PROJECT TITLE :

Spatial and Angular Resolution Enhancement of Light Fields Using Convolutional Neural Networks - 2018

ABSTRACT:

Light field imaging extends the ancient photography by capturing both spatial and angular distribution of sunshine, which permits new capabilities, together with post-capture refocusing, post-capture aperture control, and depth estimation from one shot. Micro-lens array (MLA) based mostly light field cameras supply a cost-effective approach to capture light field. A major disadvantage of MLA based mostly lightweight field cameras is low spatial resolution, which is because of the fact that a single image sensor is shared to capture each spatial and angular info. During this Project, we have a tendency to present a learning based mostly light-weight field enhancement approach. Both spatial and angular resolution of captured light-weight field is enhanced using convolutional neural networks. The proposed method is tested with real light field knowledge captured with a Lytro light field camera, clearly demonstrating spatial and angular resolution improvement.


Did you like this research project?

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


PROJECT TITLE :Improved Low-Complexity Sphere Decoding for Generalized Spatial Modulation - 2018ABSTRACT:During this letter, two types of improved sphere decoding (SD) algorithms for generalized spatial modulation (GSM), termed
PROJECT TITLE :Spatial Field Reconstruction and Sensor Selection in Heterogeneous Sensor Networks With Stochastic Energy Harvesting - 2018ABSTRACT:We tend to address the two fundamental issues of spatial field reconstruction and
PROJECT TITLE :Optimal Discrete Spatial Compression for Beamspace Massive MIMO Signals - 2018ABSTRACT:Deploying a large variety of antennas at the bottom station aspect can boost the cellular system performance dramatically.
PROJECT TITLE :Transmit Signal Designs for Spatial Modulation With Analog Phase Shifters - 2018ABSTRACT:In this Project, we study transmit codebook styles for spatial modulation with analog phase shifters. The proposed spatial
PROJECT TITLE :The Spatial Outage Capacity of Wireless Networks - 2018ABSTRACT:We tend to address a fundamental question in wireless networks that, surprisingly, has not been studied before: what's the utmost density of concurrently

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

Project Enquiry