簡易檢索 / 詳目顯示

研究生: 郭華甄
Hua-Jhen Guo
論文名稱: 基於熱顯像儀的非接觸式即時酒醉辨識系統
A Real-time Contactless Drunk Identification System based on Thermal Camera
指導教授: 林淵翔
Yuan-Hsiang Lin
口試委員: 成佳憲
Chia-Hsien Chen
王裕仁
Yu-Jen Wang
學位類別: 碩士
Master
系所名稱: 電資學院 - 電子工程系
Department of Electronic and Computer Engineering
論文出版年: 2022
畢業學年度: 110
語文別: 中文
論文頁數: 57
中文關鍵詞: 非接觸式酒醉辨識熱顯像儀特徵點向量訊號處理線性判別分析法
外文關鍵詞: non-contact drunk identification, thermal camera, feature points vector, signal processing, linear discriminant analysis
相關次數: 點閱:455下載:0
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


摘要 i Abstract ii 致謝 iii 目錄 iv 圖目錄 vi 表目錄 viii 第一章、 緒論 1 1.1 動機與目的 1 1.2 文獻探討 2 1.3 相關論文與本論文比較 5 1.4 論文架構 7 第二章、 研究背景 8 2.1 酒後的臨床表徵 8 2.2 人臉偵測 9 2.3 人臉追蹤 10 第三章、 研究方法 11 3.1 系統介紹 11 3.2 影像處理(Image Processing) 13 3.2.1 熱資訊前處理(Pre-processing) 13 3.2.2 人臉偵測(Face Detection) 14 3.2.3 感興趣區域選取(ROI Selection) 15 3.2.4 人臉追蹤(Face Tracking) 25 3.3 訓練資料集(Training Dataset) 26 3.4 酒醉辨識演算法(Drunk Identification Algorithm) 29 3.4.1 特徵點選取(Feature Points Selection) 30 3.4.2 線性判別分析法(Linear Discriminant Analysis, LDA) 32 3.4.3 酒醉分類演算法(Drunk Classification Algorithm) 36 3.5 使用者介面 38 第四章、 實驗方法與結果討論 39 4.1 實驗設置與流程 39 4.1.1 離線資料錄製 39 4.1.2 即時實驗量測 39 4.2 即時酒醉辨識驗證方法 42 4.3 實驗結果 43 4.3.1 離線資料分析 43 4.3.2 即時辨識結果 44 4.4 結果討論 46 4.4.1 特徵點對於訓練結果的影響 46 4.4.2 視窗大小對於準確度的影響 49 4.4.3 與相關論文之結果比較 51 第五章、 結論與未來展望 52 參考文獻 53

[1] National Institutes of Health, "Alcohol Use Disorder: A Comparison between DSM-IV and DSM-5," [Online] Available: https://www.niaaa.nih.gov/publications/brochures-and-fact-sheets/alcohol-use-disorder-comparison-between-dsm
[2] World Health Organization, "Alcohol," [online] Available: https://www.who.int/news-room/fact-sheets/detail/alcohol
[3] 行政院主計總處 綜合統計處, "國情統計通報 第028號," [Online] Available: https://www.dgbas.gov.tw/public/Data/2215181921198HDY1K.pdf
[4] 宏淵科技有限公司, "BA1080多功能快速酒精檢知器," [Online] Available: https://www.hongyuantechco.com/%E5%89%AF%E6%9C%AC-alco-boy-2
[5] 志伸股份有限公司, "酒精測試器RBTIV," [Online] Available: https://www.confucian.com.tw/autopage_detail/1/10
[6] K. Takahashi, K. Hiramatasu, and M. Tetsuishi, "Experiments on Detection of Drinking from Face Images Using Neural Networks," 2015 Second International Conference on Soft Computing and Machine Intelligence, pp. 97-101, 2015, doi: 10.1109/ISCMI.2015.12.
[7] V. B. Kamath, S. S. Pai, S. S. Poojary, A. Rastogi, and K. S. Srinivas, "Drunkenness Face Detection Using Graph Neural Networks," 2021 IEEE International Conference on Computation System and Information Technology for Sustainable Solutions, pp. 1-6, 2021, doi: 10.1109/CSITSS54238.2021.9682956.
[8] G. Koukiou, "Intoxication Identification Using Thermal Imaging," Human-Robot Interaction - Theory and Application, pp. 145-173, 2017, doi: 10.5772/intechopen.72128.
[9] G. Koukiou, G. Panagopoulos, and V. Anastassopoulos, "Drunk Person Identification Using Thermal Infrared Images," 2009 16th International Conference on Digital Signal Processing, pp. 1-4, 2009, doi: 10.1109/ICDSP.2009.5201249.
[10] G. Koukiou and V. Anastassopoulos, "Facial Blood Vessels Activity in Drunk Persons Using Thermal Infrared," 4th International Conference on Imaging for Crime Detection and Prevention, pp. 1-5, 2011, doi: 10.1049/ic.2011.0108.
[11] V. Neagoe and S. Carata, "Drunkenness Diagnosis Using a Neural Network-based Approach for Analysis of Facial Images in the Thermal Infrared Spectrum," 2017 E-Health and Bioengineering Conference, pp. 165-168, 2017, doi: 10.1109/EHB.2017.7995387.
[12] O. Obi-Alago, S. N. Yanushkevich, and H. M. Wetherley, "Detecting Thermal Face Signature Abnormalities," 2019 Eighth International Conference on Emerging Security Technologies, pp. 1-6, 2019, doi: 10.1109/EST.2019.8806217.
[13] G. Hermosilla et al., "Face Recognition and Drunk Classification Using Infrared Face Images," Journal of Sensors, vol. 2018, pp. 1-8, 2018, doi: 10.1155/2018/5813514.
[14] S. Menon, J. Swathi, S. K. Anit, P. N. Anu, and S. Sarath, "Driver Face Recognition and Sober Drunk Classification Using Thermal Images," 2019 International Conference on Communication and Signal Processing, pp. 400-404, 2019, doi: 10.1109/ICCSP.2019.8697908.
[15] G. Koukiou and V. Anastassopoulos, "Sober-Drunk Database," Electronics Laboratory -Physics Department - University of Patras - Greece, 2012, [Online] Available: http://www.physics.upatras.gr/sober/
[16] FLIR, "ThermoVision® Micron/A10 Camera User’s Guide," [Online] Available: https://www.manualslib.com/manual/757364/Flir-Thermovision-Micron.html#manual
[17] FLIR, "ThermaCAMTM B2 User’s Manual," [Online] Available: https://www.manualslib.com/manual/929364/Flir-Thermacam-B2.html#manual
[18] FLIR, "Lepton Engineering Datasheet," [Online] Available: https://www.flir.com/globalassets/imported-assets/document/flir-lepton-engineering-datasheet.pdf
[19] GroupGets, "PureThermal 2 - Datasheet," [Online] Available: https://cdn.sparkfun.com/assets/c/4/7/8/4/PureThermal_2_-_Datasheet_-_1.2.pdf
[20] H. K. Seitz and F. Stickel, "Acetaldehyde as an Underestimated Risk Factor for Cancer Development: Role of Genetics in Ethanol Metabolism," Genes and Nutrition, vol. 5, no. 2, pp. 121-128, 2010, doi: 10.1007/s12263-009-0154-1.
[21] IARC Working Group on the Evaluation of Carcinogenic Risks to Humans, "Alcohol Consumption and Ethyl Carbamate," IARC Monographs on the Evaluation of Carcinogenic Risks to Humans, vol. 96, pp. 3-1383, 2010.
[22] 中華民國衛生福利部國民健康署, "國民飲食指標手冊," 2018, [Online] Available: https://www.hpa.gov.tw/File/Attach/6715/File_6256.pdf
[23] N. Otsu, "A Threshold Selection Method from Gray-Level Histograms," IEEE Transactions Systems Man and Cybernetics, vol. 8, no. 1, pp. 62-66, 1978, doi: 10.1109/TSMC.1979.4310076.
[24] P. Viola and M. Jones, "Rapid Object Detection Using a Boosted Cascade of Simple Features," Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition, vol. 1, pp. I-I, 2001, doi: 10.1109/CVPR.2001.990517.
[25] R. Girshick, J. Donahue, T. Darrell, and J. Malik, "Rich Feature Hierarchies for Accurate Object Detection and Semantic Segmentation," Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 580-587, 2014, doi: 10.1109/CVPR.2014.81.
[26] W. Liu et al., "SSD: Single Shot MultiBox Detector," European Conference on Computer Vision, pp. 21-37, 2016, doi: 10.1007/978-3-319-46448-0_2.
[27] J. Redmon, S. Divvala, R. Girshick, and A. Farhadi, "You Only Look Once: Unified, Real-time Object Detection," Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 779-788, 2016, doi: 10.1109/CVPR.2016.91.
[28] 林家瑋, "基於熱顯像儀的非接觸式多參數生理信號量測系統," 國立臺灣科技大學碩士論文, 2020.
[29] A. G. Howard et al., "Mobilenets: Efficient Convolutional Neural Networks for Mobile Vision Applications," ArXiv, 2017.
[30] "MobileNet-SSD," GitHub repository, [Online] Available: https://github.com/chuanqi305/MobileNet-SSD
[31] D. Comaniciu, V. Ramesh, and P. Meer, "Kernel-based Object Tracking," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 25, no. 5, pp. 564-577, 2003, doi: 10.1109/TPAMI.2003.1195991.
[32] J. F. Henriques, R. Caseiro, P. Martins, and J. Batista, "High-Speed Tracking with Kernelized Correlation Filters," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 37, no. 3, pp. 583-596, 2015, doi: 10.1109/TPAMI.2014.2345390.
[33] 陳信杰, "基於熱顯像儀的非接觸式多參數生理訊號量測系統在門診的應用," 國立臺灣科技大學碩士論文, 2021.
[34] 彭聖智, "基於熱顯像儀的非接觸式多參數生理信號量測系統於放射線治療的應用," 國立臺灣科技大學碩士論文, 2021.
[35] G. Koukiou and V. Anastassopoulos, "Drunk Person Identification Using Thermal Infrared Images," International Journal of Electronic Security and Digital Forensics, vol. 4, no. 4, pp. 229-243, 2012, doi: 10.1504/IJESDF.2012.049747.
[36] J. Rustemeyer, J. Radtke, and A. Bremerich, "Thermography and Thermoregulation of the Face," Head and Face Medicine, vol. 3, no. 1, pp. 1-8, 2007, doi: 10.1186/1746-160X-3-17.
[37] E. Ring, H. Mcevoy, A. Jung, J. Zuber, and G. Machin, "New Standards for Devices used for the Measurement of Human Body Temperature," Journal of Medical Engineering and Technology, vol. 34, no. 4, pp. 249-253, 2010, doi: 10.3109/03091901003663836.
[38] J. B. Mercer and E. F. J. Ring, "Fever Screening and Infrared Thermal Imaging: Concerns and Guidelines," Thermology International, vol. 19, no. 3, pp. 67-69, 2009.
[39] 海特真露公司, "韓國真露Fresh原味燒酒," [Online] Available: https://www.hitejinro.com/brand/view.asp?brandcd2=B01
[40] 全國法規資料庫, "違反道路交通管理事件統一裁罰基準及處理細則," [Online] Available: https://law.moj.gov.tw/LawClass/LawAll.aspx?pcode=D0080029
[41] D. W. Kim et al., "The Correlation Between Tympanic Membrane Temperature and Specific Region of Face Temperature," Quantitative InfraRed Thermography Journal, vol. 16, no. 1, pp. 1-7, 2018, doi: 10.1080/17686733.2018.1497877.
[42] L. P. J. Teunissen and H. A. M. Daanen, "Infrared Thermal Imaging of the Inner Canthus of the Eye as an Estimator of Body Core Temperature," Journal of Medical Engineering and Technology, vol. 35, no. 3-4, pp. 134-138, 2011, doi: 10.3109/03091902.2011.554595.
[43] 威廉企業有限公司, "手持式酒測機 AT579," [Online] Available: https://web.hocom.tw/h/ProductDetail?key=863556768725&productId=266439

無法下載圖示 全文公開日期 2027/09/06 (校內網路)
全文公開日期 2027/09/06 (校外網路)
全文公開日期 2027/09/06 (國家圖書館:臺灣博碩士論文系統)
QR CODE