Automated Breast Lesion Segmentation in Ultrasound Images

09/27/2016
by   Ibrahim Sadek, et al.
0

The main objective of this project is to segment different breast ultrasound images to find out lesion area by discarding the low contrast regions as well as the inherent speckle noise. The proposed method consists of three stages (removing noise, segmentation, classification) in order to extract the correct lesion. We used normalized cuts approach to segment ultrasound images into regions of interest where we can possibly finds the lesion, and then K-means classifier is applied to decide finally the location of the lesion. For every original image, an annotated ground-truth image is given to perform comparison with the obtained experimental results, providing accurate evaluation measures.

READ FULL TEXT

page 1

page 3

page 4

research
04/05/2021

Global Guidance Network for Breast Lesion Segmentation in Ultrasound Images

Automatic breast lesion segmentation in ultrasound helps to diagnose bre...
research
04/28/2022

BAGNet: Bidirectional Aware Guidance Network for Malignant Breast lesions Segmentation

Breast lesions segmentation is an important step of computer-aided diagn...
research
10/20/2022

Improving Segmentation of Breast Ultrasound Images: Semi Automatic Two Pointers Histogram Splitting Technique

Automatically segmenting lesion area in breast ultrasound (BUS) images i...
research
06/06/2017

Added value of morphological features to breast lesion diagnosis in ultrasound

Ultrasound imaging plays an important role in breast lesion differentiat...
research
07/18/2018

Melanoma Recognition with an Ensemble of Techniques for Segmentation and a Structural Analysis for Classification

An approach to lesion recognition is described that for lesion localizat...
research
08/19/2023

Breast Lesion Diagnosis Using Static Images and Dynamic Video

Deep learning based Computer Aided Diagnosis (CAD) systems have been dev...
research
01/21/2020

Breast lesion segmentation in ultrasound images with limited annotated data

Ultrasound (US) is one of the most commonly used imaging modalities in b...

Please sign up or login with your details

Forgot password? Click here to reset