Dataset of breast ultrasound images

Walid Al-Dhabyani; Mohammed Mohammed Mohammed Gomaa; Hussien Khaled; Aly Fahmy

doi:10.1016/j.dib.2019.104863

Abstract

Breast cancer is one of the most common causes of death among women worldwide. Early detection helps in reducing the number of early deaths. The data presented in this article reviews the medical images of breast cancer using ultrasound scan. Breast Ultrasound Dataset is categorized into three classes: normal, benign, and malignant images. Breast ultrasound images can produce great results in classification, detection, and segmentation of breast cancer when combined with machine learning.

Keywords

Breast cancerBreast ultrasoundUltrasoundMedicineSegmentationRadiologyArtificial intelligenceCancerComputer scienceMammographyInternal medicine

Affiliated Institutions

Cairo University EG

Related Publications

Computer-aided diagnosis in medical imaging: Historical review, current status and future potential

Kunio Doi

Computer-aided diagnosis (CAD) has become one of the major research subjects in medical imaging and diagnostic radiology. In this article, the motivation and philosophy for earl...

2007 Computerized Medical Imaging and Grap... 1771 citations

Covid-19: automatic detection from X-ray images utilizing transfer learning with convolutional neural networks

Ioannis D. Apostolopoulos , Tzani A. Mpesiana

In this study, a dataset of X-ray images from patients with common bacterial pneumonia, confirmed Covid-19 disease, and normal incidents, was utilized for the automatic detectio...

2020 Physical and Engineering Sciences in ... 2350 citations

Convolutional Neural Networks for Medical Image Analysis: Full Training or Fine Tuning?

Nima Tajbakhsh , J. Shin , Suryakanth Gurudu +4 more

Training a deep convolutional neural network (CNN) from scratch is difficult because it requires a large amount of labeled training data and a great deal of expertise to ensure ...

2016 IEEE Transactions on Medical Imaging 2961 citations

International evaluation of an AI system for breast cancer screening

Scott Mayer McKinney , Marcin Sieniek , Varun Godbole +28 more

2020 Nature 2788 citations

Impact of Deep Learning Assistance on the Histopathologic Review of Lymph Nodes for Metastatic Breast Cancer

David F. Steiner , Robert MacDonald , Yun Liu +6 more

Advances in the quality of whole-slide images have set the stage for the clinical use of digital images in anatomic pathology. Along with advances in computer image analysis, th...

2018 The American Journal of Surgical Path... 449 citations

Publication Info

Year: 2019
Type: article
Volume: 28
Pages: 104863-104863
Citations: 1680
Access: Closed

External Links

Download PDF (Free) View on DOI.org PubMed Semantic Scholar

Social Impact

Altmetric

Dataset of breast ultrasound images

PlumX Metrics

Social media, news, blog, policy document mentions

Citation Metrics

1680

OpenAlex

105

Influential

1543

CrossRef

Cite This

APA Style

                            
                                    Walid Al-Dhabyani, 
                                
                                    Mohammed Mohammed Mohammed Gomaa, 
                                
                                    Hussien Khaled
                                
                                et al.
                            
                            (2019). 
                            Dataset of breast ultrasound images. 
                            Data in Brief
                            , 28
                            
                            , 104863-104863.
                            https://doi.org/10.1016/j.dib.2019.104863

Identifiers

DOI: 10.1016/j.dib.2019.104863
PMID: 31867417
PMCID: PMC6906728

Data Quality

Data completeness: 81%