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Automatic Cephalometric Landmark Detection On X-Ray Images Using A Deep-Learning Method PDF

16 Pages·2020·English
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by ['Oussema Gazzeh']| 2020| 16 pages| English

About Automatic Cephalometric Landmark Detection On X-Ray Images Using A Deep-Learning Method

This document proposes a two-step method for automatically detecting cephalometric landmarks on X-ray images using deep learning. The method first roughly locates landmarks by registering test images to training images. It then extracts regions of interest around the landmarks and uses a pretrained convolutional neural network (ResNet50) to detect the precise landmark locations in each region. The method is evaluated on two datasets and achieves satisfactory results compared to other state-of-the-art methods. However, computational time remains an issue to be improved.

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Author:['Oussema Gazzeh']
Publication Year:2020
Pages:16
Language:English
Format:PDF
Price:FREE
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