7 research outputs found

    Compression and visual quality assessment for light field contents

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    Since its invention in the 19th century, photography has allowed to create durable images of the world around us by capturing the intensity of light that flows through a scene, first analogically by using light-sensitive material, and then, with the advent of electronic image sensors, digitally. However, one main limitation of both analog and digital photography lays in its inability to capture any information about the direction of light rays. Through traditional photography, each three-dimensional scene is projected onto a 2D plane; consequently, no information about the position of the 3D objects in space is retained. Light field photography aims at overcoming these limitations by recording the direction of light along with its intensity. In the past, several acquisition technologies have been presented to properly capture light field information, and portable devices have been commercialized to the general public. However, a considerably larger volume of data is generated when compared to traditional photography. Thus, new solutions must be designed to face the challenges light field photography poses in terms of storage, representation, and visualization of the acquired data. In particular, new and efficient compression algorithms are needed to sensibly reduce the amount of data that needs to be stored and transmitted, while maintaining an adequate level of perceptual quality. In designing new solutions to address the unique challenges posed by light field photography, one cannot forgo the importance of having reliable, reproducible means of evaluating their performance, especially in relation to the scenario in which they will be consumed. To that end, subjective assessment of visual quality is of paramount importance to evaluate the impact of compression, representation, and rendering models on user experience. Yet, the standardized methodologies that are commonly used to evaluate the visual quality of traditional media content, such as images and videos, are not equipped to tackle the challenges posed by light field photography. New subjective methodologies must be tailored for the new possibilities this new type of imaging offers in terms of rendering and visual experience. In this work, we address the aforementioned problems by both designing new methodologies for visual quality evaluation of light field contents, and outlining a new compression solution to efficiently reduce the amount of data that needs to be transmitted and stored. We first analyse how traditional methodologies for subjective evaluation of multimedia contents can be adapted to suit light field data, and, we propose new methodologies to reliably assess the visual quality while maintaining user engagement. Furthermore, we study how user behavior is affected by the visual quality of the data. We employ subjective quality assessment to compare several state-of-the-art solutions in light field coding, in order to find the most promising approaches to minimize the volume of data without compromising on the perceptual quality. To that means, we define and inspect several coding approaches for light field compression, and we investigate the impact of color subsampling on the final rendered content. Lastly, we propose a new coding approach to perform light field compression, showing significant improvement with respect to the state of the art

    Irish Machine Vision and Image Processing Conference Proceedings 2017

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    Advanced Sensing and Image Processing Techniques for Healthcare Applications

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    This Special Issue aims to attract the latest research and findings in the design, development and experimentation of healthcare-related technologies. This includes, but is not limited to, using novel sensing, imaging, data processing, machine learning, and artificially intelligent devices and algorithms to assist/monitor the elderly, patients, and the disabled population

    Super-resolution of 3-dimensional scenes

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    Super-resolution is an image enhancement method that increases the resolution of images and video. Previously this technique could only be applied to 2D scenes. The super-resolution algorithm developed in this thesis creates high-resolution views of 3-dimensional scenes, using low-resolution images captured from varying, unknown positions

    Over-The-Air Testing using Wave-Field Synthesis

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    Today's wireless communication devices, such as GNSS receivers, smart-phones, etc. aim at a high integration grade to save space, costs and energy consumption. Besides small devices, also very large communication devices, e.g. cars with integrated LTE antennas exist. To accelerate the development process and time-to-market, adequate test procedures are needed to ensure proper functioning of all device components. The goal of this thesis is to develop test processes that guarantee for reproducible test conditions and to allow for comparable performance measurements of communication systems of different sizes. This thesis consists of two parts, namely Wave Field Synthesis for electrically small, and Wireless Cable for electrically large devices.Moderne Kommunikationsgeräte, z. B. Smartphones und GPS-Empfänger streben einen hohen Integrationsgrad an, um Kosten, Platz und Energie zu sparen. Es existieren auch große Geräte, wie zum Beispiel Fahrzeuge mit integrierten Long Term Evolution-Antennen. Um den Entwicklungsprozess zu beschleunigen, werden adäquate Testverfahren benötigt, die eine korrekte Funktionsweise aller Gerätekomponenten sicherstellen. Das Ziel dieser Arbeit ist es, Testverfahren einschließlich Kalibrierverfahren zu entwickeln, die reproduzierbare Testbedingungen erlauben, um vergleichbare Leistungstests von Kommunikationssystemen zu ermöglichen. Diese Arbeit besteht aus zwei Teilen. Der erste Teil beschäftigt sich mit Wellenfeldsynthese (WFS) für elektrisch kleine Geräte. Der zweite Teil präsentiert ein alternatives Testverfahren für elektrisch große Geräte, welches Wireless Cable (WLC) bezeichnet wird. Im WFS-Teil werden Simulationen durchgeführt, um die Anwendbarkeit der WFS für Over-The-Air-Tests in 2D und 3D zur Erzeugung ebener elektromagnetischer Wellen zu untersuchen. Ein Kalibrierverfahren wird für die 2D-WFS vorgestellt, um den Frequenzgang analoger Systemkomponenten zu entzerren. Das Kalibrierverfahren wird mit Hilfe der Metriken Error Vector Magnitude und Poynting Vector Angular Deviation verifiziert. Es werden zur Verifikation des gesamten WFS-Systems Messungen auf Basis von GPS durchgeführt, die mit kabelgebundenen Tests verglichen werden. Zur Demonstration der Vollständigen Mess- und Testprozedur werden verschiedene Mehrelement-Antennen unter identischen Messbedingungen verglichen. Einflüsse auf ein reales System durch Rauschen, Drift und Temperatureinfluss werden untersucht. Für 3D-WFS wird ein optimierender Algorithmus wird entwickelt und verifiziert, um Emulationsantennen auf einer Sphäre oder Hemisphäre optimal zu verteilen. Im Wireless Cable-Teil wird das gleichnamige Testverfahren vorgestellt, das als alternative Over-The-Air-Testmethode die Untersuchung großer Geräte erlaubt. Die Anwendbarkeit in nicht-reflexionsfreien Umgebungen wird demonstriert. Wie alle Over-The-Air-basierten Testverfahren berücksichtigt Wireless Cable auch Selbstinterferenz. Eine Langzeitstabilitätsanalyse wird durchgeführt, außerdem eine Verifikation der Anwendbarkeit eines realistischen Funkkanals für den Anwendungsfall Long Term Evolution.Today's wireless communication devices, such as GNSS receivers, smart-phones, etc. aim at a high integration grade to save space, costs and energy consumption. Besides small devices, also very large communication devices, e.g. cars with integrated LTE antennas exist. To accelerate the development process and time-to-market, adequate test procedures are needed to ensure proper functioning of all device components. The goal of this thesis is to develop test processes that guarantee for reproducible test conditions and to allow for comparable performance measurements of communication systems of different sizes. This thesis consists of two parts, namely WFS for electrically small, and WLC for electrically large devices. In the WFS part, simulations are conducted to verify the applicability of OTA tests using WFS for two- and three-dimensional emulation of plane electromagnetic waves. A calibration procedure is developed for 2D-WFS to compensate for analog components' frequency responses that include contributions of amplifiers, cables and antennas. This calibration procedure is verified by grid measurements to allow visual inspection of the plane waves, and by analysis of the wave shape using appropriate metrics. Reflections inside the anechoic chamber are analyzed and discussed. A verification measurement is performed and compared to conducted measurements using a GPS use case to verify the whole WFS OTA system. Three different multi-element antennas are investigated by emulation of identical wave-fields in each test run to demonstrate the general test procedure. System imperfections such as noise, drift and the influence of temperature are investigated. For 3D WFS OTA testing, an optimizing sub-sphere algorithm is developed to distribute EA on a sphere or hemisphere adequately. Simulations are conducted to verify the derived distributions. In the WLC part, the homonymous test method is presented as an alternative OTA test method especially suited for large test devices. The applicability even in non-anechoic environments is shown. A long-term stability analysis is performed, and a verification of the application of a realistic measurement-based propagation channel for the use case LTE is made
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