User Satisfaction-Driven Bandwidth Allocation for Image Transmission in a Crowded Environment

02/25/2018
by   Sandipan Choudhuri, et al.
0

A major portion of postings on social networking sites constitute high quality digital images and videos. These images and videos require a fairly large amount of bandwidth during transmission. Accordingly, high quality image and video postings become a challenge for the network service provider, especially in a crowded environment where bandwidth is in high demand. In this paper we present a user satisfaction driven bandwidth allocation scheme for image transmission in such environments. In an image, there are always objects that stand out more than others. The reason behind some set of objects being more important in a scene is based on a number of visual, as well as, cognitive factors. Being motivated by the fact that user satisfaction is more dependent on the quality of these salient objects in an image than non-salient ones, we propose a quantifiable metric for measuring user-satisfiability (based on image quality and delay of transmission). The bandwidth allocation technique proposed thereafter, ensures that this user-satisfiability is maximized. Unlike the existing approaches that utilize some fixed set of non-linear functions for framing the user-satisfiability index, our metric is modelled over customer survey data, where the unknown parameters are trained with machine learning methods.

READ FULL TEXT
POST COMMENT

Comments

There are no comments yet.

Authors

page 4

10/05/2018

Popularity based Bandwidth Allocation for Video Broadcast/Multicast over Wireless Networks

Recently, video broadcast/multicast over wireless networks has created a...
11/11/2019

Pano: Optimizing 360° Video Streaming with a Better Understanding of Quality Perception

Streaming 360 videos requires more bandwidth than non-360 videos. This i...
11/25/2021

DeepWiVe: Deep-Learning-Aided Wireless Video Transmission

We present DeepWiVe, the first-ever end-to-end joint source-channel codi...
10/05/2018

Bandwidth Adaptation for Scalable Videos over Wireless Networks

Multicast/broadcast services (MBS) are able to provide video services fo...
03/01/2021

PARIMA: Viewport Adaptive 360-Degree Video Streaming

With increasing advancements in technologies for capturing 360 videos, a...
06/30/2018

FastTrack: Minimizing Stalls for CDN-based Over-the-top Video Streaming Systems

Traffic for internet video streaming has been rapidly increasing and is ...
10/30/2020

Unsatisfied Today, Satisfied Tomorrow: a simulation framework for performance evaluation of crowdsourcing-based network monitoring

Network operators need to continuosly upgrade their infrastructures in o...
This week in AI

Get the week's most popular data science and artificial intelligence research sent straight to your inbox every Saturday.