Title :
A video segmentation algorithm for hierarchical object representations and its implementation
Author :
Herrmann, Stephan ; Mooshofer, Hubert ; Dietrich, Harald ; Stechele, Walter
Author_Institution :
Inst. for Integrated Circuits, Tech. Univ. of Munich, Germany
fDate :
12/1/1999 12:00:00 AM
Abstract :
This paper describes a segmentation algorithm for generating hierarchical object representations of images and image sequences. Starting from an object model, we describe the structure of the corresponding segmentation algorithm including all analysis methods applied. Besides the well-known color and motion analysis, we also show how to utilize shape information. Furthermore, we discuss the tradeoff between reducing the computational complexity and the quality of the segmentation results. Last, we present the implementation concept for our analysis model, which uses a special toolbox model. The toolbox provides a set of addressing schemes that are needed by low-level video processing tools. The low-level tools are functions that apply a single operation to all pixels in one frame. Using these addressing functions makes it easy to implement new video processing tools, which, when combined, form new analysis methods. The toolbox exists in C-code and is partially transferred into VHDL
Keywords :
computational complexity; image colour analysis; image representation; image segmentation; image sequences; motion estimation; software tools; video signal processing; C-code; VHDL; addressing schemes; analysis methods; analysis model; color analysis; computational complexity reduction; hierarchical object representations; image sequences; low-level video processing tools; motion analysis; object model; pixels; shape information; toolbox model; video segmentation algorithm; Algorithm design and analysis; Computational complexity; Image color analysis; Image segmentation; Image sequence analysis; Image sequences; MPEG 7 Standard; Shape; Streaming media; Video compression;
Journal_Title :
Circuits and Systems for Video Technology, IEEE Transactions on