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Current recognition methods that rely on spatial and geometric features often neglect semantic aspects, failing to account for the complex relationships between buildings and their real-world semantic associations. This limitation hampers the ability to fully capture human understanding of the real world. Based on this, this paper proposes a novel method for building group recognition that integrates both spatial geometric and semantic features. The method effectively identifies building group structures by considering spatial proximity, geometry, and semantic similarity. First, spatial proximity between buildings is defined by constructing a neighborhood graph based on Delaunay triangulation, and the spatial geometric features of each building are extracted. The spatial distance and semantic intensity relationships between Point of Interest (POI) data and buildings are used for semantic feature extraction. Subsequently, a spatial\u2013semantic dual clustering strategy is applied in two stages to aggregate the buildings and generate preliminary grouping results. Finally, the grouping results are refined through an optimal graph segmentation strategy, which ensures both global and local optimization. The proposed method is applied to two areas in Shenzhen City, China, and the experimental results demonstrate that, compared with other methods, it more effectively identifies building groups with coherent spatial, geometric, and semantic features, improving the Adjusted Rand Index (ARI) from 0.589 to 0.701. 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Sci."},{"key":"ref_8","first-page":"1079","article-title":"The Analysis and Measurement of Building Patterns Using Texton Co-Occurrence Matrices","volume":"31","author":"Yu","year":"2017","journal-title":"Int. J. Geogr. Inf. Sci."},{"key":"ref_9","doi-asserted-by":"crossref","unstructured":"He, X., Deng, M., and Luo, G. (2022). Recognizing Building Group Patterns in Topographic Maps by Integrating Building Functional and Geometric Information. ISPRS Int. J. Geo-Inf., 11.","DOI":"10.3390\/ijgi11060332"},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"187","DOI":"10.1080\/15230406.2017.1302821","article-title":"Recognizing Building Groups for Generalization: A Comparative Study","volume":"45","author":"Deng","year":"2018","journal-title":"Cartogr. Geogr. Inf. Sci."},{"key":"ref_11","doi-asserted-by":"crossref","unstructured":"Wang, X., and Burghardt, D. (2019). A Mesh-Based Typification Method for Building Groups with Grid Patterns. ISPRS Int. J. Geo-Inf., 8.","DOI":"10.3390\/ijgi8040168"},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"11365","DOI":"10.1080\/10106049.2022.2055794","article-title":"Linear Building Pattern Recognition in Topographical Maps Combining Convex Polygon Decomposition","volume":"37","author":"Wei","year":"2022","journal-title":"Geocarto Int."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"280","DOI":"10.1080\/13658816.2021.1873998","article-title":"A Hybrid Approach to Building Simplification with an Evaluator from a Backpropagation Neural Network","volume":"36","author":"Yang","year":"2022","journal-title":"Int. J. Geogr. Inf. Sci."},{"key":"ref_14","first-page":"449","article-title":"An Approach to Building Grouping Based on Hierarchical Constraints","volume":"2008","author":"Qi","year":"2008","journal-title":"Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"312","DOI":"10.1007\/s00453-001-0008-8","article-title":"Contextual Building Typification in Automated Map Generalization","volume":"30","author":"Regnauld","year":"2001","journal-title":"Algorithmica"},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/s10707-011-0146-3","article-title":"Building Pattern Recognition in Topographic Data: Examples on Collinear and Curvilinear Alignments","volume":"17","author":"Zhang","year":"2013","journal-title":"Geoinformatica"},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"2266672","DOI":"10.1080\/10106049.2023.2266672","article-title":"A Polygonal Buildings Aggregation Method Considering Obstacle Elements and Visual Clarity","volume":"38","author":"Zhang","year":"2023","journal-title":"Geocarto Int."},{"key":"ref_18","first-page":"103794","article-title":"Second-Order Texton Feature Extraction and Pattern Recognition of Building Polygon Cluster Using CNN Network","volume":"129","author":"Liu","year":"2024","journal-title":"Int. J. Appl. Earth Obs. Geoinf."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"539","DOI":"10.1080\/15230406.2018.1433068","article-title":"On the Spatial Distribution of Buildings for Map Generalization","volume":"45","author":"Wei","year":"2018","journal-title":"Cartogr. Geogr. Inf. Sci."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"490","DOI":"10.1080\/13658816.2020.1768260","article-title":"Graph Convolutional Autoencoder Model for the Shape Coding and Cognition of Buildings in Maps","volume":"35","author":"Yan","year":"2021","journal-title":"Int. J. Geogr. Inf. Sci."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"1952","DOI":"10.1080\/13658816.2017.1346257","article-title":"Performance of Shape Indices and Classification Schemes for Characterising Perceptual Shape Complexity of Building Footprints in GIS","volume":"31","author":"Basaraner","year":"2017","journal-title":"Int. J. Geogr. Inf. Sci."},{"key":"ref_22","first-page":"103486","article-title":"Complex Buildings Orientation Recognition and Description Based on Vector Reconstruction","volume":"123","author":"Ma","year":"2023","journal-title":"Int. J. Appl. Earth Obs. Geoinf."},{"key":"ref_23","unstructured":"Hangou\u00ebt, J.F., and M\u00fcller, J.C. (1999). Approche et M\u00e9thodes Pour l\u2019automatisation de La G\u00e9n\u00e9ralisation Cartographique; Application En Bord de Ville. [Ph.D. Thesis, Universit\u00e9 de Marne La Vall\u00e9e]."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"73","DOI":"10.1007\/s10707-007-0020-5","article-title":"A Multi-Parameter Approach to Automated Building Grouping and Generalization","volume":"12","author":"Yan","year":"2008","journal-title":"Geoinformatica"},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"2944","DOI":"10.1080\/10106049.2020.1856195","article-title":"A Graph Deep Learning Approach for Urban Building Grouping","volume":"37","author":"Yan","year":"2022","journal-title":"Geocarto Int."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"716","DOI":"10.1111\/tgis.12124","article-title":"Polygonal Clustering Analysis Using Multilevel Graph-Partition","volume":"19","author":"Wang","year":"2015","journal-title":"Trans. GIS"},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"259","DOI":"10.1016\/j.isprsjprs.2019.02.010","article-title":"A Graph Convolutional Neural Network for Classification of Building Patterns Using Spatial Vector Data","volume":"150","author":"Yan","year":"2019","journal-title":"ISPRS J. Photogramm. Remote Sens."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"400","DOI":"10.1080\/15230406.2020.1757512","article-title":"Recognition of Building Group Patterns Using Graph Convolutional Network","volume":"47","author":"Zhao","year":"2020","journal-title":"Cartogr. Geogr. Inf. Sci."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"71","DOI":"10.1080\/23729333.2019.1574371","article-title":"Using Stroke and Mesh to Recognize Building Group Patterns","volume":"6","author":"Wang","year":"2020","journal-title":"Int. J. Cartogr."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"79","DOI":"10.1016\/0167-8655(83)90041-7","article-title":"Optimal Algorithms for Computing the Minimum Distance between Two Finite Planar Sets","volume":"2","author":"Toussaint","year":"1983","journal-title":"Pattern Recognit. Lett."},{"key":"ref_31","doi-asserted-by":"crossref","unstructured":"Wang, J., Luo, H., Li, W., and Huang, B. (2021). Building Function Mapping Using Multisource Geospatial Big Data: A Case Study in Shenzhen, China. Remote Sens., 13.","DOI":"10.3390\/rs13234751"},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"20","DOI":"10.1007\/s43762-022-00047-w","article-title":"Points of Interest (POI): A Commentary on the State of the Art, Challenges, and Prospects for the Future","volume":"2","author":"Psyllidis","year":"2022","journal-title":"Comput. Urban Sci."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"2060","DOI":"10.1080\/13658816.2022.2046756","article-title":"Identify Urban Building Functions with Multisource Data: A Case Study in Guangzhou, China","volume":"36","author":"Deng","year":"2022","journal-title":"Int. J. Geogr. Inf. Sci."},{"key":"ref_34","first-page":"1339","article-title":"A Study on the Method for Functional Classification of Urban Buildings by Using POI Data","volume":"22","author":"Cao","year":"2020","journal-title":"J. Geo Inf. Sci."},{"key":"ref_35","unstructured":"Salton, G., and McGill, M. (1983). Introduction to Modern Information Retrieval, McGraw-Hill."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"513","DOI":"10.1016\/0306-4573(88)90021-0","article-title":"Term-Weighting Approaches in Automatic Text Retrieval","volume":"24","author":"Salton","year":"1988","journal-title":"Inf. Process. Manag."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"146","DOI":"10.1016\/j.knosys.2012.07.019","article-title":"A New Similarity Function for Selecting Neighbors for Each Target Item in Collaborative Filtering","volume":"37","author":"Choi","year":"2013","journal-title":"Knowl. Based Syst."},{"key":"ref_38","unstructured":"Chrisochoides, N., and Sukup, F. (1996). Task Parallel Implementation of the Bowyer-Watson Algorithm, Advanced Computing Research Institue cornell University."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"1389","DOI":"10.1002\/j.1538-7305.1957.tb01515.x","article-title":"Shortest Connection Networks And Some Generalizations","volume":"36","author":"Prim","year":"1957","journal-title":"Bell Syst. Tech. J."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1080\/03610927408827101","article-title":"A Dendrite Method for Cluster Analysis","volume":"3","author":"Calinski","year":"1974","journal-title":"Comm. Stats. Theory Methods"},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"797","DOI":"10.1080\/13658810600665111","article-title":"Efficient Regionalization Techniques for Socio-economic Geographical Units Using Minimum Spanning Trees","volume":"20","author":"Neves","year":"2006","journal-title":"Int. J. Geogr. Inf. Sci."},{"key":"ref_42","unstructured":"MacQueen, J.B. (1967). Some Methods for Classification and Analysis of Multivariate Observations, University of California Press."},{"key":"ref_43","unstructured":"Kipf, T.N., and Welling, M. (2016). Semi-Supervised Classification with Graph Convolutional Networks. arXiv."},{"key":"ref_44","unstructured":"Jiang, B. (2024, March 01). Spatial Clustering for Mining Knowledge in Support of Generalization Processes in GIS. Available online: https:\/\/www.semanticscholar.org\/paper\/Spatial-Clustering-for-Mining-Knowledge-in-Support-Jiang\/6256915c5d224dcf618cc92afe55b8b06f7e2663."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"142","DOI":"10.1080\/23729333.2019.1613071","article-title":"Is Deep Learning the New Agent for Map Generalization?","volume":"5","author":"Touya","year":"2019","journal-title":"Int. J. Cartogr."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"193","DOI":"10.1007\/BF01908075","article-title":"Comparing Partitions","volume":"2","author":"Hubert","year":"1985","journal-title":"J. Classif."}],"container-title":["ISPRS International Journal of Geo-Information"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2220-9964\/14\/4\/154\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,9]],"date-time":"2025-10-09T17:08:10Z","timestamp":1760029690000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2220-9964\/14\/4\/154"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,4,1]]},"references-count":46,"journal-issue":{"issue":"4","published-online":{"date-parts":[[2025,4]]}},"alternative-id":["ijgi14040154"],"URL":"https:\/\/doi.org\/10.3390\/ijgi14040154","relation":{},"ISSN":["2220-9964"],"issn-type":[{"value":"2220-9964","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,4,1]]}}}