Automated detection and classification of oral lesions using deep learning for early detection of oral cancer

RA Welikala, P Remagnino, JH Lim, CS Chan… - Ieee …, 2020 - ieeexplore.ieee.org
deep learning based computer vision approaches were assessed for the automated detection
and classification of oral lesions for the early detection of oral … that contained lesions and …

Automated detection and classification of oral lesions using deep learning to detect oral potentially malignant disorders

G Tanriver, M Soluk Tekkesin, O Ergen - Cancers, 2021 - mdpi.com
… Exploiting the advancements in deep learning, a two-stage model is presented in this study
to detect oral lesions with a detector network and classify the detected region as benign, …

[HTML][HTML] Prediction of the risk of cancer and the grade of dysplasia in leukoplakia lesions using deep learning

A Ferrer-Sánchez, J Bagan, J Vila-Francés… - Oral Oncology, 2022 - Elsevier
… To estimate the probability of malignancy of an oral leukoplakia lesion using Deep Learning
the feasibility of deep learning-based approaches for the real-time detection of oral lesions. …

A deep learning algorithm for detection of oral cavity squamous cell carcinoma from photographic images: A retrospective study

Q Fu, Y Chen, Z Li, Q Jing, C Hu, H Liu, J Bao… - …, 2020 - thelancet.com
… Our study reveals that OCSCC lesions carry discriminative visual appearances, which can
be identified by deep learning algorithm. The ability of detecting OCSCC in a point-of-care, low…

Convolutional neural network-based clinical predictors of oral dysplasia: Class activation map analysis of deep learning results

S Camalan, H Mahmood, H Binol, ALD Araujo… - Cancers, 2021 - mdpi.com
… Our purpose is to develop a deep learning method to classify images as “suspicious” and
“… In this study, we proposed a deep CNN-based oral lesion classification system for clinical …

Detecting caries lesions of different radiographic extension on bitewings using deep learning

AG Cantu, S Gehrung, J Krois, A Chaurasia, JG Rossi… - Journal of dentistry, 2020 - Elsevier
… bitewings, and data on deep learning of lesions of different … deep learning on bitewings to
detect proximal caries lesions of different radiographic extensions. We hypothesized that deep

Applications of deep learning in dentistry

S Corbella, S Srinivas, F Cabitza - Oral Surgery, Oral Medicine, Oral …, 2021 - Elsevier
… to identify cancerous or precancerous lesions of the tongue and oral mucosa. Though the …
malignant lesions in regions with scarce medical coverage. Potentially malignant lesions can …

Automatic detection of oral cancer in smartphone-based images using deep learning for early diagnosis

H Lin, H Chen, L Weng, J Shao… - Journal of Biomedical …, 2021 - spiedigitallibrary.org
oral images centered on the lesion, … of deep learning algorithm on oral cancer detection.
The smartphone-based imaging with deep learning method has good potential for primary oral

Automatic classification of cancerous tissue in laserendomicroscopy images of the oral cavity using deep learning

M Aubreville, C Knipfer, N Oetter, C Jaremenko… - Scientific reports, 2017 - nature.com
… using deep learning technologies on CLE images. The method is compared against textural
feature-based machine learning … locations in the oral cavity, including the OSCC lesion. The …

Automatic classification and detection of oral cancer in photographic images using deep learning algorithms

K Warin, W Limprasert, S Suebnukarn… - Journal of Oral …, 2021 - Wiley Online Library
… cancerous oral lesions in oral photographs that will help in oraldeep CNN via DenseNet121
to classify oral cancer apart from the normal oral mucosa and to detect this malignant lesion