Bulldogs stenosis degree classification using synthetic images created by generative artificial intelligence

Bulldogs stenosis degree classification using synthetic images created by generative artificial intelligence

Abstract Nasal stenosis in bulldogs significantly impacts their quality of life, making early diagnosis crucial for effective treatment. This study developed an automated deep learning model to classify the severity of nasal stenosis using 1020 images of bulldog nostrils, including both real and AI-...

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Bibliographic Details
Main Authors: Gustavo da Silva Andrade, Gabriel Toshio Hirokawa Higa, Jarbas Felipe da Silva Ribeiro, Joyce Katiuccia Medeiros Ramos Carvalho, Wesley Nunes Gonçalves, Marco Hiroshi Naka, Hemerson Pistori
Format: Article
Language:English
Published: Nature Portfolio 2025-03-01
Series:Scientific Reports
Subjects:
Brachycephalic dogs
Stenotic nares
Airway obstruction
Brachycephalic obstructive airway syndrome
Computer vision
Deep learning
Online Access:https://doi.org/10.1038/s41598-025-92769-0
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