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  • 學位論文

基於Kinect之即時雙向人流計數系統

Kinect-Based Real-time Bi-directional People-flow Counting

指導教授 : 謝景棠

摘要


在特定出入口及場所取得進出人員之人流數據,具有非常高之參考價值;而人數統計技術是影像監視系統方面很重要的課題之一。在近幾年研究中,我們發現遮蔽現象(Occlusion)的問題一直存在。因此本論文提出深度垂直位置圖轉換之方法來偵測目標物的存在,並進行形態學-侵蝕與膨脹之處理,再使用8-連通法(8-Connected Component Labeling)來找出目標物之區域(Region of Interest, ROI),之後依ROI所找出之目標物區域做閥值的判斷,最後分成進出人流計算和區域內之人流計算兩大部分,之後將所得之實驗結果與人工計數結果做比較,本系統在正常情況下,具有極佳之精確度,並可符合即時(Real-time)之需求。

並列摘要


This paper proposed a bi-directional people-flow counting system on Kinect. It can also be applied to multi-flow corresponded with the demand for the practical application. Firstly, we set the Kinect above the doorway to capture the situation of people-flow. Then this system detects people in the covering area using the depth image information from Kinect system. And we do the morphological processing like erosion to the object and use the 8-connected component to find the region of interest (ROI) which often performed on using a mapping-based detection approach. After these previous steps, this system set a detected line and let people go through it. Therefore, we can get people number of the experimental result. For the multi-flow case, it will cause the occlusion problem, so we could apply the depth information to distinguish the target on occlusion problem. Final, we compare the experimental results with the manual count results and other research. Under normal circumstances, our system provides not only almost 100% for bi-directional counting but also correspond with the demand for real-time.

參考文獻


[1] 張量鈞,基於立體視覺之手掌位移辨識系統,淡江大學電機工程學系碩士論文,民國九十九年。
[2] 陳冠廷,基於Kinect之雙手位移辨識系統,淡江大學電機工程學系碩士論文,民國100年。
[4] K. Terada, D. Yoshida, S. Oe and J. Yamaguchi,” A Method of Counting the Passing People by Using the Stereo Images,” Image Processing, ICIP 99. International Conference on, p338-342, 1999.
[5] Thou-Ho (Chao-Ho) Chen, Tsong-Yi Chen and Zhi-Xian Chen, “An Intelligent People-Flow Counting Method for Passing through a Gate,” Robotics, Automation and Mechatronics, IEEE Conference on, p1-6, 2006.
[6] HongLian Ma, Huchuan Lu and Mingxiu,“A Real-time Effective System for Tracking Passing People Using a Single Camera,” Intelligent Control and Automation, WCICA 2008, 7th World Congress on, p6173-6177, 2008.

被引用紀錄


賴韋名(2013)。盲人避障輔助系統之設計〔碩士論文,淡江大學〕。華藝線上圖書館。https://doi.org/10.6846/TKU.2013.01056
李盛超(2013)。電腦閱讀輔助系統之設計〔碩士論文,淡江大學〕。華藝線上圖書館。https://doi.org/10.6846/TKU.2013.01054

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