[HTML][HTML] Breast tumor classification in ultrasound images using combined deep and handcrafted features

MI Daoud, S Abdel-Rahman, TM Bdair, MS Al-Najar… - Sensors, 2020 - mdpi.com
ultrasound image classification by combining deep features with conventional handcrafted
features to classify the tumors… achieves the highest classification performance. Furthermore, …

Breast tumor classification in ultrasound images using texture analysis and super-resolution methods

M Abdel-Nasser, J Melendez, A Moreno… - … Applications of Artificial …, 2017 - Elsevier
… We propose a new breast tumor classification approach in ultrasound images. … ultrasound
image sequence, we select a set of LR frames and then use them to reconstruct an HR image. …

[HTML][HTML] Breast tumor classification in ultrasound images using support vector machines and neural networks

CDL Nascimento, SDS Silva, TA Silva… - Research on …, 2016 - SciELO Brasil
… to classify breast … images are: neural networks (Alvarenga et al., 2005Alvarenga AV,
Pereira WCA, Infantosi AFC, Azevedo CM. Classification of breast tumours on ultrasound images

Deep learning for ovarian tumor classification with ultrasound images

C Wu, Y Wang, F Wang - … Information Processing–PCM 2018: 19th Pacific …, 2018 - Springer
classification of ovarian tumors with 2D-ultrasound images. Our dataset consists of … images
of three types of ovarian tumors, ie benign tumors, borderline tumors, and malignant tumors. …

Achieving highly efficient breast ultrasound tumor classification with deep convolutional neural networks

AK Mishra, P Roy, S Bandyopadhyay… - International Journal of …, 2022 - Springer
… Deep learning based breast ultrasound image classification is studied in this work for the …
the ultrasound image classification problem in two different ways, both with and without tumor

Stacked deep polynomial network based representation learning for tumor classification with small ultrasound image dataset

J Shi, S Zhou, X Liu, Q Zhang, M Lu, T Wang - Neurocomputing, 2016 - Elsevier
… In this work, we propose a stacked DPN (S-DPN) algorithm and then apply it to learn
texture feature representation for ultrasound image based tumor classification. The main …

Breast tumor classification using different features of quantitative ultrasound parametric images

SM Hsu, WH Kuo, FC Kuo, YY Liao - International journal of computer …, 2019 - Springer
… Among all the features we explored in this paper for breast tumor classification, the … breast
tumors. The SS can supply information on the margin and shape of the exterior of a tumor, the …

FMRNet: A fused network of multiple tumoral regions for breast tumor classification with ultrasound images

W Cui, Y Peng, G Yuan, W Cao, Y Cao, Z Lu… - Medical …, 2022 - Wiley Online Library
… Recent studies have illustrated that the peritumoral regions of medical images have value …
) for breast tumor classification using ultrasound (US) images without segmentation masks in …

Segmentation information with attention integration for classification of breast tumor in ultrasound image

Y Luo, Q Huang, X Li - Pattern Recognition, 2022 - Elsevier
… In this paper, we propose a novel breast tumor classification scheme for ultrasound images
based on combining segmentation information and the attention integration method. Different …

Breast lesion classification in ultrasound images using deep convolutional neural network

B Zeimarani, MGF Costa, NZ Nurani, SR Bianco… - IEEE …, 2020 - ieeexplore.ieee.org
classificationclassification of breast tumors in US imaging? To answer these questions,
we propose a new CNN architecture for the classification of breast tumors in Ultrasound images. …