TY - JOUR KW - Deep Learning KW - Geographic information system KW - Pool Aerial Recognition AU - Héctor Sánchez San Blas AU - Antía Carmona Balea AU - André Sales Mendes AU - Luís Augusto Silva AU - Gabriel Villarrubia González AB - Spain is the second country in Europe with the most swimming pools. However, the legal literature estimates that 20% of swimming pools are not declared or irregular.The administration has a corps of people who manually analyze satellite or drone images to detect illegal or irregular structures. This method is costly in terms of effort and time, and it is also a method based on the subjectivity of the person carrying it out. This proposal aims to design a platform that allows the automatic detection of irregular pools. Using geographic information tools (GIS) based on orthophotography, combined with advanced machine learning techniques for object detection, allows this work. Furthermore, using a multi-agent architecture allows the system to be modular, with the possibility of the different parts of the system working together, balancing the workload. The proposed system has been validated by testing it in different towns in Spain. The system has shown promisin results in performing this task, with an F1-Score of 97.1%. IS - Regular Issue M1 - 4 N2 - Spain is the second country in Europe with the most swimming pools. However, the legal literature estimates that 20% of swimming pools are not declared or irregular.The administration has a corps of people who manually analyze satellite or drone images to detect illegal or irregular structures. This method is costly in terms of effort and time, and it is also a method based on the subjectivity of the person carrying it out. This proposal aims to design a platform that allows the automatic detection of irregular pools. Using geographic information tools (GIS) based on orthophotography, combined with advanced machine learning techniques for object detection, allows this work. Furthermore, using a multi-agent architecture allows the system to be modular, with the possibility of the different parts of the system working together, balancing the workload. The proposed system has been validated by testing it in different towns in Spain. The system has shown promisin results in performing this task, with an F1-Score of 97.1%. PY - 2023 SE - 153 SP - 153 EP - 165 T2 - International Journal of Interactive Multimedia and Artificial Intelligence TI - A Platform for Swimming Pool Detection and Legal Verification Using a Multi-Agent System and Remote Image Sensing UR - https://www.ijimai.org/journal/sites/default/files/2023-11/ijimai8_4_14.pdf VL - 8 SN - 1989-1660 ER -