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BACKGROUND MODEL CONSTRUCTION AND MAINTENANCE IN A VIDEO SURVEILLANCE SYSTEM Computer Vision Laborator y 指指指指 指指指 指指 指指指 指指指

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Introduction(1) Background objects, foreground ones. Moving object detection, tracking, object type classification, human motion analysis, behavior understanding. Background subtraction, temporal differencing, optical flow analysis.

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Page 1: BACKGROUND MODEL CONSTRUCTION AND MAINTENANCE IN A VIDEO SURVEILLANCE SYSTEM Computer Vision Laboratory 指導教授:張元翔 老師 研究生:許木坪

BACKGROUND MODEL CONSTRUCTION AND MAINTENANCE IN A VIDEO SURVEILLANCE SYSTEM

Computer Vision Laboratory指導教授:張元翔 老師研究生:許木坪

Page 2: BACKGROUND MODEL CONSTRUCTION AND MAINTENANCE IN A VIDEO SURVEILLANCE SYSTEM Computer Vision Laboratory 指導教授:張元翔 老師 研究生:許木坪

Outline

IntroductionInitial background model constructionBackground model adjustmentBackground model replacementMoving object detectionExperimental results and analysisConclusionsReferences

Page 3: BACKGROUND MODEL CONSTRUCTION AND MAINTENANCE IN A VIDEO SURVEILLANCE SYSTEM Computer Vision Laboratory 指導教授:張元翔 老師 研究生:許木坪

Introduction(1)

Background objects, foreground ones.Moving object detection, tracking, object

type classification, human motion analysis, behavior understanding.

Background subtraction, temporal differencing, optical flow analysis.

Page 4: BACKGROUND MODEL CONSTRUCTION AND MAINTENANCE IN A VIDEO SURVEILLANCE SYSTEM Computer Vision Laboratory 指導教授:張元翔 老師 研究生:許木坪

Introduction(2)

Page 5: BACKGROUND MODEL CONSTRUCTION AND MAINTENANCE IN A VIDEO SURVEILLANCE SYSTEM Computer Vision Laboratory 指導教授:張元翔 老師 研究生:許木坪

Initial background model construction(1)

Page 6: BACKGROUND MODEL CONSTRUCTION AND MAINTENANCE IN A VIDEO SURVEILLANCE SYSTEM Computer Vision Laboratory 指導教授:張元翔 老師 研究生:許木坪

Initial background model construction(2)

Page 7: BACKGROUND MODEL CONSTRUCTION AND MAINTENANCE IN A VIDEO SURVEILLANCE SYSTEM Computer Vision Laboratory 指導教授:張元翔 老師 研究生:許木坪

Background model adjustment(1)

Page 8: BACKGROUND MODEL CONSTRUCTION AND MAINTENANCE IN A VIDEO SURVEILLANCE SYSTEM Computer Vision Laboratory 指導教授:張元翔 老師 研究生:許木坪

Background model adjustment(2)

Page 9: BACKGROUND MODEL CONSTRUCTION AND MAINTENANCE IN A VIDEO SURVEILLANCE SYSTEM Computer Vision Laboratory 指導教授:張元翔 老師 研究生:許木坪

Background model replacement(1)

Superimposed image analysis

Page 10: BACKGROUND MODEL CONSTRUCTION AND MAINTENANCE IN A VIDEO SURVEILLANCE SYSTEM Computer Vision Laboratory 指導教授:張元翔 老師 研究生:許木坪

Background model replacement(2)

Candidate frames collection

Page 11: BACKGROUND MODEL CONSTRUCTION AND MAINTENANCE IN A VIDEO SURVEILLANCE SYSTEM Computer Vision Laboratory 指導教授:張元翔 老師 研究生:許木坪

Background model replacement(3)

Background model replacement

Page 12: BACKGROUND MODEL CONSTRUCTION AND MAINTENANCE IN A VIDEO SURVEILLANCE SYSTEM Computer Vision Laboratory 指導教授:張元翔 老師 研究生:許木坪

Moving object detection

Page 13: BACKGROUND MODEL CONSTRUCTION AND MAINTENANCE IN A VIDEO SURVEILLANCE SYSTEM Computer Vision Laboratory 指導教授:張元翔 老師 研究生:許木坪

Experimental results and analysis

Page 14: BACKGROUND MODEL CONSTRUCTION AND MAINTENANCE IN A VIDEO SURVEILLANCE SYSTEM Computer Vision Laboratory 指導教授:張元翔 老師 研究生:許木坪

Conclusions

Initial background model construction, sustained background model adjustment, rapid background model replacement.

Future – process an insufficient light environment during the night.object tracking, face recognition, and behavior understanding.

Page 15: BACKGROUND MODEL CONSTRUCTION AND MAINTENANCE IN A VIDEO SURVEILLANCE SYSTEM Computer Vision Laboratory 指導教授:張元翔 老師 研究生:許木坪

References

The 18th IPPR Conference on Computer Vision, Graphics and Image Processing