| 研究生: |
林東龍 Lin, Dong-Long |
|---|---|
| 論文名稱: |
三維立體彩色影像感測系統之研製 Three-Dimensional Color Range-Image Sensing System |
| 指導教授: |
魏嘉玲
Wei, Chia-Ling 王俊智 Wang, Ching-Chun |
| 學位類別: |
博士 Doctor |
| 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: | 99 |
| 語文別: | 英文 |
| 論文頁數: | 177 |
| 中文關鍵詞: | 影像感測器 、三維影像 、飛行時間法 、彩色距離影像 |
| 外文關鍵詞: | CMOS image sensor, three-dimensional, Time-of-Flight, color range image |
| 相關次數: | 點閱:180 下載:16 |
| 分享至: |
| 查詢本校圖書館目錄 查詢臺灣博碩士論文知識加值系統 勘誤回報 |
目前立體顯示器正快速的發展,因此相對應的立體取像與影像處理技術需求隨之上升。其中,三維立體影像感測器也因需求增加而逐漸受到重視,並應用於一些工業用途中,例如人臉辨識或機器視覺等。本論文主要提出一個採用飛行時間法之立體影像感測系統,藉搭配可連續發出調變光之三原色光源模組以取得彩色立體影像。論文中提出一個新式解調變像素,透過四相位取樣的操作方式取得調變光波的相位變化,可獲得相位的資訊。本系統採用台灣積體電路公司的0.18微米1P6M一般邏輯製程將92 × 30個新式解調變像素與所需的影像讀取電路實現於晶片之中。系統中利用測試板上內嵌的複雜型可程式邏輯元件控制整個系統的時脈訊號,以達到光源與晶片的同步。再者,透過自行開發的三色LED陣列發光模組以30 MHz 正弦波振幅調變的方式分別對前方物體照射,由於發射的光波會受到物體反射而回到立體影像感測晶片,利用此一特性將發射光與反射光之間的相位差計算出飛行時間,以實現在連續波形變化之飛行時間測定。且因發射的紅、綠、藍色光源各具有不同光譜分佈,會與目標物的吸收光譜相互摺積而造成反射光譜變化,透過反射比值差異即可推估受測物體的色彩。
另外,為了進一步瞭解系統特性,分別針對光學與電路的雜訊進行分析與評估,除探討一般影像感測器的隨機雜訊與固定雜訊外,特別針對影像感測晶片內高頻操作或高功率消耗之週邊電路所造成的少數雜散載子與受熱載子,進行評估與防範;透過模擬與實際測試雜訊分佈的情形,進一步得出適當電路放置距離與防護措施之參考依據。另一方面,對於背景固定光源與調變光源的影響亦進行光學分析與測試並建立完整的性能評估。
在立體影像的距離評估部份,使用紅、綠、藍色的光源會因為散射程度差異而造成不同結果,根據量測結果顯示在3.5到5公尺可得到較佳的平均誤差,而紅、綠、藍光的距離誤差分別為3.82、4.10與4.88 公分。此一結果顯示本系統與目前市售之立體影像感測器規格相去不遠。同時,在平均色彩表現上,三色分別可得到34.31、33.19與31.99的色差,雖然對於高彩影像的辨識上仍有困難,但已具備基本的色彩辨識能力。最後,論文中指出多個性能仍需改善的地方,包涵晶片精準度、色彩辨識度與系統性能等方面之改進,並提出可能的改善方法,以提供未來後續發展之用。
As the market of three-dimensional (3D) displays continuously expends, the demand for 3D-related products is rapidly increasing. The range image sensor based on the Time-of-Flight (TOF) technique is one of these products and widely used in industrial applications, such as face recognition and machine vision. A novel pixel design was proposed and embedded in a CMOS image sensor to capture the delay time between the emitted and received light waves. The test image chip, with a 92 × 30 pixel array, was fabricated using the Taiwan Semiconductor Manufacturing Company (TSMC) 0.18 µm CMOS 1-Poly and 6-metal general logic process. The control signals of the test chip and the modulated signal of the light illuminator were generated by an on-board complex programmable logic device (CPLD) for synchronization. To capture a color range image, a 30MHz sinusoidal red, green, and blue light was emitted sequentially from a light emitting diode (LED) array and reflected back from objects onto the sensor. The distance between the sensor and objects can be calculated from the phase difference. Based on the differences of the reflection coefficients of red, green, and blue light, the color information can be roughly estimated. The measured distance and color information were compared with the actual distance and color-corrected images, respectively.
In order to characterize the minority carriers, several components were embedded outside the pixel array or inside the pixels. These induced carriers affected the adjacent pixels and lead to measurement error. To eliminate these influences, N-well and N-diffusion guard rings were used to absorb the moving carriers and succeeded in decreasing the number of stray minority carriers. According to the measured and simulated results, a safe distance for placing high-frequency or high power-consumption circuits was suggested to the rangefinder designers.
A series of experiments were performed and demonstrated to better understand the performance of this range finding system, including the integration time test, range error test, color test, and noise prevention test. It was found that the average distance errors could be achieved to 3.82 cm, 4.10 cm, and 4.88 cm while using red, green, and blue light in range from 350 cm to 500 cm. Such performance of space resolution is as well as commercial image rangefinders. The average color differences of all measured ranges were 34.31, 33.19, and 31.99 in CIE76 color space. Although the color identification ability is not good enough to identify the true color image, it still provided the basic ability in color identification. At the bottom of this thesis, there are some improvement issue that can upgrade the performance of this system, including the improvement of range accuracy, color identification and system operation. Furthermore, several probably solutions for these issues are provided for follow-up studies.
[1] R. Craig, I. Gravseth, R. P. Earhart, J. Bladt, S. Barnhill, L. Ruppert, and C. Centamore, "Processing 3D flash LADAR point-clouds in real-time for flight applications," in Proceedings of SPIE: Sensors and Systems for Space Applications, Orlando, FL, USA, 2007, pp. 65550D-9.
[2] A. M. Wallace, J. Ye, N. J. Krichel, A. McCarthy, R. J. Collins, and G. S. Buller, "Full waveform analysis for long-range 3D imaging laser radar," Eurasip Journal on Advances in Signal Processing, vol. 2010, 2010.
[3] M. Bohme, M. Haker, T. Martinetz, and E. Barth, "Shading constraint improves accuracy of time-of-flight measurements," in IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, 2008, pp. 1-6.
[4] E. Grosso, G. Metta, A. Oddera, and G. Sandini, "Robust visual servoing in 3-D reaching tasks," IEEE Journal of Robotics and Automation, vol. 12, pp. 732-742, 1996.
[5] O. Pizarro, R. M. Eustice, and H. Singh, "Large Area 3-D Reconstructions From Underwater Optical Surveys," IEEE Journal of Oceanic Engineering, vol. 34, pp. 150-169, 2009.
[6] K. Minoshima, T. R. Schibli, and H. Matsumoto, "Study on cyclic errors in a distance measurement using a frequency comb generated by a mode-locked laser," in Conference on Lasers and Electro-Optics, 2004, p. CTuH6.
[7] Y. Yachide, Y. Oike, M. Ikeda, and K. Asada, "Real-time 3-D measurement system based on light-section method using smart image sensor," in IEEE International Conference on Image Processing, 2005, pp. III-1008-11.
[8] F. Tsalakanidou, F. Forster, S. Malassiotis, and M. G. Strintzis, "Real-time acquisition of depth and color images using structured light and its application to 3D face recognition," Real-Time Imaging, vol. 11, pp. 358-369, 2005.
[9] D. Cuong Manh and B. Javidi, "3D Integral Imaging Reconstruction of Occluded Objects Using Independent Component Analysis-Based K-Means Clustering," Journal of Display Technology, vol. 6, pp. 257-262, 2010.
[10] L. Lin, K. Zeng, Y. Wang, and W. Hu, "3D structure inference by integrating segmentation and reconstruction from a single image," IET Computer Vision, vol. 2, pp. 15-22, 2008.
[11] P. Stelldinger, L. J. Latecki, and M. Siqueira, "Topological Equivalence between a 3D Object and the Reconstruction of Its Digital Image," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 29, pp. 126-140, 2007.
[12] C. Mei, S. Benhimane, E. Malis, and P. Rives, "Efficient Homography-Based Tracking and 3-D Reconstruction for Single-Viewpoint Sensors," IEEE Transactions on Robotics, vol. 24, pp. 1352-1364, 2008.
[13] V. Raja and K. Fernandes, Reverse engineering: an industrial perspective: Springer Verlag, 2008.
[14] A. Kimachi, T. Kurihara, M. Takamoto, and S. Ando, "Novel range finding system using correlation image sensor," in Proceedings of SPIE, San Jose, CA, 2001, pp. 259-266.
[15] G. S. Buller and A. M. Wallace, "Ranging and three-dimensional imaging using time-correlated single-photon counting and point-by-point acquisition," IEEE Journal on Selected Topics in Quantum Electronics, vol. 13, pp. 1006-1015, 2007.
[16] R. Lange, "3D Time-of-Flight Distance Measurement with Custom Solid-State Image Sensors in CMOS/CCD-Technology," Doctor of Technical sciences, Siegen University, Siegen, German, 2000.
[17] A. Cigada, F. Mancosu, S. Manzoni, and E. Zappa, "Laser-triangulation device for in-line measurement of road texture at medium and high speed," Mechanical Systems and Signal Processing, vol. 24, pp. 2225-2234, 2010.
[18] A. Simoni, L. Gonzo, and M. Gottardi, "Integrated Optical Sensors for 3-D Vision," in Proceedings of IEEE Sensors, Orlando, FL, United States, 2002, pp. 1-4.
[19] S. F. El-Hakim, J. A. Beraldin, and F. Blais, "Comparative evaluation of the performance of passive and active 3D vision systems," in Proceedings of SPIE: Digital Photogrammetry and Remote Sensing, St. Petersburg, Russia, 1995, pp. 14-25.
[20] R. A. Martı´nez-Celorio, J. J. J. Dirckx, L. Lopez, and F. G. Pena-Lecona, "Out-of-plane displacement measurement by means of endoscopic moire interferometry," Review of Scientific Instruments, vol. 75, pp. 492-496, 2004.
[21] D. Cuong Manh and B. Javidi, "Multifocus Holographic 3-D Image Fusion Using Independent Component Analysis," Display Technology, Journal of, vol. 3, pp. 326-332, 2007.
[22] C. S. Vikram, "Phase error effect on contrast measurement in Schwider-Hariharan phase-shifting algorithm," International Journal for Light and Electron Optics, vol. 112, pp. 140-141, 2001.
[23] W. van der Tempel, R. Grootjans, D. Van Nieuwenhove, and M. Kuijk, "A 1k-pixel 3D CMOS sensor," in IEEE Sensors, 2008, pp. 1000-1003.
[24] A. Spickermann, D. Durini, S. Brocker, W. Brockherde, B. J. Hosticka, and A. Grabmaier, "Pulsed time-of-flight 3D-CMOS imaging using photogate-based active pixel sensors," in Proceedings of ESSCIRC '09. , 2009, pp. 200-203.
[25] B. Jahne and H. Hausecker, Computer Vision and Applications: A Guide for Students and Practitioners: Academic Press San Diego, 2000.
[26] R. Kuhla, B. J. Hosticka, P. Mengel, and L. Listl, "Modelling of a 3D-CMOS sensor for time-of-flight measurements," in Proceedings of SPIE, St. Etienne, France, 2004, pp. 233-242.
[27] D. Stoppa, L. Gonzo, and A. Simoni, "Scannerless 3D imaging sensors," in IEEE International Workshop on Imaging Systems and Techniques, 2005, pp. 58-61.
[28] D. Stoppa, L. Pancheri, M. Scandiuzzo, M. Malfatti, G. Pedretti, and L. Gonzo, "A single-photon-avalanche-diode 3D imager," in Proceedings of European Solid-State Circuits Conference, Grenoble, France, 2005, pp. 487-490.
[29] C. Niclass, A. Rochas, P.-A. Besse, and E. Charbon, "Toward a 3-D camera based on single photon avalanche diodes," IEEE Journal of Selected Topics in Quantum Electronics, vol. 10, pp. 796-802, 2004.
[30] P. Seitz, "Quantum-Noise Limited Distance Resolution of Optical Range Imaging Techniques," IEEE Transactions on Circuits and Systems I, vol. 55, pp. 2368-2377, 2008.
[31] A. D. Payne, A. A. Dorrington, M. J. Cree, and D. A. Carnegie, "Characterization of modulated time-of-flight range image sensors," in Proceedings of SPIE: Three-Dimensional Imaging Metrology San Jose, CA, USA, 2009, pp. 723904-11.
[32] M. Frank, M. Plaue, H. Rapp, U. Kothe, B. Jahne, and F. A. Hamprecht, "Theoretical and experimental error analysis of continuous-wave time-of-flight range cameras," Optical Engineering, vol. 48, pp. 013602-16, 2009.
[33] R. Z. Whyte, A. D. Payne, A. A. Dorrington, and M. J. Cree, "Multiple range imaging camera operation with minimal performance impact," in Proceedings of SPIE: Image Processing: Machine Vision Applications III, San Jose, CA, United states, 2010, p. 75380I.
[34] A. Kazantsev and E. M. Petriu, "Robust pseudo-random coded colored structured light technique for 3D object model recovery," in International Workshop on Robotic and Sensors Environments, 2008, pp. 150-155.
[35] W. Yang, J. Zhao, X. Du, Z. Zeng, and Q. Wang, "Laser diode transmitter for laser radar based on FM ranging principles," in International Symposium on Photoelectronic Detection and Imaging, Beijing, China 2007, p. 662408.
[36] R. Lange, P. Seitz, A. Biber, and R. Schwarte, "Time-of-flight range imaging with a custom solid state image sensor," in Laser Metrology and Inspection, Munich, Germany, 1999, pp. 180-191.
[37] R. Schwarte, Z. Xu, H. G. Heinol, J. Olk, R. Klein, B. Buxbaum, H. Fischer, and J. Schulte, "New electro-optical mixing and correlating sensor: facilities and applications of the photonic mixer device (PMD)," in Sensors, Sensor Systems, and Sensor Data Processing Munich, Germany 1997, pp. 245-253.
[38] G. Hornero, E. Montane, G. Chapinal, M. Moreno, and A. Herms, "CMOS array of photodiodes with electronic processing for 3D optical reconstruction," in Three-Dimensional Image Capture and Applications IV San Jose, CA, USA 2001, pp. 1-9.
[39] C. Niclass, A. Rochas, P.-A. Besse, and E. Charbon, "A CMOS single photon avalanche diode array for 3D imaging," in IEEE Journal of Solid-State Circuits Coference, San Francisco, CA., United States, 2004, pp. 120-121.
[40] M. A. Karami, M. Gersbach, and E. Charbon, "A new single-photon avalanche diode in 90nm standard CMOS technology," Optical Express, vol. 18, pp. 22158-22166, 2010.
[41] R. M. Marino, T. Stephens, R. E. Hatch, J. L. McLaughlin, J. G. Mooney, M. E. O'Brien, G. S. Rowe, J. S. Adams, L. Skelly, R. C. Knowlton, S. E. Forman, and W. Robert Davis, "A compact 3D imaging laser radar system using Geiger-mode APD arrays: System and measurements," in Proceedings of SPIE, Orlando, FL, United States, 2003, pp. 1-15.
[42] F. Leonardi, D. Covi, and D. Petri, "Metrological Characterisation of a Time of Flight CMOS Range Image Sensor," in IEEE Instrumentation and Measurement Technology Conference, 2008, pp. 1946-1951.
[43] B. Pichler, W. Pimpl, W. Buttler, L. Kotoulas, G. Boning, M. Rafecas, E. Lorenz, and S. Ziegler, "Integrated low-noise low-power fast charge-sensitive preamplifier for avalanche photodiodes in JFET-CMOS technology," IEEE Transactions on Nuclear Science, vol. 48, pp. 2370-2374, 2002.
[44] R. Lange and P. Seitz, "Solid-state time-of-flight range camera," IEEE Journal of Quantum Electronics, vol. 37, pp. 390-397, 2001.
[45] T. Oggier, M. Lehmann, R. Kaufmann, M. Schweizer, M. Richter, P. Metzler, G. Lang, F. Lustenberger, and N. Blanc, "An all-solid-state optical range camera for 3D real-time imaging with sub-centimeter depth resolution (SwissRanger)," in Proceedings of SPIE: Optical Design and Engineering, St. Etienne, France, 2004, pp. 534-545.
[46] T. Oggier, R. Kaufmann, M. Lehmann, B. Buttgen, S. Neukom, M. Richter, M. Schweizer, P. Metzler, F. Lustenberger, and N. Blanc, "Novel pixel architecture with inherent background suppression for 3D time-of-flight imaging," in Proceedings of SPIE: Videometrics VIII, San Jose, CA, USA, 2005, pp. 1-8.
[47] B. Buttgen, F. Lustenberger, and P. Seitz, "Demodulation Pixel Based on Static Drift Fields," IEEE Transactions on Electron Devices, vol. 53, pp. 2741-2747, 2006.
[48] S. Kawahito, I. A. Halin, T. Ushinaga, T. Sawada, M. Homma, and Y. Maeda, "A CMOS Time-of-Flight Range Image Sensor With Gates-on-Field-Oxide Structure," IEEE Sensors Journal, vol. 7, pp. 1578-1586, 2007.
[49] D. Stoppa, N. Massari, L. Pancheri, M. Malfatti, M. Perenzoni, and L. Gonzo, "An 80x60 range image sensor based on 10m 50MHz lock-in pixels in 0.18um CMOS," in IEEE International Solid-State Circuits Conference, 2010, pp. 406-407.
[50] T. Ringbeck, R. Schwarte, and B. Buxbaum, "Introduction of a new opto-electrical phase-locked loop in CMOS technology: the PMD-PLL," in Proceedings of SPIE, Boston, MA, USA, 1999, pp. 108-115.
[51] W. Tai, R. Schwarte, and B. Buxbaum, "Diffractive optical element for an electro-optical interface based on photonic mixer device (PMD)," in Proceedings of SPIE: Current Developments in Lens Design and Optical Systems Engineering, San Diego, CA, USA, 2000, pp. 28-35.
[52] B. Buttgen, T. Oggier, M. Lehmann, R. Kaufmann, S. Neukom, M. Richter, M. Schweizer, D. Beyeler, R. Cook, C. Gimkiewicz, C. Urban, P. Metzler, P. Seitz, and F. Lustenberger, "High-speed and high-sensitive demodulation pixel for 3D imaging," in Proceedings of SPIE: Three-Dimensional Image Capture and Applications VII, San Jose, CA, USA, 2006, pp. 605603-12.
[53] Q. D. Hossain, D. Stoppa, G. F. D. Betta, and L. Pancheri, "Current assisted photonic mixing demodulator implemented in 0.18um standard CMOS technology," in Ph.D. Research in Microelectronics and Electronics, 2009, pp. 212-215.
[54] L. Gonzo, A. Simoni, M. Gottardi, D. Stoppa, and J.-A. Beraldin, "Sensors optimized for 3-D digitization," IEEE Transactions on Instrumentation and Measurement, vol. 52, pp. 903-908, 2003.
[55] D. Stoppa, L. Viarani, A. Simoni, L. Gonzo, and M. Malfatti, "A new architecture for TOF-based range-finding sensor," in Proceedings of IEEE Sensors, 2004, pp. 481-484 vol.1.
[56] L. Viarani, D. Stoppa, L. Gonzo, M. Gottardi, and A. Simoni, "A CMOS Smart Pixel for Active 3-D Vision Applications," IEEE Sensors Journal, vol. 4, pp. 145-152, 2004.
[57] C. Niclass, A. Rochas, P.-A. Besse, and E. Charbon, "Design and characterization of a CMOS 3-D image sensor based on single photon avalanche diodes," IEEE Journal of Solid-State Circuits, vol. 40, pp. 1847-1854, 2005.
[58] R. Lange and P. Seitz, "Seeing distances - A fast time-of-flight 3D camera," Sensor Review, vol. 20, pp. 212-217, 2000.
[59] J. Schanda, Colorimetry: Understanding the CIE system: Wiley-Interscience, 2007.
[60] K. McLaren, "The Development of the CIE 1976 (L* a* b*) Uniform Colour Space and Colour difference Formula," Journal of the Society of Dyers and Colourists, vol. 92, pp. 338-341, 1976.
[61] C.-C. Wang, "A study of CMOS technologies for image sensor applications," Massachusetts Institute of Technology, 2001.
[62] C. C. Enz and G. C. Temes, "Circuit techniques for reducing the effects of op-amp," Proceedings of the IEEE, vol. 84, pp. 1584-1614, 1996.
[63] S. Kleinfelder, S. Lim, X. Liu, and A. El Gamal, "A 10000 frames/s CMOS digital pixel sensor," IEEE Journal of Solid-State Circuits, vol. 36, pp. 2049-2059, 2002.
[64] P. Gronowski, W. Bowhill, D. Donchin, R. Blake-Campos, D. Carlson, E. Equi, B. Loughlin, S. Mehta, R. Mueller, and A. Olesin, "A 433-MHz 64-b quad-issue RISC microprocessor," IEEE Journal of Solid-State Circuits, vol. 31, pp. 1687-1696, 2002.
[65] D.-L. Lin, C.-C. Wang, and C.-L. Wei, "A Study of Stray Minority Carrier Diffusion in CMOS Image Sensors," IEEE Electron Device Letters, vol. 29, pp. 341-343, 2008.
[66] D.-L. Lin, C.-C. Wang, and C.-L. Wei, "Quantified Temperature Effect in a CMOS Image Sensor," IEEE Transactions on Electron Devices, vol. 57, pp. 422-428, 2010.
[67] D.-L. Lin, C.-C. Wang, and C.-L. Wei, "Simulation and Measurements of Stray Minority Carrier Protection Structures in CMOS Image Sensors," IEEE Transactions on Electron Devices, vol. 57, pp. 2213-2220, 2010.
[68] P. Jeong, S. Diestel, S. Richman, F. Chen, J. Mooney, D. Escobar, D. Sato, C. C. Lee, and Y. Media, "Hot spot measurement on CMOS-based image sensor using liquid crystal thermograph," in Electronic Components and Technology Conference, 2002, pp. 1627-1630.