02938ntm a22005417i 4500 000716610 CZ-PrVSE 20241012102350.0 m d cr n|||||||||| 241012s2024 xr fsbm 000 0 eng d NEZPRACOVANÝ IMPORT ABA006 cze ABA006 ABA006 rda Kos, Jiří ISIS:135569 dis AI systém pro automatizovanou validaci pojistných událostí eng AI System for Automated Insurance Claim Validation / Jiří Kos 2024 ?? stran : digital, PDF soubor Vedoucí práce: Pavel Zimmermann Diplomová práce (Ing.)—Vysoká škola ekonomická v Praze. Fakulta informatiky a statistiky, 2024 Obsahuje bibliografii Textový (vysokoškolská kvalifikační práce) Rok obhajoby 2024 This thesis focuses on automating the task of extracting data from vehicle images in the insurance claims process. It proposes the design, development, and evaluation of an AI system for a major Czech insurance company. The system uses a fine-tuned YOLOv8 model for object detection and a PaddleOCR model for text recognition to extract key information from claim images: license plates, odometers, and VIN. Modification and verification rules are defined to ensure the validity of the extracted texts. The developed system undergoes validation to assess its overall performance. The proposed system achieved an overall accuracy of 80.4 % in extracting key vehicle data. License plate extraction proved particularly successful, reaching an accuracy of 98 %. This translates to considerable cost savings and a more streamlined customer experience, leading to higher customer satisfaction. Způsob přístupu: Internet data a analytika pro business [obor dipl. práce] diplomové práce fd132022 czenas master's theses eczenas artificial intelligence automation insurance claim validation object detection PaddleOCR text recognition YOLOv8 Zimmermann, Pavel, 1980- jo20251268570 ths Procházka, Jiří ISIS:85656 opn Vysoká škola ekonomická v Praze. Fakulta informatiky a statistiky kn20010709399 dgg https://insis.vse.cz/zp/86734/podrobnosti VŠKP v InSIS https://insis.vse.cz/zp/86734 Hlavní práce https://insis.vse.cz/zp/86734/posudek/vedouci Hodnocení vedoucího https://insis.vse.cz/zp/86734/posudek/oponent/83869 Oponentura https://insis.vse.cz/zp/86734/podrobnosti dc:identifier NEPOSILAT VSKP vse86734 241008 86734