PROJECT TITLE :

3D APA.Net 3D Adversarial Pyramid Anisotropic Convolutional Network for Prostate Segmentation in MR Images

ABSTRACT:

Diagnostic and treatment of prostate illnesses, particularly cancer, rely heavily on accurate and reliable prostate gland segmentation utilising MR imaging. It's still possible to increase the performance of automatic segmentation based on deep learning despite a wide range of picture appearances, imaging interference, and anisotropic spatial resolution. For prostate segmentation in MR images, we present the 3D adversarial pyramid anisotropic convolution neural network (3D APA.Net). An image generator (i.e., 3D PA.Net) and a discriminator (i.e., a six-layer convolutional neural network) are used in this model to perform image segmentation and distinguish between a segmentation result and its ground truth. Encoding and decoding are done in 3D using the ResNet encoder and an anisotropic convolutional decoder using multi-level pyramid convolutional skip connections in the 3D PA.Net. Convolutional blocks with anisotropic resolution, pyramid convolutional blocks, and adversarial training regularise the 3D PA.Net and hence enable it to produce spatially consistent outputs. It was tested on two public databases and a hybrid of the two to see how well the planned 3D APA.Net performed. As a clinical workflow, the suggested model beats the compared approaches on three databases, according to our findings.


Did you like this research project?

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


PROJECT TITLE : Video Dissemination over Hybrid Cellular and Ad Hoc Networks - 2014 ABSTRACT: We study the problem of disseminating videos to mobile users by using a hybrid cellular and ad hoc network. In particular, we formulate
PROJECT TITLE : Sleep Scheduling for Geographic Routing in Duty-Cycled Mobile Sensor Network - 2014 ABSTRACT: Recently, the research focus on geographic routing, a promising routing scheme in wireless sensor networks (WSNs),
PROJECT TITLE : Security Analysis of Handover Key Management in 4G LTESAE Networks - 2014 ABSTRACT: The goal of 3GPP Long Term Evolution/System Architecture Evolution (LTE/SAE) is to move mobile cellular wireless technology
PROJECT TITLE : PSR A Lightweight Proactive Source Routing Protocol For Mobile Ad Hoc Networks - 2014 ABSTRACT: Opportunistic data forwarding has drawn much attention in the research community of multihop wireless networking,
PROJECT TITLE : On the Delay Advantage of Coding in Packet Erasure Networks - 2014 ABSTRACT: We consider the delay of network coding compared to routing with retransmissions in packet erasure networks with probabilistic erasures.

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

Project Enquiry