Deep convolutional neural networks for multiple histologic types of ovarian tumors classification in ultrasound images

M Wu, G Cui, S Lv, L Chen, Z Tian, M Yang… - Frontiers in …, 2023 - frontiersin.org
deep learning algorithms based on ultrasound images can predict the type of ovarian tumors,
which have the potential to be clinically useful in the triage of women with an ovarian tumor

Ultrasound image analysis using deep neural networks for discriminating between benign and malignant ovarian tumors: comparison with expert subjective …

F Christiansen, EL Epstein, E Smedberg… - Ultrasound in …, 2021 - Wiley Online Library
… While our work is unprecedented in applying deep learning for classification of adnexal
masses, a few pilot studies with a limited number of cases have explored the use of handcrafted …

[HTML][HTML] Enhancing ovarian tumor diagnosis: Performance of convolutional neural networks in classifying ovarian masses using ultrasound images

M Giourga, I Petropoulos, S Stavros, A Potiris… - Journal of Clinical …, 2024 - mdpi.com
… The results are then propagated and used in the traditional deep learning techniques we …
Secondly, it has been documented that combining radiomics with deep learning often leads …

Application of deep convolutional neural networks for discriminating benign, borderline, and malignant serous ovarian tumors from ultrasound images

H Wang, C Liu, Z Zhao, C Zhang, X Wang, H Li… - Frontiers in …, 2021 - frontiersin.org
… (8) used a fine-tuned VGG-16 deep learning network in order to detect whether an ovarian
cyst … deep learning approaches for ovarian tumor classification based on ultrasound images. …

… ARTICLE: Improved Deep Learning Network Based in combination with Cost-sensitive Learning for Early Detection of Ovarian Cancer in Color Ultrasound Detecting …

L Zhang, J Huang, L Liu - Journal of medical systems, 2019 - Springer
image diagnosis system for classifying the ovarian cysts in color ultrasound images, which
novelly applies the image … by the deep neural network from the medical ultrasound image can …

Automatic ovarian tumors recognition system based on ensemble convolutional neural network with ultrasound imaging

ST Hsu, YJ Su, CH Hung, MJ Chen, CH Lu… - BMC Medical Informatics …, 2022 - Springer
… Using deep learning technology, we aimed to develop a … the different diagnosis of ovarian
tumors in ultrasound images. … for the ultrasound imaging of ovarian tumor classification. In …

Evaluation of machine learning methods with Fourier Transform features for classifying ovarian tumors based on ultrasound images

J Martínez-Más, A Bueno-Crespo, S Khazendar… - PLoS …, 2019 - journals.plos.org
… distinction between malignant and benign ovarian tumors. However, … Machine Learning
(ML) systems to perform the automatic categorization of ovarian tumors from ultrasound images

Detection of ovarian cyst in ultrasound images using fine-tuned VGG-16 deep learning network

S Srivastava, P Kumar, V Chaudhry, A Singh - SN Computer Science, 2020 - Springer
… rupture and even ovarian cancer. … ultrasound images of ovaries in order to detect ovarian
cyst [5]. Jyothi R Tegnoor detected and classified ovarian cysts by preprocessing the ultrasound

Deep learning-enabled pelvic ultrasound images for accurate diagnosis of ovarian cancer in China: a retrospective, multicentre, diagnostic study

Y Gao, S Zeng, X Xu, H Li, S Yao, K Song… - The Lancet Digital …, 2022 - thelancet.com
… test for preoperative diagnosis of ovarian cancer. Deep learning is making advances in
image-recognition tasks; therefore, we aimed to develop a deep convolutional neural network (…

Automated ultrasound ovarian tumour segmentation and classification based on deep learning techniques

K Srilatha, FV Jayasudha, M Sumathi… - … Conference on Advances …, 2021 - Springer
… feature extraction, and optimisation and also classification. Primary, speckle noise … ovarian
ultrasound images. Following the classification system, irregular Ovarian tumour (US) images