CONVOLUTIONAL NEURAL NETWORKS FOR EARLY COMPUTER DIAGNOSIS OF CHILD DYSPLASIA
KONWOLUCYJNE SIECI NEURONOWE DO WCZESNEJ DIAGNOSTYKI KOMPUTEROWEJ DYSPLAZJI U DZIECI
Bilynsky Y. Nikolskyy A. Revenok V. Pogorilyi V. Smailova S. Voloshina O. Kumargazhanova S.
2023Politechnika Lubelska
Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Srodowiska
2023#13Issue 256 - 63 pp.
The problem in ultrasound diagnostics hip dysplasia is the lack of experience of the doctor in case of incorrect orientation of the hip joint and ultrasound head. The aim of this study was to evaluate the ability of the convolutional neural network (CNN) to classify and recognize ultrasound imaging of the hip joint obtained at the correct and incorrect position of the ultrasound sensor head in the computer diagnosis of pediatric dysplasia. CNNs such as GoogleNet, SqueezeNet, and AlexNet were selected for the study. The most optimal for the task is the use of CNN GoogleNet showed. In this CNN used transfer learning. At the same time, fine-tuning of the network and additional training on the database of 97 standards of ultrasonic images of the hip joint were applied. Image type RGB 32 bit, 210 × 300 pixels are used. Fine-tuning has been performed the lower layers of the structure CNN, in which 5 classes are allocated, respectively 4 classes of hip dysplasia types according to the Graf, and the Type ERROR ultrasound image, where position of the ultrasound sensor head and of the hip joint in ultrasound diagnostics are incorrect orientation. It was found that the authenticity of training and testing is the highest for the GoogleNet network: when classified in the training group accuracy is up to 100%, when classified in the test group accuracy – 84.5%.
computer diagnosis , convolutional neural networks , ultrasound image child dysplasia
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Vinnytsia National Technical University, Vinnytsia, Ukraine
Vinnytsia National Agrarian University, Vinnytsia, Ukraine
National Pirogov Memorial Medical University, Vinnytsya, Ukraine
D.Serikbayev East, Kazakhstan State Technical University, Ust-Kamenogorsk, Kazakhstan
Vinnytsia Mykhailo Kotsubynsky State Pedagogical University, Vinnytsya, Ukraine
Vinnytsia National Technical University
Vinnytsia National Agrarian University
National Pirogov Memorial Medical University
D.Serikbayev East
Vinnytsia Mykhailo Kotsubynsky State Pedagogical University
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