Title :
A low-complexity region-based video compression framework using morphology
Author :
Yang, Xuguang ; Ramchandran, Kannan
Author_Institution :
Beckman Inst., Illinois Univ., Urbana, IL, USA
Abstract :
We introduce a novel region-based video compression framework based on morphology to efficiently capture motion correspondences between consecutive frames in an image sequence. Our coder is built on the observation that the motion field associated with typical image sequences can be segmented into component motion subfield “clusters” associated with distinct objects or regions in the scene, and further that these clusters can be efficiently captured using morphological operators in a “backward” framework that avoids the need to send region shape information. The cluster motion field is obtained using a novel “cluster matching” approach which is computationally efficient due to the use of only a small cluster “core” that serves as a reliable representative of the entire cluster. A novel morphological dilation operation is used to expand the cluster based on the motion information, and quantization of the cluster motion prediction error is directly incorporated in the region-growing process. Experimental results reveal a 10-30% reduction in coding bit rate over the standard MPEG-1 coder at typical bit rates of 500 kbits/sec to 1 Mb/sec on standard test sequences, while also requiring much lower computational complexity
Keywords :
computational complexity; data compression; entropy codes; image matching; image segmentation; image sequences; mathematical morphology; mathematical operators; motion compensation; motion estimation; video coding; 500 kbit/s to 1 Mbit/s; backward framework; cluster matching; cluster motion field; cluster motion prediction error; component motion subfield clusters; computational complexity; consecutive frames; entropy coding; image sequences; low-complexity; morphological dilation operation; morphological operators; morphology; motion correspondences; quantization; region-based video compression framework; region-growing process; video coding; Bit rate; Code standards; Image segmentation; Image sequences; Layout; Morphology; Quantization; Shape; Testing; Video compression;
Conference_Titel :
Image Processing, 1996. Proceedings., International Conference on
Conference_Location :
Lausanne
Print_ISBN :
0-7803-3259-8
DOI :
10.1109/ICIP.1996.560896