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Impact of Image Resolution on Deep Learning Performance in Endoscopy Image Classification: An Experimental Study Using a Large Dataset of Endoscopic Images

Recent trials have evaluated the efficacy of deep convolutional neural network (CNN)-based AI systems to improve lesion detection and characterization in endoscopy. Impressive results are achieved, but many medical studies use a very small image resolution to save computing resources at the cost of...

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Principais autores: Vajira Thambawita, Inga Strümke, Steven A. Hicks, Pål Halvorsen, Sravanthi Parasa, Michael A. Riegler
Formato: Artigo
Idioma:Inglês
Publicado: MDPI AG 2021-11-01
Series:Diagnostics
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Acceso en liña:https://www.mdpi.com/2075-4418/11/12/2183
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