Title :
Pre-fetching based on video analysis for interactive region-of-interest streaming of soccer sequences
Author :
Mavlankar, Aditya ; Girod, Bernd
Author_Institution :
Dept. of Electr. Eng., Stanford Univ., Stanford, CA, USA
Abstract :
We consider a video streaming system in which the user can interactively watch an arbitrary region of a high-spatial-resolution scene. Region-of-interest (RoI) prediction helps pre-fetch select slices of encoded video. The more accurate the RoI prediction the lower is the percentage of missing pixels. We compare different techniques for RoI prediction for streaming soccer sequences. Two techniques proposed in our earlier work are not domain-specific and can be applied to any type of content. Here we propose two techniques geared for soccer sequences that perform semantic video analysis. The goal of the paper is to find out whether domain-specific techniques can predict the client´s RoI more accurately. Experiments indicate that for short prediction look-ahead there is little gain whereas for a long prediction look-ahead of 2 seconds the percentage of missing pixels can be reduced from 24% for the best general technique to 18% for the best domain-specific technique. This translates to a PSNR gain of around 1 dB for long prediction look-ahead. The percentage of missing pixels can be reduced further by spending additional bitrate for pre-fetching a margin around the predicted RoI.
Keywords :
correlation methods; edge detection; image fusion; image registration; image resolution; trees (mathematics); wavelet transforms; IR images; cross correlation; digital imaging; dual tree-complex wavelet transform; edge detection; image fusion; multimodal automatic image registration technique; multiresolution approach; visible images; Bit rate; Delay; Displays; Image storage; Laboratories; Layout; Peer to peer computing; Spatial resolution; Streaming media; Watches; RoI prediction; interactive region-of-interest; pan/tilt/zoom; pre-fetching;
Conference_Titel :
Image Processing (ICIP), 2009 16th IEEE International Conference on
Conference_Location :
Cairo
Print_ISBN :
978-1-4244-5653-6
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2009.5414201