Human Gender Prediction Based on Deep Transfer Learning from Panoramic Radiograph Images

05/19/2022
by   I. Atas, et al.
0

Panoramic Dental Radiography (PDR) image processing is one of the most extensively used manual methods for gender determination in forensic medicine. Manual approaches require a wide range of mandibular parameter measurements in metric units. Besides being time-consuming, these methods also necessitate the employment of experienced professionals. In this context, deep learning models are widely utilized in the auto-analysis of radiological images nowadays, owing to their high processing speed, accuracy, and stability. In our study, a data set consisting of 24,000 dental panoramic images was prepared for binary classification, and the transfer learning method was used to accelerate the training and increase the performance of our proposed DenseNet121 deep learning model. With the transfer learning method, instead of starting the learning process from scratch, the existing patterns learned beforehand were used. Extensive comparisons were made using deep transfer learning (DTL) models VGG16, ResNet50, and EfficientNetB6 to assess the classification performance of the proposed model in PDR images. According to the findings of the comparative analysis, the proposed model outperformed the other approaches by achieving a success rate of 97.25

READ FULL TEXT

page 1

page 2

page 6

research
01/14/2020

Towards detection and classification of microscopic foraminifera using transfer learning

Foraminifera are single-celled marine organisms, which may have a plankt...
research
12/15/2021

MissMarple : A Novel Socio-inspired Feature-transfer Learning Deep Network for Image Splicing Detection

In this paper we propose a novel socio-inspired convolutional neural net...
research
11/05/2020

Intra-Domain Task-Adaptive Transfer Learning to Determine Acute Ischemic Stroke Onset Time

Treatment of acute ischemic strokes (AIS) is largely contingent upon the...
research
02/28/2023

Deep Learning for Identifying Iran's Cultural Heritage Buildings in Need of Conservation Using Image Classification and Grad-CAM

The cultural heritage buildings (CHB), which are part of mankind's histo...
research
08/12/2020

Polyth-Net: Classification of Polythene Bags for Garbage Segregation Using Deep Learning

Polythene has always been a threat to the environment since its inventio...
research
02/11/2020

Optimal Transfer Learning Model for Binary Classification of Funduscopic Images through Simple Heuristics

Deep learning models have the capacity to fundamentally revolutionize me...
research
04/21/2022

Optimize Transfer Learning for Autism Spectrum Disorder Classification with Neuroimaging: A Comparative Study

The field of neuroimage classification using deep neural networks (DNN) ...

Please sign up or login with your details

Forgot password? Click here to reset