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MDPI AG
Evaluating the FLUX.1 Synthetic Data on YOLOv9 for AI-Powered Poultry Farming
This research explores the role of synthetic data in enhancing the accuracy of deep learning models for automated poultry farm management. A hybrid dataset was created by combining real images of chickens with 400 FLUX.1 [dev] generated synthetic images, aiming to reduce reliance on extensive manual data collection. The YOLOv9 model was trained on various dataset compositions to assess the impact of synthetic data on detection performance. Additionally, automated annotation techniques utilizing...
Preuzmite dokument 2025 Srdjan Krco , Stevan Cakic , Dejan Babic , Ivan Jovovic , Tomo Popovic
Research Square Platform LLC
Retinal microvascular complexity as a putative biomarker of biological age – a pilot study
Abstract Physiological changes associated with aging increase the risk for the development of age-related diseases. This increase is nonspecific to the type of age-related disease, although each desease develops through a unique pathophysiologic mechanism. People who age at a faster rate develop age-related diseases earlier in their life. They have an older “biological age” compared to their “chronological age”. Early detection of individuals with accelerated aging would allow timely intervention...
Preuzmite dokument 2023 Antoaneta Adžić Zečević , Natasa Popovic , Stela Vujosevic , Miodrag Radunović , Jevto Eraković , Miroslav Radunović , Maša Ždralević , Tijana Vuković , Ljiljana Radulović , Ranko Lazović , Batrić Vukčević , Isidora Rovčanin Dragović , Tomo Popovic ... Pogledajte sve
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