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Target contour recovering for tracking people in complex environments
Jianhua Zhang1, Sheng Liu, Y F Li
1Group TAMS, Department of Informatics, University of Hamburg, 22527 Hamburg, Germany.
This study introduces a novel contour-based method to detect and recover partially occluded people in visual tracking. The approach accurately identifies occlusions and restores target contours, improving tracking robustness.
Area of Science:
- Computer Vision
- Image Processing
- Pattern Recognition
Background:
- Partial occlusion poses a significant challenge in visual tracking systems, leading to inaccurate contour changes of target objects.
- Existing occlusion detection methods often lack flexibility and are not solely based on contour information.
Purpose of the Study:
- To develop a novel method for detecting partial occlusions specifically on people's contours.
- To enable the recovery of occluded portions of people's contours within a visual tracking system.
Main Methods:
- A novel method is proposed that relies exclusively on contour information for occlusion detection and recovery.
- The method is designed for flexibility and extensibility to various applications.
Main Results:
- Experiments with synthetic images confirmed the method's accuracy in detecting partial occlusions.
- Real-world video sequence experiments demonstrated the method's effectiveness in recovering target contours.
Conclusions:
- The proposed contour-based method offers an accurate and flexible solution for detecting and recovering partially occluded people.
- This approach enhances the robustness of visual tracking systems dealing with occlusion challenges.
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