Automatic spatio-temporal video sequence segmentation

作者: J. Vass , K. Palaniappan , Xinhua Zhuang

DOI: 10.1109/ICIP.1998.723681

关键词: Computer visionMotion estimationMathematical morphologySegmentationScale-space segmentationIterative refinementComputer scienceSegmentation-based object categorizationDilation (morphology)Minimum spanning tree-based segmentationArtificial intelligencePattern recognitionImage segmentation

摘要: An automatic spatio-temporal video sequence segmentation algorithm is proposed. To address this very difficult computer vision problem, several novel algorithms have been developed which use both spatial and temporal information. First, a based on our previous work in motion estimation. Second, an iterative split-and-merge scheme proposed with initial being provided by recursive conditioned dilation operation merging pixels into homogeneous regions, followed refinement to obtain the final segmentation. Third, are linked form shape of each object simplified morphological close-opening Performance evaluation shows that can successfully segment moving objects without any human intervention.

参考文章(8)
Chuang Gu, Touradj Ebrahimi, Murat Kunt, Morphological Moving Object Segmentation and Tracking for Content-Based Video Coding Multimedia Communications and Video Coding. pp. 233- 240 ,(1996) , 10.1007/978-1-4613-0403-6_29
T. Sikora, The MPEG-4 video standard verification model IEEE Transactions on Circuits and Systems for Video Technology. ,vol. 7, pp. 19- 31 ,(1997) , 10.1109/76.554415
P. Salembier, F. Marques, M. Pardas, J.R. Morros, I. Corset, S. Jeannin, L. Bouchard, F. Meyer, B. Marcotegui, Segmentation-based video coding system allowing the manipulation of objects IEEE Transactions on Circuits and Systems for Video Technology. ,vol. 7, pp. 60- 74 ,(1997) , 10.1109/76.554418
Yan Huang, Xinhua Zhuang, Changsheng Yang, Two block-based motion compensation methods for video coding IEEE Transactions on Circuits and Systems for Video Technology. ,vol. 6, pp. 123- 126 ,(1996) , 10.1109/76.486428
Ming-Chieh Lee, Wei-Ge Chen, C.B. Lin, Chuang Gu, T. Markoc, S.I. Zabinsky, R. Szeliski, A layered video object coding system using sprite and affine motion model IEEE Transactions on Circuits and Systems for Video Technology. ,vol. 7, pp. 130- 145 ,(1997) , 10.1109/76.554424
Robert M. Haralick, Stanley R. Sternberg, Xinhua Zhuang, Image Analysis Using Mathematical Morphology IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. PAMI-9, pp. 532- 550 ,(1987) , 10.1109/TPAMI.1987.4767941
L. Vincent, Morphological grayscale reconstruction in image analysis: applications and efficient algorithms IEEE Transactions on Image Processing. ,vol. 2, pp. 176- 201 ,(1993) , 10.1109/83.217222
Demin Wang, C. Labit, J. Ronsin, Segmentation-based motion-compensated video coding using morphological filters IEEE Transactions on Circuits and Systems for Video Technology. ,vol. 7, pp. 549- 555 ,(1997) , 10.1109/76.585934