Dissertation > Excellent graduate degree dissertation topics show

Detecting and Tracking Moving Targets Based on Active Contour Model

Author: ZhangYong
Tutor: ZhengLin
School: Wuhan University of Technology
Course: Circuits and Systems
Keywords: Active Contour B-Snake Dynamic programming Kalman filter
CLC: TP391.41
Type: Master's thesis
Year: 2010
Downloads: 181
Quote: 2
Read: Download Dissertation

Abstract


Moving object detecting and tracking are the main topics of computer vision and image processing,they concern many subjects such as pattern recongnition,application mathematic, Physics, image processing and so on,and have many applications in robotic navigate,intelligent monitor system,medical image analysis,vedeo image compression and so on.Since Kass and others proposed the active contour model and applied it to track people’s lip it had been as an important subject in the field of the active vision,and attracted more and more widespread attention. Different from the visual processing in the traditional methods, the active contour model is a high-level information on the full use of the image top-down approach. Because of its advantages, it was applied in multiple areas, such as medical image processing, image sequence tracking, image segmentation, surveillance monitoring. In recent decades, people have made many improvements on active contour model, proposed a number of different target detection and tracking methods, but because there is a shortage of Snake model itself, making the model in the target detection and tracking process still exist a number of problems.Therefore, it is necessary to continue its more in-depth study.This paper illuminates the fundaments of active contour model, focus on analysis of B-Snake model, dynamic programming and Kalman filter.Based on the work of early researchers, we designed the algorithm which based on Kalman filter and B-spline active contour, and integrated into the global optimization of dynamic programming well. First of all, in the case of B-spline active contour has fewer control points, we can approach the target profile; while using dynamic programming techniques to solve the problem which he background interference caused local minima problems; and within the framework of the Kalman filter, predict target velocity, position and scale size accurately, to form a stable algorithm for tracking.Through the multiple testing of the classic image sequences to verify the stability and accuracy of this algorithm, the results show that in the tracking process the method has the features of high segmentation accuracy and continuously tracking.

Related Dissertations

  1. Algorithm Research on SINS/GPS Integrated Navigation Syste,V249.328
  2. Characterization of a New L-amino Acid Oxidase from Agkistrodon Blomhoffii Ussurensis Snake Venom,Q55
  3. Research on Several Technologies of Image Analysis for the Objectification of Tongue Diagnosis,TP391.41
  4. Research on the Algorithms of Moving Object Detection and Tracking,TP391.41
  5. Study on Medical Image Segmentation Method Based on Parametric Active Contour Models,TP391.41
  6. Application of SNAKE Model Based Image Segmentation Algorithm in Medical Image Processing,TP391.41
  7. Research on Liver Segmentation Methods Based on Improved Snake Model,TP391.41
  8. Research on Algorithm of GPS/INS Data Fusion in Land Vehicle,P228.4
  9. Chinese, Korean Comparative Study of the snake woman story,I106
  10. A Study of Medical Image Segmentation Based on Wavelet Analysis and Gradient Vector Flow,TP391.41
  11. Locomotion Capability of Snake-like Modular Robots Based on GZ-I Module,TP242
  12. Research on Spine MRI Image Segmentation Based on Knowledge,TP391.41
  13. Adaptive Segmentation of LCT Images for Cervical Cell Based on GVF Snake Model,TP391.41
  14. Sensor Data Transmission and Processing of Inertia Motion Capture System,TP212
  15. Research on Improved GVF Active Contour Model-based Image Segmentation Method,TP391.41
  16. Research on Vehicle-Borne Integrated Navigation System in Complex Environment,TN967.2
  17. Snake Model Based on Optimization of Parameter and the Opplications in MEI Image Segmetation,TP391.41
  18. The Prominent Absence of the Complementary Distribution of Anaphor and Pronoun in Snake Swntence and its Semantic Interpretation,H04
  19. Research on Fault Diagnosis of Integrated Navigation System Based on IMM Algorithm,V249.328
  20. Satellite Formation Satellite Relative Measurement Technology,V448.2
  21. Based on Vxworks Train Integrated Positioning System Design and Implementation,TP368.12

CLC: > Industrial Technology > Automation technology,computer technology > Computing technology,computer technology > Computer applications > Information processing (information processing) > Pattern Recognition and devices > Image recognition device
© 2012 www.DissertationTopic.Net  Mobile