Breast tumor classification in ultrasound images using combined deep and handcrafted features
… ultrasound image classification by combining deep features with conventional handcrafted
features to classify the tumors… achieves the highest classification performance. Furthermore, …
features to classify the tumors… achieves the highest classification performance. Furthermore, …
Breast tumor classification in ultrasound images using texture analysis and super-resolution methods
… 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. …
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 …
Pereira WCA, Infantosi AFC, Azevedo CM. Classification of breast tumours on ultrasound images …
Comparison of different CNNs for breast tumor classification from ultrasound images
… In this paper, we explored the application of CNN for the task of tumor classification using
BUS images. We trained two pretrained models in two different ways: using the existing …
BUS images. We trained two pretrained models in two different ways: using the existing …
Breast tumor classification in ultrasound images using neural networks with improved generalization methods
SDS Silva, MGF Costa, WCA Pereira… - 2015 37th Annual …, 2015 - ieeexplore.ieee.org
… ultrasound images have been used to increase the specificity of breast cancer image …
performance of breast cancer lesion in ultrasound images. By generalization, we mean the …
performance of breast cancer lesion in ultrasound images. By generalization, we mean the …
A novel breast tumor classification in ultrasound images, using deep convolutional neural network
B Zeimarani, MGF Costa, NZ Nurani… - XXVI Brazilian Congress …, 2019 - Springer
… for classification of breast tumors in ultrasound (US) images, … consists of 641 images,
histopathologically classified in two … To have a better estimate of model’s classification …
histopathologically classified in two … To have a better estimate of model’s classification …
A benign and malignant breast tumor classification method via efficiently combining texture and morphological features on ultrasound images
M Wei, Y Du, X Wu, Q Su, J Zhu… - … methods in medicine, 2020 - Wiley Online Library
… Tumor Classification In breast ultrasound images, the traditional breast tumor classification
technology mainly includes the following four steps [22, 23]: image preprocessing, image …
technology mainly includes the following four steps [22, 23]: image preprocessing, image …
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. …
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
… 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 …
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
… 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 …
texture feature representation for ultrasound image based tumor classification. The main …
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