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http://repositorio.yachaytech.edu.ec/handle/123456789/783| Title: | Early identification of different pulmonary pathologies using chest X-ray and machine learning algorithms |
| Authors: | Almeida Galárraga, Diego Alfonso Gudiño Gomezjurado, Marco Esteban Mena Urresta, Kevin Andrés |
| Keywords: | Enfermedades pulmonares Redes neuronales Clasificación de imágenes Pulmonary diseases Neural networks Image classification |
| Issue Date: | May-2024 |
| Publisher: | Universidad de Investigación de Tecnología Experimental Yachay |
| Abstract: | El presente trabajo de investigación se centra en el estudio de varias redes neuronales entrenadas para la detección de enfermedades pulmonares. Las redes utilizadas fueron ResNet-18, ResNet-50, ResNet 101, VGG19 e Inception V3 y la base de datos fue obtenida de NIHCC siendo 112120 el número total de imágenes con las que se realizaron distintos experimentos y optimización para obtener mejores resultados de los entrenamientos de las redes. |
| Description: | The present research work focuses on the study of several neural networks trained for the detection of lung diseases. The networks used were ResNet-18, ResNet-50, ResNet 101, VGG19 and Inception V3 and the data set was obtained from NIHCC being 112120 the total number of images with which different experiments and optimization were performed to obtain better results from the training of the networks. |
| URI: | http://repositorio.yachaytech.edu.ec/handle/123456789/783 |
| Appears in Collections: | Biomedicina |
Files in This Item:
| File | Description | Size | Format | |
|---|---|---|---|---|
| ECBI0206.pdf | 3.19 MB | Adobe PDF | View/Open |
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