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研究生:陳奕中
研究生(外文):Chen, Yi-Chung
論文名稱:針對受過人工視網膜手術之病患之視覺輔助系統
論文名稱(外文):Vision Assist System for visually impaired people treated by retinal prosthesis
指導教授:王聖智王聖智引用關係
指導教授(外文):Wang, Sheng-Jyh
學位類別:碩士
校院名稱:國立交通大學
系所名稱:電子工程學系 電子研究所
學門:工程學門
學類:電資工程學類
論文種類:學術論文
論文出版年:2014
畢業學年度:102
語文別:中文
論文頁數:54
中文關鍵詞:瞳孔虹膜偵測追蹤定位盲人人工視網膜基於梯度的
外文關鍵詞:eyepupilirisdetectiontrackinglocalizationblindretinal prosthesisgradient-based
相關次數:
  • 被引用被引用:0
  • 點閱點閱:273
  • 評分評分:
  • 下載下載:5
  • 收藏至我的研究室書目清單書目收藏:0
受過人工視網膜手術的病患的視覺品質往往被低解析度的影像畫面所影響,由於相關技術上面的瓶頸,使得如何有效地利用現有的低解析度畫面成為一個重要的議題。本篇論文提出一個眼控視覺輔助系統,期望可以運用眼控的方式針對使用者感興趣的物件做縮小放大:當使用者凝視時放大畫面,閉眼時縮小畫面。以達到有效率地使用低解析度畫面的目的。為了更真切地模擬患者實際使用的情況,我們特別設計了一個頭戴式眼控顯示器方便研究人員穿戴時可以獲得近似病患低解析度的視覺感受。本論文的核心演算法主要是圍繞在眼控這個主題上,在以往的相關研究中,得到的成果大多對側眼以及受到眼皮遮擋的眼睛無法做出準確判讀,而我們提出一種以影像梯度向量射線為基礎的演算法來克服前述的問題。首先,我們利用一特殊設計過的動態閥值來去除掉眼球反光部分,然後再將每一個像素對其負梯度向量作一射線,之後在此射線圖中尋找較大的連通群體並進而分析其關係然後選取出瞳孔中心。實驗顯示在正眼、側眼以及被遮擋的眼睛,此演算法都有著優異的成果,除此之外對於光影變化劇烈的環境也能獲得相當良好的表現。因此在眼控縮放目標物的實驗中也獲得相當令人滿意的結果。
The vision quality of the visually impaired people treated by retinal prosthesis is largely affected by the vision resolution. Due to some related technical bottlenecks, how to make effective use of existing low-resolution screen becomes an important issue. This paper presents an eye-controlled visual aid system to achieve an efficient use of low-resolution vision by zooming in the user's interested objects (when staring, zoom-in; when closing eye, zoom-out). In order to better simulate the actual low-resolution vision of the patients, we have also designed a head-mounted eye-controlled display for the research purpose. In this thesis, the proposed algorithm is mainly about eye-tracking. The existing eye-tracking methods often have difficulties in correctly detecting pupil center from side eyes or occluded eyes. While we have proposed an emission of gradient orientation based algorithm to overcome the aforementioned problems. First, we use a specially designed dynamic threshold to remove the reflection of eye, then we emit a negative gradient orientation ray from each pixel. After obtaining this ray diagram, we extract the maximum cluster and analyze it to find the pupil center. The proposed algorithm exhibits many desired properties of front eyes, side eyes and occluded eyes. Furthermore, the method is invariant to severe lighting changes. Thus we have a desirable result in the zoom-in/out experiment.
Chapter 1 Introduction 1
Chapter 2 Simulation Setup 4
Chapter 3 Software Architecture 6
3.1 Glint Removal 8
3.1.1 Background and Related works 8
3.1.2 Observations and Proposed Ideas 10
3.1.3 Glint Candidate Map 12
3.1.4 Dynamic Threshold Algorithm 13
3.1.5 Experimental Results 15
3.2 Pupil Localization 18
3.2.1 Background and Related works 18
3.2.2 Observations and Proposed Ideas 21
3.2.3 Overall Proposed Pupil Localization Flowchart 27
3.2.4 Gradient-Orientation Based Emission 27
3.2.5 Cluster Analysis 30
3.2.6 Candidate Re-Emission &; Tracking Skills 32
3.2.7 Experimental Results 35
3.3 Eye-cursor Coordinate Mapping 37
3.4 Face Detection with Modified Census Transform 38
3.5 Overall Review 40
Chapter 4 Experimental Results 41
Chapter 5 Conclusion 52
References

[1] Koenekoop, R.K., Loyer, Magali, Hand, Collette K, Al Mahdi, Huda, Dembinska, Olga, Beneish, Raquel, Racine, Julie, Rouleau and Guy A, "Novel RPGR mutations with distinct retinitis pigmentosa phenotypes in French-Canadian families," American journal of ophthalmology, 2003.
[2] R. Velázquez, "Wearable Assistive Devices for the Blind : Wearable and Autonomous Biomedical Devices and Systems for Smart Environment," Springer, pp. 331-349, 2010.
[3] P. Sinha, "A head mounted display," Bachelor’s thesis, Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, 1992.
[4] Vuillerme N, Pinsault N, Chenu O, Fleury A, Payan Y and Demongeot J, "A wireless embedded tongue tactile biofeedback system for balance control," Pervasive and Mobile Computing, vol. 5, pp. 268-275, 2009.
[5] http://w.gdp-research.com.au
[6] http://w.batforblind.co.nz
[7] Meijer P, "An experimental system for auditory image representations," IEEE Transactions on Biomedical Engineering, vol. 39, no. 2, pp. 112-121, 1992.
[8] http://www.seeingwithsound.com
[9] Velazquez R, Fontaine E, and Pissaloux E, "Coding the environment in tactile maps for real-time guidance of the visually impaired," Micro-Nano Mechatronics and Human Science, 2006.
[10] Ptito M, Moesgaard S, Gjedde A, and Kupers R, "Cross-modal plasticity revealed by electrotactile stimulation of the tongue in the congenitally blind," Brain, vol. 128, pp. 606-614, 2005.
[11] da Cruz L, Coley BF, Dorn J, Merlini F, Filley E, Christopher P, Chen FK, Wuyyuru V, Sahel J, Stanga P, Humayun M, Greenberg RJ, Dagnelie G and Argus II Study Group, "The Argus II epiretinal prosthesis system allows letter and word reading and long-term function in patients with profound vision loss," The British Journal of Ophthalmology, vol. 97, pp. 632-636, 2013.
[12] http://www.itri.org.tw/
[13] Proenc¸a "Iris recognition: On the segmentation of degraded images acquired in the visible wavelength," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 32, pp. 1502-1516, 2010.
[14] Zhiwei Zhu, Kikuo Fujimura and Qiang Ji, "Real-time eye detection and tracking under various light conditions," ETRA, pp. 139-144, 2002.
[15] Noureddine Cherabit, Fatma Zohra Chelali and Amar Djeradi, "Circular Hough Transform for Iris localization," Science and Technology, pp. 114-121, 2012.
[16] Ghani, M.U. Chaudhry, S. Sohail, M. Geelani and M.N, "GazePointer: A real time mouse pointer control implementation based on eye gaze tracking," Multi Topic Conference (INMIC), 2013.
[17] Froba B. and Ernst A., "Face detection with the modified census transform," Automatic Face and Gesture Recognition, 2004.

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