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郭 彥甫
專任師資
姓名 郭 彥甫
電子郵件 ykuo@ntu.edu.tw
聯絡電話 02-3366-5329
職稱 副教授
研究專長 深度學習
機器學習
機器視覺
機電整合
授課領域 機器學習
微控制器原理與應用
機器人專題
學術著作 http://ah.ntu.edu.tw/web/Teacher!one.action?tid=1553
年度 論文名稱
2018 Hsu, H.-C., Hsu, K.-L., Chan, C.-Y., Wang, C.-N., & Kuo, Y.-F., Quantifying colour and spot characteristics for the ventral petals in Sinningia speciosa., Biosystems Engineering, 167, pp40-50
2018 Han, T.-H., & Kuo, Y.-F., Developing a system for three-dimensional quantification of root traits of rice seedlings., Computers and Electronics in Agriculture, 152, pp90-100
2017 Hsu, H.-C., Wang, C.-N., Liang, C.-H., Wang, C.-C., & Kuo, Y.-F., Association between petal form variation and CYC2-like genotype in a hybrid line of Sinningia speciosa., Frontiers in Plant Science, 8
2016 Chung, C.-L., Huang, K.-J., Chen, S.-Y., Lai, M.-H.C, Chen, Y.-C., & Kuo, Y.-F., Detecting Bakanae disease in rice seedlings by machine vision., Computers and Electronics in Agriculture, 121, pp404-411
2016 Yeh, Y.-H., Chung, W.-C., Liao, J.-Y., Chung, C.-L., Kuo, Y.-F., & Lin, T.-T., Strawberry foliar anthracnose assessment by hyperspectral imaging., Computers and Electronics in Agriculture, 122, pp1-9
2016 Kuo T.-Y., Chung, C.-L., Chen, S.-Y., Lin, H.-A., & Kuo, Y.-F., Identifying rice grains using image analysis and sparse-representation-based classification., Computers and Electronics in Agriculture, 127, pp716-725
2015 Chen, D.-R., Chien, C.-L., & Kuo, Y.-F., Computer-aided assessment of tumor grade for breast cancer in ultrasound images., Computational and Mathematical Methods in Medicine, pp1-6
2015 Chen, W.-T., & Kuo, Y.-F., Measurement of residual bran distribution on milled rice using fluorescence fingerprint-derived imaging., Food Science and Technology Research, 21, 2, pp187-192
2015 Hsu, H.-C., Chen, C.-Y., Lee, T.-K., Weng, L.-K., Yeh, D.-M., Lin, T.-T., Wang, C.-N., & Kuo, Y.-F., Quantitative analysis of floral symmetry and tube dilation in an F2 cross of Sinningia speciosa., Scientia Horticulturae, 188, pp71-77
2015 Wang, C.-N., Hsu, H.-C., Wang, C.-C., Lee, T.-K., & Kuo, Y.-F., Quantifying floral shape variation in 3D using microcomputed tomography: a case study of a hybrid line between actinomorphic and zygomorphic flowers., Frontiers in Plant Science, 6
2014 Chen, W.-T., & Kuo, Y.-F., Observation and measurement of residual bran on milled rice using hyperspectral imaging., Cereal Chemistry, 91, 6, pp566-571
2013 Kuo, Y.-F., Chiu, G. T. C., & Allebach, J. P., Calibration color patch reduction and halftone level selection for electrophotography., Journal of Imaging Science and Technology, 57, 2
2013 Thai, C. N., Kuo, Y.-F., & Yen P.-L., Cooperative teaching in a distance education environment., Computers in Education Journal, 13, 4, pp2-15
2012 Kuo, Y.-F., Yang, C.-L., Chiu, G. T.-C., Yih, Y., Allebach, J. P., & Geleynse, C. D., Experimental characterization of transient tone deviation in print jobs for color electrophotography., Journal of Imaging Science and Technology, 56, 2
2010 Yang, C.-L., Kuo, Y.-F., Yih, Y., Chiu, G. T.-C., Abramsohn, D. A., Ashton, G. R., & Allebach, J. P., Improving tone prediction in calibration of electrophotographic printers by linear regression: environmental, consumables and tone-level factors, Journal of Imaging Science and Technology, 54, 5
2010 Kuo, Y.-F., Chiu, G. T.-C., Yang, C.-L., Yih, Y., & Allebach, J. P., Improving tone prediction in calibration of electrophotographic printers by linear regression: using principal components to account for co-linearity of sensor measurements., 54, 4
2010 Kuo, Y.-F., Yang, C.-L., Chiu, G. T.-C., Yih, Y., Allebach, J. P., & Abramsohn, D. A., Model-based calibration approach to improve tone consistency for color electrophotography., Journal of Imaging Science and Technology, 55, 6
2004 郭彥甫, 林達德, 王嘉銳, 應用影像處理技術輔助植物葉片之幾何模擬, 農業機械學刊, 13, 2
2001 郭彥甫, 林達德, 應用脈衝式核磁共振量測醣類水溶液 及果汁之可溶性固形物含量, 農業機械學刊, 10, 1
年度 論文名稱
2018 Lu, Y.-C., Hsieh, C.-L., & Kuo, Y.-F., Automatic Fish Species Identification Using Convolutional Neural Networks, Paper presented at the 9th International Symposium on Machinery and Mechatronics for Agriculture and Biosystems Engineering (ISMAB), Jeju, Korea
2018 Tseng, C.-H., Hsieh, C.-L. , & Kuo, Y.-F., Detecting Fish in Images with Complex Background and Estimating Body Length using Convolutional Neural Network, Paper presented at the 9th International Symposium on Machinery and Mechatronics for Agriculture and Biosystems Engineering (ISMAB), Jeju, Korea
2018 Hung, T.-T., Hsu, H.-C., & Kuo, Y.-F., Quantifying and Clustering Texture Traits in Flowers of Genus Sinningia, Paper presented at the 9th International Symposium on Machinery and Mechatronics for Agriculture and Biosystems Engineering (ISMAB), Jeju, Korea
2018 Hsu, H.-C., Lee, C.-H., Yang, C.-K., Chu, F.-H., Tsai, M.-J., & Kuo, Y.-F., Classifying Endemic Fagaceae Species in Taiwan Using Leaf Images, Paper presented at the 9th International Symposium on Machinery and Mechatronics for Agriculture and Biosystems Engineering (ISMAB), Jeju, Korea
2018 Wang, Y.-H., Hsu, H.-C., Chou, W.-C., & Kuo, Y.-F., Automatically identifying floral contours and vascular bundles in 3D images, Paper presented at the 2018 American Society of Agricultural and Biological Engineers Annual International Meeting, Detroit, Michigan, United States
2018 Lin, T.-Y., & Kuo, Y.-F., Cat face recognition using deep learning, Paper presented at the 2018 American Society of Agricultural and Biological Engineers Annual International Meeting, Detroit, Michigan, United States
2018 Hsieh, K.-Y., Ho, C.-K., Kuo, Y.-F. , Detecting and counting soybean aphids using convolutional neural network, Paper presented at the 2018 American Society of Agricultural and Biological Engineers Annual International Meeting, Detroit, Michigan, United States
2018 Yang, H.-W., Hsu, H.-C., Yang, C.-K., Tsai, M.-J., Kuo, Y.-F. , Discriminating morphologically similar species in Genus Cinnamomum (Lauraceae) using machine vision, Paper presented at the 2018 American Society of Agricultural and Biological Engineers Annual International Meeting, Detroit, Michigan, United States
2018 Lin, C.-Y., Hsieh, K.-W., Tsai, Y.-C., & Kuo, Y.-F., Monitoring chicken heat stress using deep convolutional neural networks, Paper presented at the 2018 American Society of Agricultural and Biological Engineers Annual International Meeting, Detroit, Michigan, United States
2018 曾啟軒、郭彥甫, 利用深度學習偵測影片中魚體並估測魚體長, 2018生機與農機學術研討會, 宜蘭,台灣
2018 粘書耀、郭彥甫, 利用深度學習進行雞隻飲食行為偵測之應用, 2018生機與農機學術研討會, 宜蘭,台灣
2018 鄭學鴻、林筑蘋、黃晉興、郭彥甫, 利用深度學習辨識與定位晚疫病病斑, 2018生機與農機學術研討會, 宜蘭,台灣
2018 呂玠諺、郭彥甫、張仲良, 利用深度學習觀測葉菜類作物生長狀況-以萵苣為例, 2018生機與農機學術研討會, 宜蘭,台灣
2018 何冠穎、郭彥甫, 利用嵌入式系統偵測豬隻行為, 2018生機與農機學術研討會, 宜蘭,台灣
2018 潘昶宇、郭彥甫、許皓鈞、楊智凱、蔡明哲, 利用影像處理和機器學習進行樟科植物種類的辨識, 2018生機與農機學術研討會, 宜蘭,台灣
2018 洪子庭、許皓鈞、郭彥甫, 花辦紋理特徵量化及分群應用於岩桐屬, 2018生機與農機學術研討會, 宜蘭,台灣
2018 呂易晉、郭彥甫, 深度學習於自動魚種辨識之應用, 2018生機與農機學術研討會, 宜蘭,台灣
2018 吳璨妤、郭彥甫、許皓鈞、李承澔、蔡明哲、楊智凱, 葉片影像於殼斗科植物物種辨識的應用, 2018生機與農機學術研討會, 宜蘭,台灣
2018 黃懋翔、郭彥甫, 利用深度學習定位影像中複雜背景之豬隻位置, 2018生機與農機學術研討會, 宜蘭,台灣
2017 曾啟軒、郭彥甫, 利用捲積類神經網路在影像中偵測魚體並估測魚體長, 2017生機與農機學術研討會, 台北,台灣
2017 Han, T.-H., & Kuo, Y.-F., Three dimensional phenotype quantitative system of seedling root., Paper presented at the 2017 American Society of Agricultural and Biological Engineers Annual International Meeting, Spokane, Washington, United States
2017 Tung, C., Hsieh, C.-L., & Kuo, Y.-F., Sea fish identification using convolutional neural network, Paper presented at the 2017 American Society of Agricultural and Biological Engineers Annual International Meeting, Spokane, Washington, United States
2017 Chou, W.-C., Hsu, H.-C., & Kuo, Y.-F., Studying floral shape variations in 3D for genus Sinningia, Paper presented at the 2017 American Society of Agricultural and Biological Engineers Annual International Meeting, Spokane, Washington, United States
2017 林宸儀、謝廣文、蔡燿全、郭彥甫, 利用卷積神經網路進行雞隻偵測之應用, 2017生機與農機學術研討會, 台北,台灣
2017 林子淵、郭彥甫, 利用影像處理和深度卷積神經網路偵測貓臉, 2017生機與農機學術研討會, 台北,台灣
2017 呂易晉、郭彥甫, 卷積神經網路於自動魚種辨識之應用, 2017生機與農機學術研討會, 台北,台灣
2017 洪子庭、許皓鈞、郭彥甫, 花瓣紋理及顏色的量化於岩桐雜交系之應用, 2017生機與農機學術研討會, 台北,台灣
2017 王奕翔、許皓鈞、郭彥甫, 透過CT影像自動偵測花瓣維管束位置, 2017生機與農機學術研討會, 台北,台灣
2017 楊皓文、郭彥甫, 機器學習於土肉桂及陰香葉子影像辨識的應用, 2017生機與農機學術研討會, 台北,台灣
2016 Liang, C.-H., Hsu, H.-C., Wang, C.-N., & Kuo, Y.-F., Automatic detection of floral lobe contour in 3D image, Paper presented at the 8th International Symposium on Machinery and Mechatronics for Agriculture and Biosystems Engineering (ISMAB), Niigata, Japan
2016 Chou, W.-C., Hsu, H.-C., & Kuo, Y.-F., Illustrating the ancestor flower shapes of clade corytholoma in genus sinningia, Paper presented at the 8th International Symposium on Machinery and Mechatronics for Agriculture and Biosystems Engineering (ISMAB), Niigata, Japan
2016 Hsu, K.-L., Chan, C.-Y., Hsu, H.-C., Wang, C.-N., & Kuo, Y.-F., Quantifying color and texture patterns in flowers of sinningia speciosa, Paper presented at the 8th International Symposium on Machinery and Mechatronics for Agriculture and Biosystems Engineering (ISMAB), Niigata, Japan
2016 Tung, C., Lin, C.-H., & Kuo, Y.-F., Studying the tidal breathing patterns of obese and non-obese cats, Paper presented at the 8th International Symposium on Machinery and Mechatronics for Agriculture and Biosystems Engineering (ISMAB), Niigata, Japan
2016 Han, T.-H., & Kuo, Y.-F., Three-dimensional image reconstruction system of rice seedling root, Paper presented at the 8th International Symposium on Machinery and Mechatronics for Agriculture and Biosystems Engineering (ISMAB), Niigata, Japan
2016 Hsu, H.-C., Chou, W.-C., & Kuo, Y.-F., Understanding floral shape variation in sinningia-utilizing a 3d geometric morphometric approach, Paper presented at the 8th International Symposium on Machinery and Mechatronics for Agriculture and Biosystems Engineering (ISMAB), Niigata, Japan
2016 許耕齡、郭彥甫, 大岩桐雜交系花瓣影像之顏色與紋理特徵量化研究, 2016生機與農機學術研討會, 嘉義,台灣
2016 周彣潔、許皓鈞、郭彥甫, 岩桐屬三維花朵形狀變異分析與演化樹共祖之重建, 2016生機與農機學術研討會, 嘉義,台灣
2016 韓宗翰、郭彥甫, 以三維影像重建技術量化水稻根系形態特徵, 2016生機與農機學術研討會, 嘉義,台灣
2016 王奕翔、許皓鈞、郭彥甫, 利用三角網格自動偵測花瓣, 2016生機與農機學術研討會, 嘉義,台灣
2016 楊皓文、郭彥甫, 利用機器學習於葉子影像辨識樟科植物, 2016生機與農機學術研討會, 嘉義,台灣
2016 李承澔、郭彥甫, 利用影像處理及機器學習建立殼斗科植物辨識系統, 2016生機與農機學術研討會, 嘉義,台灣
2016 Kuo, T.-Y., Chen, S.-Y., Lin, H.-A., Chung, C.-L., & Kuo, Y.-F., High-resolution phenotyping for investigating the genotype-phenotype association in rice grains, Paper presented at the 2016 American Society of Agricultural and Biological Engineers Annual International Meeting, Orlando, Florida, United States
2015 郭彥甫、許秉宗、陳俊強、周瑞仁、林達德、郭彥甫, 田間機器人競賽之機器人設計與製作, 2015台灣智慧型機器人研討會, 台北,台灣
2015 Chou, T.-H., Ho, C.-S., & Kuo, Y.-F., QR code detection using convolutional neural networks, Paper presented at the 2015 International Conference on Advanced Robotics and Intelligent Systems (ARIS), Taipei, Taiwan
2015 Wang, C.-C., Hsu, H.-C., Wang, C.-N., & Kuo, Y.-F., Morphological integration between floral petals for Sinnigia speciosa, Paper presented at the 2015 American Society of Agricultural and Biological Engineers Annual International Meeting, New Orleans, LA, United States
2015 Kuo, T.-Y., Chen, S.-Y., Lin, H.-A., Chung, C.-L., & Kuo, Y.-F., Identifying rice grains of various cultivars using machine vision, Paper presented at the 2015 American Society of Agricultural and Biological Engineers Annual International Meeting, New Orleans, LA, United States
2015 Huang, K.-J., Chen, S.-Y., Chen, Y.-C., Lai, M.-H., Chung, C.-L., & Kuo, Y.-F., Image-based approach to detect bakanae disease on rice seedlings., Paper presented at the 2015 American Society of Agricultural and Biological Engineers Annual International Meeting, New Orleans, LA, United States
2015 許皓鈞、郭彥甫, Quantifying Color Parameters of Flowers in Genus Sinningia Using Image Processing, 2015生機與農機學術研討會, 屏東,台灣
2015 梁家豪、王政鈞、許皓鈞、王俊能、郭彥甫, 三維影像花瓣輪廓邊緣的自動偵測, 2015生機與農機學術研討會, 屏東,台灣
2015 郭子毅、陳思聿、林珩安、鍾嘉綾、郭彥甫, Quantification of Shape and Color Traits in Rice Grains of Various Cultivars, 2015生機與農機學術研討會, 屏東,台灣
2015 董真、林中惠、郭彥甫, 貓肺功能特徵初步之呈現, 2015生機與農機學術研討會, 屏東,台灣
2015 周彣潔、王政鈞、許皓鈞、郭彥甫, 岩桐屬花朵形狀變異之量化與分析, 生機與農機學術研討會, 屏東,台灣
2015 韓宗翰、陳冠全、董致韡、郭彥甫, 二維水稻根系影像特徵擷取, 2015生機與農機學術研討會, 屏東,台灣
2014 Yeh, Y.-H. F., Chung, W.-C., Lee, R.-S., Liao, J.-Y., Chung, C.-L., Kuo, Y.-F., & Lin, T.-T. , Characteristic wavelength selection of hyperspectral images for plants disease analyses, Paper presented at the 7th International Symposium on Machinery and Mechatronics for Agriculture and Biosystems Engineering (ISMAB), Yilan, Taiwan
2014 Tsou, Y., Hsu, H.-C., Wang, C.-C., Kuo, Y.-F., Wang, C.-N., & Moller, M., Quantification of floral shape variation in the F2 hybrids of two Streptocarpus species with contrasting pollination syndrome, Paper presented at the 7th International Symposium on Machinery and Mechatronics for Agriculture and Biosystems Engineering (ISMAB), Yilan, Taiwan
2014 uang, K.-J., Chen, Y.-J., Chen, S.-Y., Kuo, Y.-F., & Chung, C.-L., Classification of foolish seedling disease for rice plants, Paper presented at the 7th International Symposium on Machinery and Mechatronics for Agriculture and Biosystems Engineering (ISMAB), Yilan, Taiwan
2014 Hsu, P.-T., Chen, D., Kuo, Y.-F., & Lin, T.-T., Building a robot for the 2013 field robot competition, Paper presented at the 7th International Symposium on Machinery and Mechatronics for Agriculture and Biosystems Engineering (ISMAB), Yilan, Taiwan
2014 Chien, C.-L., Kuo, Y.-F., & Chen, D.-R., Developing a computer-aided diagnosis system for classification of malignant breast tumor grade in ultrasound imaging, Paper presented at the 7th International Symposium on Machinery and Mechatronics for Agriculture and Biosystems Engineering (ISMAB), Yilan, Taiwan
2014 Lee, T.-K., Kuo, Y.-F., Hsu, H.-C., Lin, T.-T., & Wang, C.-N., Three-dimensional shape variation analysis on Sinningia speciosa flowers, Paper presented at the 2014 American Society of Agricultural and Biological Engineers Annual International Meeting, Montreal, Quebec, Canada
2014 Chen, W.-T., & Kuo, Y.-F., Detecting bran residue distribution on rice surface using fluorescence imaging, Paper presented at the 2014 American Society of Agricultural and Biological Engineers Annual International Meeting, Montreal, Quebec, Canada
2013 簡政良、張鴻文、郭彥甫、陳達人, 乳癌腫瘤超音波影像判斷良惡性, 2013生機與農機學術研討會, 台北,台灣
2013 陳威同、郭彥甫, 利用螢光光譜指紋技術分析稻米酯值含量, 2013生機與農機學術研討會, 台北,台灣
2013 郭彥甫、周子涵、何泉生, 利用機學習方法分類二維條碼, 2013生機與農機學術研討會, 台北,台灣
2013 李子揆、郭彥甫、許皓鈞、王俊能, 利用幾何型態學方法分析大岩桐花朵的形狀變異, 2013生機與農機學術研討會, 台北,台灣
2013 李子揆、許皓鈞、翁立剛、王政鈞、郭彥甫、林達德、王俊能, 型態量測大岩桐Cycloidea基因型, 2013生機與農機學術研討會, 台北,台灣
2013 Yeh, Y. H. F., Chung, W. C., Liao, J. Y., Chung, C. L., Kuo, Y. F., & Lin, T. T., A comparison of machine learning methods on hyperspectral plant disease assessments, Paper presented at the 2013 IFAC Bio-Robotics Conference, Sakai, Japan
2013 Thai, C. N., Kuo, Y.-F., & Yen, P.-L., Cooperative teaching in a distance education environment, Paper presented at the 120th ASEE Annual Conference and Exposition, Atlanta, GA, United States
2013 Kuo, Y.-F., Weng, L.-K., Lee, T.-K., Hsu, H.-C., Lin, T.-T., & Wang, C.-N., Quantitative evaluation of the floral shape variation in Sinningia speciosa domestication, Paper presented at the 2013 American Society of Agricultural and Biological Engineers Annual International Meeting, Kansas City, MO, United States
2013 Chen, W.-T., & Kuo, Y.-F., Measurement of degree of milling for rice using hyperspectral imaging, Paper presented at the 2013 American Society of Agricultural and Biological Engineers Annual International Meeting, Kansas City, MO, United States
2012 Wang, C.-Y., Chung, W.-C., Liao, J.-Y., Chung, C.-L., Kuo, Y.-F., & Lin, T.-T., Strawberry Anthracnose disease assessment using hyperspectral imaging, Paper presented at the ISMAB2012: 6th International Symposium on Machinery and Mechatronics for Agriculture and Biosystems Engineering, Jeonju, Korea
2012 Yang, C.-L., Hari, Y., & Kuo, Y.-F. , Multiple-crop scheduling for plant factory, Paper presented at the ISMAB2012: 6th International Symposium on Machinery and Mechatronics for Agriculture and Biosystems Engineering, Jeonju, Korea
2012 Yang, C.-L., Kuo, Y.-F., Yih, Y., Chiu, G. T. C., & Allebach, J. P., Cartridge clustering for improving tone prediction accuracy in calibration for color electrophotography, Paper presented at the 28th International Conference on Digital Printing Technologies, Quebec City, QC, Canada
2012 Kuo, Y.-F., Chiu, G. T. C., Kerby, G. H., Trask, J. L., Yih, Y., & Allebach, J. P., An adaptive model-based approach to reduce calibration frequency while maintaining tone consistency for color electrophotography, Paper presented at the 28th International Conference on Digital Printing Technologies, Quebec City, QC, Canada
2009 Y. Kuo, C. Yang, Y. Yih, J. Allebach, and G. Chiu, Improving tone prediction accuracy in calibration for color Electrophotography part II – principal component regression, Proc. IS&T's of NIP25: International Conference on Digital Printing Technologies (IS&T, Springfield, VA)
2009 C. Yang, Y. Kuo, Y. Yih, G. Chiu, D. Abramsohn, G. Ashton, and J. Allebach, Improving tone prediction accuracy in calibration for color Eelectrophotography part I – environmental and consumable factors, Proc. IS&T's of NIP25: International Conference on Digital Printing Technologies (IS&T, Springfield, VA)
2009 Y. Kuo, C. Yang, Y. Yih, J. Allebach, and G. Chiu, Modeling of tone deviation during switch-on transient for color Electrophotography, Proc. IS&T's of NIP25: International Conference on Digital Printing Technologies (IS&T, Springfield, VA)
2005 Y. Kuo, D. Whitaker, G. Chiu, and J. Alleman, System level design and initial equivalent system mass analysis of a solid-phase thermophilic aerobic rector for advanced life support systems, Proc. of International Conference on Environmental Systems (SAE, Warrendale, PA)
國家 學校名稱 系所 學位 期間
美國 普度大學 機械工程 博士 2005.05 ~ 2011.08
美國 普度大學 機械工程 碩士 2003.08 ~ 2005.05
台灣 國立臺灣大學 農業機械工程 學士 1994.08 ~ 1998.07
服務機關名稱 單位 職務 期間
國立臺灣大學 生物產業機電工程學系 副教授 2016.07 ~ 迄今
國立臺灣大學 生物產業機電工程學系 助理教授 2011.01 ~ 2016.07
美國普度大學 機械工程學系 研究生助教 2009.01 ~ 2009.12
美國惠普公司 影像與印刷事業部 實習研究員 2007.01 ~ 2008.01
美國普度大學 機械工程學系 研究生助理 2003.01 ~ 2011.01