of the ISPRS International Journal of Geo-Information. The focus is on different methods of Geospatial Artificial Intelligence (GeoAI) based on deep learning using different network architectures, clustering, soft computing, and semantic approaches. They are proposed to deal with a variety of Geospatial Big Data (GBD), such as georeferenced texts and photos in social networks, remote sensing images, cartographic maps, multidimensional geo databases, metadata in spatial data infrastructures, and for different tasks, such as for multisource georeferenced text integration and geodata flexible querying, for social sensing by applying sentiment analysis, clustering and geo analysis, for segmentation of roads, clouds and snow, and for detection of small targets and people on the streets. 2023-02-02T16:33:26Z 2023-02-02T16:33:26Z 2023 book ONIX_20230202_9783036563879_66 9783036563879 9783036563862 https://directory.doabooks.org/handle/20.500.12854/96665 eng image/jpeg Attribution 4.0 International https://mdpi.com/books/pdfview/book/6610 https://mdpi.com/books/pdfview/book/6610 MDPI - Multidisciplinary Digital Publishing Institute 10.3390/books978-3-0365-6386-2 10.3390/books978-3-0365-6386-2 46cabcaa-dd94-4bfe-87b4-55023c1b36d0 9783036563879 9783036563862 254 Basel open access
spellingShingle geosemantics
implicit semantics
formal semantics
powerful semantics
satellite image
semantic segmentation
encoder–decoder
CNN
TH-1
cloud and snow detection
label quality
street crime
people on the street
streetscape
Baidu Street View image
spatial lag negative binomial regression
deep learning
convolutional neural network
backbone network
target detection
remote sensing images
segmentation
high resolution
transformer
OLAP
fuzzy SOLAP-based framework
fuzzy spatiotemporal queries
fuzzy spatiotemporal predictive query
fuzzy query visualization
machine learning
classification
LiDAR
3D point cloud
urban trees
image feature vector
clustering
Siamese Network
automatic classification of tourist photos
deep learning model
Arabic tweets
COVID-19 pandemic
sentiment analysis
social data mining
spatio-temporal correlation
off-line integration of geo-tagged data sets
data sets about public places
soft integration methodology
effective soft integration through a stand-along tool
n/a
thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues
thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues::TBX History of engineering and technology
Artificial Intelligence for Multisource Geospatial Information
title Artificial Intelligence for Multisource Geospatial Information
title_full Artificial Intelligence for Multisource Geospatial Information
title_fullStr Artificial Intelligence for Multisource Geospatial Information
title_full_unstemmed Artificial Intelligence for Multisource Geospatial Information
title_short Artificial Intelligence for Multisource Geospatial Information
title_sort artificial intelligence for multisource geospatial information
topic geosemantics
implicit semantics
formal semantics
powerful semantics
satellite image
semantic segmentation
encoder–decoder
CNN
TH-1
cloud and snow detection
label quality
street crime
people on the street
streetscape
Baidu Street View image
spatial lag negative binomial regression
deep learning
convolutional neural network
backbone network
target detection
remote sensing images
segmentation
high resolution
transformer
OLAP
fuzzy SOLAP-based framework
fuzzy spatiotemporal queries
fuzzy spatiotemporal predictive query
fuzzy query visualization
machine learning
classification
LiDAR
3D point cloud
urban trees
image feature vector
clustering
Siamese Network
automatic classification of tourist photos
deep learning model
Arabic tweets
COVID-19 pandemic
sentiment analysis
social data mining
spatio-temporal correlation
off-line integration of geo-tagged data sets
data sets about public places
soft integration methodology
effective soft integration through a stand-along tool
n/a
thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues
thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues::TBX History of engineering and technology
topic_facet geosemantics
implicit semantics
formal semantics
powerful semantics
satellite image
semantic segmentation
encoder–decoder
CNN
TH-1
cloud and snow detection
label quality
street crime
people on the street
streetscape
Baidu Street View image
spatial lag negative binomial regression
deep learning
convolutional neural network
backbone network
target detection
remote sensing images
segmentation
high resolution
transformer
OLAP
fuzzy SOLAP-based framework
fuzzy spatiotemporal queries
fuzzy spatiotemporal predictive query
fuzzy query visualization
machine learning
classification
LiDAR
3D point cloud
urban trees
image feature vector
clustering
Siamese Network
automatic classification of tourist photos
deep learning model
Arabic tweets
COVID-19 pandemic
sentiment analysis
social data mining
spatio-temporal correlation
off-line integration of geo-tagged data sets
data sets about public places
soft integration methodology
effective soft integration through a stand-along tool
n/a
thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues
thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues::TBX History of engineering and technology
url ONIX_20230202_9783036563879_66