30 May 2000 Region-based motion estimation for content-based video coding and indexing
Author Affiliations +
Proceedings Volume 4067, Visual Communications and Image Processing 2000; (2000) https://doi.org/10.1117/12.386690
Event: Visual Communications and Image Processing 2000, 2000, Perth, Australia
Abstract
For the past decade, the region-based approach, that combines object segmentation and optical flow estimation, has emerged as the only one likely to provide automatically, at a reasonable computational cost, higher-quality descriptions of 2D apparent motion in video sequences, as compared to conventional pixel-based motion estimation. Within this framework, a hybrid algorithm, embedding classical defense motion field estimation and color-based spatial segmentation, is presented. Per each, arbitrarily shaped, color-homogeneous region, a polynomial motion- parameter set is robustly estimated from pixel displacement vectors. Following a graph-based approach and starting from the initial color partition, neighboring regions are iteratively merged according to their mutual motion similarity. The obtained motion-homogeneous regions are eventually temporally tracked along the sequence. The region-based motion estimation algorithm is described in details and its computational complexity is loosely evaluated through processing time statistics on a workstation. The partition maps and modeled motion fields obtained on three well-known test sequences--`Table Tennis', `Mobile and calendar' and `Flower Garden'--are displayed. Alternative approaches in the literature are then assessed, their results being compared with the above ones. Application of such an automatic `mid-level' image analysis tool to object-based representation, manipulation and coding as well as indexing of video is outlined at last.
© (2000) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Bertrand Chupeau, Bertrand Chupeau, Edouard Francois, Edouard Francois, } "Region-based motion estimation for content-based video coding and indexing", Proc. SPIE 4067, Visual Communications and Image Processing 2000, (30 May 2000); doi: 10.1117/12.386690; https://doi.org/10.1117/12.386690
PROCEEDINGS
10 PAGES


SHARE
Back to Top