Unsupervised image sequence segmentation based on hidden Markov tree model

Proceedings of the 27th Chinese Control Conference, CCC

Volumn , Issue , 2008, Pages 495-499

  Zhang, Yinhui ^a   Zhang, Yunsheng ^a   Tang, Xiangyang ^b   He, Zifen ^a  

^a KUNMING UNIVERSITY OF SCIENCE AND TECHNOLOGY   (China)

^b Kunming Shipbuilding Design and Research Institute   (China)

Author keywords

Hidden Markov tree model; Image sequence segmentation; Tobacco leaves; Wavelet domain

Indexed keywords

DISCRETE WAVELET TRANSFORMS; ELECTRIC FAULT CURRENTS; IMAGE SEGMENTATION; LIGHT MEASUREMENT; MARKOV PROCESSES; MAXIMUM LIKELIHOOD; WAVELET TRANSFORMS; WHITE NOISE;

A-PRIORI; BOUNDARY INFORMATION; CLASSIFICATION ACCURACIES; CONTEXT INFORMATION; DISCRETE-WAVELET-TRANSFORM; EXPECTATION-MAXIMIZATION ALGORITHMS; GAUSSIAN WHITE-NOISE; HIDDEN MARKOV TREE MODEL; HIDDEN MARKOV TREE MODELS; IMAGE SEQUENCE SEGMENTATION; IMAGE SEQUENCING; LEAF IMAGES; MODEL PARAMETERS; PROBABILISTIC GRAPHS; REGION INFORMATION; SEGMENTATION METHODS; SIMULATION RESULTS; STATISTICAL INFORMATION; TOBACCO LEAVES; WAVELET COEFFICIENTS; WAVELET DOMAIN; WAVELET DOMAINS;

TREES (MATHEMATICS);

EID: 52449084214     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CHICC.2008.4605142     Document Type: Conference Paper

References (11)

1. LIU J Q, YANG Y H. Multiresolution color image segmentation. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1994, 16(7).
2. CROUSE M S, NOWAK R D, BARANIUK R G. Waveletbased statistical signal processing using hidden Markov models. IEEE Transactions on Signal Processing, 1998, 46(4):886-902.
3. CHOI H, BARANIUK R G. Multiscale image segmentation using wavelet-domain hidden Markov models. IEEE Transactions on Image Processing, 2001, 10(9).
4. FAN G L. Wavelet domain statistical image modeling and processing. Phd Thesis, Oklahoma University, 2001.
5. LUO Q M, KHOSHGOFTAAR T M. Unsupervised multiscale color image segmentation based on MDL principle. IEEE Transactions on Image Processing, 2006, 15(9).
6. FERRARI R J, ZHANG H, KUBE C R. Real-time detection of steam in video images, Pattern Recognition, 2007, 40: 1148-1159.
7. MOR E, ALADJEM M. Boundary refinements for wavelet-domain multiscale texture segmentation. Image and Vision Computing, 2005, 23: 1150-1158.
8. SUN J X, GU D B, CHEN Y Z, ZHANG S. A multiscale edge detection algorithm based on wavelet domain vector hidden Markov tree model. Pattern Recognition, 2004, 37: 1315-1324.
9. MALLAT S. Tour of Signal Processing. Academic, New York, 1998.
10. LIU Z F, LIAO Z P, SANG E F Application of Gaussian mixture field and wavelet-domain hidden Markov model to medical image denoising. Fourth International Conference on Photonics and Imaging in Biology and Medicine, Proc. of SPIE, 2006, 6047: 60471E, .
11. SONG X M, FAN G L. Unsupervised Image Segmentation using Wavelet-domain Hidden Markov Models. Proceedings of SPIE Vol. 5207 Wavelets: Applications in Signal and Image Processing, 2007.