{"id":91851,"date":"2024-06-26T10:25:19","date_gmt":"2024-06-26T10:25:19","guid":{"rendered":"https:\/\/clone4.10pearls.com\/?page_id=91851"},"modified":"2026-07-30T09:19:22","modified_gmt":"2026-07-30T09:19:22","slug":"aicomputervision","status":"publish","type":"page","link":"https:\/\/10pearls.com\/uk\/casestudies\/aicomputervision\/","title":{"rendered":"Case study \u2013 Property Appraisals"},"content":{"rendered":"\t\t
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Case Study<\/h2>\t\t\t\t<\/div>\n\t\t\t\t
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Streamlining Property Appraisals with AI Computer Vision <\/h1>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t
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Problem<\/h2>\t\t\t\t<\/div>\n\t\t\t\t
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The real estate appraisal process is crucial in property transactions, providing lenders and buyers with a clear understanding of a property's value and condition. A leading appraisal management company was looking to modernize this process by adopting AI and Computer Vision, effectively shortening appraisal processing time and optimizing resource allocation for improved scalability.<\/p>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t

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Challenge<\/h2>\t\t\t\t<\/div>\n\t\t\t\t
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Scaling operations while upholding the quality of appraisals proved to be a considerable hurdle. The manual validation of images submitted in property appraisals was not only time-consuming but also susceptible to human error. The company required an efficient system to confirm that appraisal photos were accurately categorized by room type and void of prohibited content.

\n\nThe first iteration of the tool, utilizing a standard object detection model called YOLOv8, was unable to accurately identify certain rooms, especially garages and laundry rooms, while also misclassifying household appliances. This demanded the development of a more customized solution designed for the specific needs of the property appraisal company.\n<\/p>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t

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Outcome<\/span><\/h2>\t\t\t\t<\/div>\n\t\t\t\t
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Increased accuracy in image detection<\/h2>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t
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Accelerated approval time<\/h2>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t
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Automated image analysis and validation<\/h2>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t
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Reduced manual review<\/h2>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t
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Increased scalability<\/h2>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
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\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\"AI\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
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Solution<\/h2>\t\t\t\t<\/div>\n\t\t\t\t
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10Pearls developed a multi-layered object detection system by integrating a custom object detection model referred to as custom YOLO, specifically trained to identify and classify objects unique to property appraisals. By utilizing YOLOv8 for the preliminary stage of object detection and the custom YOLO to capture any remaining nuances, the combination of these two models enhanced the overall performance and effectiveness of the object detection system. This ensemble method provided a sophisticated means to analyze the variety and frequency of objects within a space.

\nBy leveraging Random Forest, a machine learning algorithm designed for classification and regression tasks, the Computer Vision system could determine the room's function with greater precision and reliability. The solution maximized efficiency, drove scalability, and enhanced the customer experience during property transactions.\n<\/p>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t

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\n\t\t\t\t\tA New Standard<\/strong>\nfor property appraisals<\/span>\t\t\t\t<\/div>\n\t\t\t\t
\n\t\t\t\t\tA New Standard<\/strong>\nfor property appraisals<\/span>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t
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Our automated AI property appraisal solution highlights the transformative impact AI in real estate, demonstrating its capacity to address complex, industry-specific challenges. By developing a customized, automated object detection system, we are not just improving the appraisal process; we are setting a new benchmark for efficiency, accuracy, and reliability in property valuations. \n

\nThis innovation signifies a substantial leap forward, offering unparalleled precision and speed, and redefining how real estate appraisals are conducted. As a result, our application, leveraging computer vision, is positioned to transform industry practices, driving more informed decision-making and fostering greater trust and transparency in property assessments.<\/p>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t

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Computer Vision<\/h2>\t\t\t\t<\/div>\n\t\t\t\t
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Harness the power of AI and advanced image processing to analyze and interpret visual data using neural networks.<\/h2>\t\t\t\t<\/div>\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\tExplore our AI framework<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"

Our nearshore development teams are aligned to your timezone, ensuring seamless, real-time collaboration and development with tech experts specialized in 100+ technologies.<\/p>\n","protected":false},"author":77,"featured_media":0,"parent":121042,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"inline_featured_image":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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