Multi-Grid Phase Field Skin Tumor Segmentation in 3D Ultrasound Images


The purpose of this research is to offer a new method for 3D ultrasound skin tumour segmentation. An energy formulation that includes a diffuse interface phase field model (regularisation term) and a log-likelihood derived using nonparametric estimations is considered in this paper (data attachment term). To prevent spatial discretization and numerical instability, we present a multi-grid approach with exact solutions. Multi-dimensional implementation of the method is simple and straightforward because of the simplicity of the algorithm itself. Skin tumour segmentation is the primary focus of our research. Dermatologist-provided ground truth is used for the clinical dataset in the trials. The proposed method outperforms the reference methods when compared to a variety of volume initializations. As a result of the diffuse interface's flexibility, sensitivity improves by 12 percent when the initialization is inside the lesion and by 59 percent when the initialization covers the entire lesion. They show that this new strategy is well-suited for dealing with underestimating in tumour sizes.

Did you like this research project?

To get this research project Guidelines, Training and Code... Click Here

PROJECT TITLE : Deep Clustering via Center-Oriented Margin Free-Triplet Loss for Skin Lesion Detection in Highly Imbalanced Datasets ABSTRACT: Melanoma is a form of skin cancer that is curable and has a dramatically increasing
PROJECT TITLE :Skin Detection Based On Multi-Seed Propagation In A Multi-Layer Graph For Regional And Color Consistency - 2017ABSTRACT:We propose a replacement skin detection methodology based mostly on multi-seeds propagation
PROJECT TITLE : Incorporating skin color for improved face Detection and tracking system - 2016 ABSTRACT: Face detection and tracking have wide applications, as an example, law enforcement, gaming, image search, marketing,
PROJECT TITLE :Multi-Band Antenna System for Skin ImplantABSTRACT:During this letter, 2 skin-implantable biotelemetry devices are presented along with an antenna system that operates on five bands, as well as the Medical Implant
PROJECT TITLE :A Flexible Piezoelectric Pulsewave Energy Harvester for Application to High-Efficiency Multi-Functional Skin PatchesABSTRACT:A piezoelectric pulsewave energy harvester composed of flexible 3-layers generates electrical

Ready to Complete Your Academic MTech Project Work In Affordable Price ?

Project Enquiry