Automated detection and classification of thyroid nodules in ultrasound images using clinical-knowledge-guided convolutional neural networks

T Liu, Q Guo, C Lian, X Ren, S Liang, J Yu, L Niu… - Medical image …, 2019 - Elsevier
Accurate diagnosis of thyroid nodules using ultrasonography is a valuable but tough task
even for experienced radiologists, considering both benign and malignant nodules have …

Computer aided thyroid nodule detection system using medical ultrasound images

D Koundal, S Gupta, S Singh - Biomedical Signal Processing and Control, 2018 - Elsevier
Thyroid nodule is one of the endocrine problem caused due to abnormal growth of cells.
This survival rate can be enhanced by earlier detection of nodules. Thus, the accurate …

Computer-aided diagnosis of thyroid nodule: a review

D Koundal, S Gupta, S Singh - International Journal of …, 2012 - search.proquest.com
Diagnostic imaging is an important tool in medical science due to the constrained
observations of the expert and uncertainties in medical knowledge. A thyroid ultrasound is a …

Automated delineation of thyroid nodules in ultrasound images using spatial neutrosophic clustering and level set

D Koundal, S Gupta, S Singh - Applied Soft Computing, 2016 - Elsevier
An accurate contour estimation plays a significant role in classification and estimation of
shape, size, and position of thyroid nodule. This helps to reduce the number of false …

[PDF][PDF] 卷积神经网络在甲状腺结节诊断中的应用

王选齐, 杨锋, 曹斌, 刘静, 魏德健… - Laser & Optoelectronics …, 2022 - researching.cn
摘要甲状腺癌的发病率近些年来不断上升, 早期确诊甲状腺结节可以有效降低甲状腺癌死亡率.
超声检查通常为甲状腺医学成像的首选方案, 根据近些年国内外发表的相关文献 …

A deep learning‐based method for detecting and classifying the ultrasound images of suspicious thyroid nodules

Z Zhao, C Yang, Q Wang, H Zhang, L Shi… - Medical …, 2021 - Wiley Online Library
Purpose The incidence of thyroid cancer has significantly increased in the last few decades.
However, diagnosis of the thyroid nodules is labor and time intensive for radiologists and …

Parametrical modelling for texture characterization—A novel approach applied to ultrasound thyroid segmentation

A Illanes, N Esmaeili, P Poudel, S Balakrishnan… - PloS one, 2019 - journals.plos.org
Texture analysis is an important topic in Ultrasound (US) image analysis for structure
segmentation and tissue classification. In this work a novel approach for US image texture …

An effective method for ultrasound thyroid nodules segmentation

W Du, N Sang - 2015 International Symposium on …, 2015 - ieeexplore.ieee.org
Ultrasound thyroid nodules segmentation is a much tough task due to the speckle noise,
intensity heterogeneity, and low contrast. In this paper, we introduce an effective …

Neutrosophic based Nakagami total variation method for speckle suppression in thyroid ultrasound images

D Koundal, S Gupta, S Singh - IRBM, 2018 - Elsevier
Background Neutrosophic based methods are becoming very popular in denoising of
images due to the capability of handling indeterminacy. The main goal of denoising is to …

A two‐stage network with prior knowledge guidance for medullary thyroid carcinoma recognition in ultrasound images

L Pan, Y Cai, N Lin, L Yang, S Zheng… - Medical Physics, 2022 - Wiley Online Library
Purpose Accurate recognition of medullary thyroid carcinoma (MTC) is of great importance
in medical diagnosis, as MTC is rare but second‐most malignant thyroid cancers with a high …