研究生: |
劉聿哲 Liu, Yu-Che |
---|---|
論文名稱: |
即時控制多台PTZ攝影機相互合作之多物件追蹤 Collaborative Real-Time Control of Multiple PTZ Cameras For Multiple Object Tracking |
指導教授: |
黃仲陵
Huang, Chung-Lin |
口試委員: |
柳金章
賴文能 謝朝和 |
學位類別: |
碩士 Master |
系所名稱: |
電機資訊學院 - 電機工程學系 Department of Electrical Engineering |
論文出版年: | 2011 |
畢業學年度: | 100 |
語文別: | 中文 |
論文頁數: | 54 |
中文關鍵詞: | PTZ攝影機 |
相關次數: | 點閱:2 下載:0 |
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近年來,視訊監控系統結合多台攝影機的研究已經非常的普遍而且熱門,因為對於監控環境中使用多台攝影機能夠提供更多有用的資訊,目前常見的入口及室內監控設備,不僅能從系統記錄的畫面中取得進出安全區域的狀況,也能對室內的情況繼續監控,且其設備成本也不算昂貴。視訊監控系統可採用的攝影機為IP(Internet Protocol)攝影機、PTZ(pan、tilt、zoom)攝影機、環場(全景)攝影機、固定型攝影機等,但不論採用何種攝影機,在架設的過程中需要考慮到相當多環境死角的問題。
在本研究中,我們採用三台PTZ攝影機來當作研究設備,不同於以往監控系統,完全沒有使用任何固定式攝影機做為輔助,並計算其系統最佳規劃之結果,來判斷人物追蹤時攝影機如何分配及交換,以達到最佳的追蹤效果,而採用多PTZ的優點在於(1)能用三台的視場交叉定位追縱物體的空間位置。(2)三台PTZ的功能能夠交換,達到減少死角的功能。(3)能夠追蹤立體空間的目標。除此之外,本論文中主要貢獻的研究是在制定了五個評估目標物與攝影機的追蹤分數,並考慮到追蹤時實際的不同因素,給予不同的權重分配,並找出其攝影機的最佳規劃分配組合。最後在系統規劃上加入二項觸發條件 (時間條件、低追蹤分數條件) 來決定系統規劃的時機,所系統規劃上更加完整。
[1] C. C. Chen, Yi Yao, A. Drira, A. Koschan, and M. Abidi. “Cooperative Mapping of Multiple PTZ Cameras in Automated Surveillance Systems.” Computer Vision and Pattern Recognition, 2009. CVPR 2009. IEEE Conference , June 2009.
[2] J. A. Fayman, O. Sudarsky, E. Rivlin.“Zoom tracking and its applications.” Journal Machine Vision and Applications archive Volume 13 Issue 1, August 2001.
[3] C. H. Chen, Y. Yao, D. Page, B. Abidi, A. Koschan, Member, IEEE,and Mongi Abidi. “Heterogeneous Fusion of Omnidirectional and PTZ Cameras for Multiple Object Tracking.” IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, VOL. 18, NO. 8, August 2008.
[4] I. H.Chen , S. J. Wang. “An Efficient Approach for the Calibration of Multiple PTZ Cameras.” IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, VOL. 4, NO. 2, APRIL 2007.
[5] J.G. Allen, Y. D. Richard, Xu, and J.S. Jin. “Object tracking using camshift algorithm and multiple quantized feature spaces. ” In Proceedings of VIP ’05. Australian Computer Society, Inc., 2005.
[6] Y. Lu, S. Payandeh. “Intelligent Cooperative Tracking in Multi-camera Systems. ” ISDA '09 Proceedings of the 2009 Ninth International Conference on Intelligent Systems Design and Applications IEEE Computer Society Washington, DC, USA , 2009.
[7] N. Takemura, J. Miura. “View Planning of Multiple Active Cameras for Wide Area Surveillance.” 2007 IEEE International Conference on Robotics and Automation Roma, Italy, 10-14 April 2007.
[8] P. Kumar, A. Dick, T. S. Sheng. “Real Time Target Tracking with Pan Tilt Zoom Camera.” 2009 Digital Image Computing: Techniques and Applications 1-3 Dec, 2009.
[9] I. Everts, N. Sebe, G. A. Jones. “Cooperative Object Tracking with Multiple PTZ Cameras.” ICIAP '07 Proceedings of the 14th International Conference on Image Analysis and Processing, 10-14 Sept. 2007.
[10] G. Scotti, L. Marcenaro, C. Coelho, F. Selvaggi, and C. S. Regazzoni, “Dual camera intelligent sensor for high definition of 360 degrees surveillance,” Visual Image Signal Process. vol. 152, no. 2, pp. 250–257, Apr. 2005.
[11] C. Micheloni, B. Rinner, G.L. Foresti, “Video Analysis in Pan-Tilt-Zoom Camera Networks.” Signal Processing Magazine, IEEE, Sept. 2010.
[12] F. Chang, G. Zhang , X. Wang , and Z. Chen. “PTZ Camera Target Tracking in Large Complex Scenes *,” Proceedings of the 8th World Congress on Intelligent Control and Automation , Jinan, China July 2010.
[13] P.D.Z. Varcheie, G.A. Bilodeau, “Active people tracking by a PTZ camera in IP surveillance system. ” Robotic and Sensors Environments, 2009. ROSE 2009,IEEE International Workshop on 6-7 Nov. 2009.
[14] S.N. Lim, A. Elgammal, L. S. Davis. “Image-Based Pan-Tilt Camera Control in a Multi-Camera Surveillance Environment,” ICME '03 Proceedings of the 2003 International Conference on Multimedia and Expo - Volume 2,IEEE Computer Society Washington, DC, USA 2003.
[15] T. Dinh, Q. Yu, G. Medioni. “Real Time Tracking using an Active Pan-Tilt-Zoom Network Camera.” The 2009 IEEE/RSJ International Conference on Intelligent Robots and Systems, October 11-15, 2009.
[16] R.T. Collins, Y. Liu, and M. Leordeanu. “Online Selection of Discriminative Tracking Features.” In IEEE Transactions on Pattern Analysis and Machine , VOL. 27, NO. 10, October 2005.
[17] S. Ghidoni, A. Pretto, E. Menegatti. “Cooperative tracking of moving objects and face detection with a dual camera sensor.” 2010 IEEE International Conference on Robotics and Automation Anchorage Convention District May 3-8, 2010.
[18] H.C. Choi, P. Unsang, A.K. Jain, “PTZ Camera Assisted Face Acquisition, Tracking & Recognition”. Biometrics: Theory Applications and Systems (BTAS), 2010 Fourth IEEE International Conference on 27-29 Sept. 2010.
[19] F.Z. Qureshi, D. Terzopoulos, “Planning ahead for PTZ camera assignment and handoff ”. Distributed Smart Cameras, 2009. ICDSC 2009. Third ACM/IEEE International Conference on Aug. 30 2009-Sept. 2 2009
[20] Y. Li and B. Bhanu, “Utility-based dynamic camera assignment and hand-off in a video network,” in Proc. of the Second International Conference on Distributed Smart Cameras (ICDSC08), Menlo Park, CA, September 2008
[21] N. Krahnstoever, T. Yu, S. Lim, K. Patwardhan, and P. Tu, “Collaborative real-time control of active cameras in large-scale surveillance systems.” in Proc. ECCV Workshop on Multi-camera and Multi-modal Sensor Fusion, Marseille, France, October 2008.
[22] C.H. Chen, Y. Yao, D. Page, B. Abidi, A. Koschan and M. Abidi. “Heterogeneous Fusion of Omnidirectional and PTZ Cameras for Multiple Object Tracking”. IEEE RANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, VOL. 18, NO. 8, AUGUST 2008.