Cargando…

Thyroid Nodule Classification in Ultrasound Images by Fusion of Conventional Features and Res-GAN Deep Features

In spite of the gargantuan number of patients affected by the thyroid nodule, the detection at an early stage is still a challenging task. Thyroid ultrasonography (US) is a noninvasive, inexpensive procedure widely used to detect and evaluate the thyroid nodules. The ultrasonography method for image...

Descripción completa

Detalles Bibliográficos
Autor principal:	Hang, Yuan
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Hindawi 2021
Materias:	Research Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8321711/ https://www.ncbi.nlm.nih.gov/pubmed/34336170 http://dx.doi.org/10.1155/2021/9917538

Ejemplares similares

Ultrasound Image Classification of Thyroid Nodules Based on Deep Learning
por: Yang, Jingya, et al.
Publicado: (2022)

Classification of thyroid nodules using ultrasound images
por: Manivannan, T, et al.
Publicado: (2020)

Ensemble Deep Learning Model for Multicenter Classification of Thyroid Nodules on Ultrasound Images
por: Wei, Xi, et al.
Publicado: (2020)

Classification of Thyroid Nodules in Ultrasound Images Using Direction-Independent Features Extracted by Two-Threshold Binary Decomposition
por: Prochazka, Antonin, et al.
Publicado: (2019)

Three-Dimensional ResNeXt Network Using Feature Fusion and Label Smoothing for Hyperspectral Image Classification
por: Wu, Peida, et al.
Publicado: (2020)

Thyroid Nodule Classification in Ultrasound Images by Fine-Tuning Deep Convolutional Neural Network
por: Chi, Jianning, et al.
Publicado: (2017)

Anomaly Detection of GAN Industrial Image Based on Attention Feature Fusion
por: Zhang, Lin, et al.
Publicado: (2022)

Risk Stratification of Thyroid Nodules: From Ultrasound Features to TIRADS
por: Rago, Teresa, et al.
Publicado: (2022)

Focal Lymphocytic Thyroiditis Nodules Share the Features of Papillary Thyroid Cancer on Ultrasound
por: Hwang, Sena, et al.
Publicado: (2015)

Medical Image Classification Based on Deep Features Extracted by Deep Model and Statistic Feature Fusion with Multilayer Perceptron(‬)
por: Lai, ZhiFei, et al.
Publicado: (2018)

Deep learning and ultrasound feature fusion model predicts the malignancy of complex cystic and solid breast nodules with color Doppler images
por: Liu, Han, et al.
Publicado: (2023)

Breast Cancer Classification from Ultrasound Images Using Probability-Based Optimal Deep Learning Feature Fusion
por: Jabeen, Kiran, et al.
Publicado: (2022)

Benign and Malignant Breast Tumor Classification in Ultrasound and Mammography Images via Fusion of Deep Learning and Handcraft Features
por: Cruz-Ramos, Clara, et al.
Publicado: (2023)

Evaluation of Diagnostic Efficiency of Ultrasound Features on Malignant Thyroid Nodules in Chinese Patients
por: Li, Ru-Qiang, et al.
Publicado: (2016)

Image Reporting and Characterization System for Ultrasound Features of Thyroid Nodules: Multicentric Korean Retrospective Study
por: Kwak, Jin Young, et al.
Publicado: (2013)

A Novel Deep-Learning-Based CADx Architecture for Classification of Thyroid Nodules Using Ultrasound Images
por: Göreke, Volkan
Publicado: (2023)

Superb microvascular imaging (SMI) compared with conventional ultrasound for evaluating thyroid nodules
por: Lu, Ruigang, et al.
Publicado: (2017)

Ultrasound Image Classification of Thyroid Nodules Using Machine Learning Techniques
por: Vadhiraj, Vijay Vyas, et al.
Publicado: (2021)

Likelihood of malignancy in thyroid nodules according to a proposed Thyroid Imaging Reporting and Data System (TI-RADS) classification merging suspicious and benign ultrasound features
por: Delfim, Ricardo Luiz Costantin, et al.
Publicado: (2017)

Fusion of Infrared and Visible Images Based on Three-Scale Decomposition and ResNet Feature Transfer
por: Ji, Jingyu, et al.
Publicado: (2022)

Value of CEUS features in diagnosing thyroid nodules with halo sign on B-mode ultrasound
por: Chen, Xue-jun, et al.
Publicado: (2023)

Deep-Learning Model of ResNet Combined with CBAM for Malignant–Benign Pulmonary Nodules Classification on Computed Tomography Images
por: Zhang, Yanfei, et al.
Publicado: (2023)

Partially cystic thyroid nodules in ultrasound-guided fine needle aspiration: Prevalence of thyroid carcinoma and ultrasound features
por: Li, Wenbo, et al.
Publicado: (2017)

Erratum: Image Reporting and Characterization System for Ultrasound Features of Thyroid Nodules: Multicentric Korean Retrospective Study
por: Kwak, Jin Young, et al.
Publicado: (2013)

The Role of Core Needle Biopsy for the Evaluation of Thyroid Nodules with Suspicious Ultrasound Features
por: Chung, Sae Rom, et al.
Publicado: (2019)

Breast Tumor Classification in Ultrasound Images Using Combined Deep and Handcrafted Features
por: Daoud, Mohammad I., et al.
Publicado: (2020)

Ultrasonic elastography and conventional ultrasound in the diagnosis of thyroid micro-nodules
por: Wang, Jinming, et al.
Publicado: (2019)

Ultrasound Classification of Thyroid Nodules: A Systematic Review
por: Mistry, Rakesh, et al.
Publicado: (2020)

Ultrasound classification of thyroid nodules: does size matter?
por: Sakajiri, Raissa Kitaguchi, et al.
Publicado: (2022)

Radiomic features analysis in computed tomography images of lung nodule classification
por: Chen, Chia-Hung, et al.
Publicado: (2018)

Classification of Pulmonary Nodules by Using Hybrid Features
por: Tartar, Ahmet, et al.
Publicado: (2013)

Colorful Image Colorization with Classification and Asymmetric Feature Fusion
por: Wang, Zhiyuan, et al.
Publicado: (2022)

Comparison of Multimodal Ultrasound Imaging with Conventional Ultrasound Risk Stratification Systems in Presurgical Risk Stratification of Thyroid Nodules
por: Shreyamsa, M., et al.
Publicado: (2020)

Comparison of the effectiveness of ultrasound elastography with that of conventional ultrasound for differential diagnosis of thyroid lesions with suspicious ultrasound features
por: Yang, Jinru, et al.
Publicado: (2017)

Ultrasound image analysis using deep learning algorithm for the diagnosis of thyroid nodules
por: Song, Junho, et al.
Publicado: (2019)

Deep learning for the diagnosis of suspicious thyroid nodules based on multimodal ultrasound images
por: Tao, Yi, et al.
Publicado: (2022)

Feature augmentation based on information fusion rectification for few-shot image classification
por: Wang, Hang, et al.
Publicado: (2023)

Application of Texture Analysis Method for Classification of Benign and Malignant Thyroid Nodules in Ultrasound Images
por: Abbasian Ardakani, Ali, et al.
Publicado: (2015)

Classification of Benign and Malignant Lung Nodules Based on Deep Convolutional Network Feature Extraction
por: Lv, Enhui, et al.
Publicado: (2021)

Integrated Design of Optimized Weighted Deep Feature Fusion Strategies for Skin Lesion Image Classification
por: Mohanty, Niharika, et al.
Publicado: (2022)

Cannot write session to /tmp/vufind_sessions/sess_cp9t9gqupt1m31kjdmeabgegt3