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題名:監督式機器學習於土地覆蓋分類效益之研究
書刊名:臺灣土地研究
作者:范慶龍
作者(外文):Fan, Ching-lung
出版日期:2021
卷期:24:1
頁次:頁67-94
主題關鍵詞:土地覆蓋分類無人飛行載具監督式機器學習ClassificationLand coverUnmanned aerial vehiclesSupervised machine learning
原始連結:連回原系統網址new window
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  • 被引用次數被引用次數:期刊(1) 博士論文(0) 專書(0) 專書論文(0)
  • 排除自我引用排除自我引用:0
  • 共同引用共同引用:11
  • 點閱點閱:4
期刊論文
1.鄒明城、孫志鴻(20040600)。資料探勘技術在集集大地震引致山崩之研究。地理學報,36,117-130。new window  延伸查詢new window
2.Foody, Giles M.(2002)。Status of land cover classification accuracy assessment。Remote Sensing of Environment,80(1),185-201。  new window
3.Bengio, Yoshua、Courville, Aaron、Vincent, Pascal(2013)。Representation learning: A review and new perspectives。IEEE Transactions on Pattern Analysis and Machine Intelligence,35(8),1798-1828。  new window
4.Belgiu, M.、Drăguţ, L.(2016)。Random forest in remote sensing: a review of applications and future directions。ISPRS Journal of Photogrammetry and Remote Sensing,114,24-31。  new window
5.Guo, L.、Chehata, N.、Mallet, C.、Boukir, S.(2011)。Relevance of airborne lidar and multispectral image data for urban scene classification using Random Forests。ISPRS Journal of Photogrammetry and Remote Sensing,66(1),56-66。  new window
6.黃韋凱、林銘郎、陳良健、林彥享、蕭震洋(20100300)。物件導向分析方法應用於遙測影像之分區及崩塌地與人工設施分類。航測及遙測學刊,15(1),29-49。new window  延伸查詢new window
7.壽克堅、吳秋靜、許惠瑛(20100300)。以SPOT衛星影像探討1999集集地震後之崩塌行為。航測及遙測學刊,15(1),17-28。new window  延伸查詢new window
8.Lloyd, C. D.、Berberoglu, S.、Curran, P. J.、Atkinson, P. M.(2004)。A comparison of texture measures for the per-field classification of Mediterranean land cover。International Journal of Remote Sensing,25(19),3943-3965。  new window
9.Lu, D.、Weng, Q.(2007)。A survey of image classification methods and techniques for improving classification performance。International Journal of Remote Sensing,28(5),823-870。  new window
10.Foody, Giles M.(2004)。Thematic Map Comparison: Evaluating the Statistical Significance of Differences in Classification Accuracy。Photogrammetric Engineering and Remote Sensing,70(5),627-634。  new window
11.Colomina, I.、Molina, P.(2014)。Unmanned aerial systems for photogrammetry and remote sensing: A review。ISPRS Journal of Photogrammetry and Remote Sensing,92,79-97。  new window
12.陳承昌、史天元(20070900)。支持向量機應用於水稻田辨識之研究。航測及遙測學刊,12(3),225-240。new window  延伸查詢new window
13.周巧盈、巫思揚、陳琦玲(20180600)。應用無人飛機航拍影像協助農業勘災--以香蕉災損影像判釋為例。航測及遙測學刊,23(2),83-101。new window  延伸查詢new window
14.邱式鴻、顏怡和、丁育群(20141100)。旋翼型UAV影像局部重測都市區千分之一地形圖之研究。臺灣土地研究,17(2),57-88。new window  延伸查詢new window
15.王素芬、余佳樺、劉雅婷(20141200)。衛星影像前處理對植生變遷偵測影響之探討。地理學報,75,81-99。new window  延伸查詢new window
16.林世峻、莊智瑋、何世華、林昭遠(20080900)。植生指標對影像分類準確度影響之研究。水土保持學報,40(3),315-327。  延伸查詢new window
17.盧衍良、林清一、邱釋輝(20120400)。無人飛行載具從事臺灣災區搜救任務之飛安問題研究。航空太空及民航學刊. 系列B,44(1),21-29。  延伸查詢new window
18.Ahmad, A.、Quegan, S.(2012)。Analysis of maximum likelihood classification on multispectral data。Applied Mathematical Sciences,6(129-132),6425-6436。  new window
19.Al-Najjar, H. A. H.、Kalantar, B.、Pradhan, B.、Saeidi, V.、Halin, A. A.、Ueda, N.、Mansor, S.(2019)。Land cover classification from fused DSM and UAV images using convolutional neural networks。Remote Sensing,11(12)。  new window
20.Amorós López, J.、Izquierdo Verdiguier, E.、Gómez Chova, L.、Muñoz Marí, J.、Rodríguez Barreiro, J. Z.、Camps Valls, G.、Calpe Maravilla, J.(2011)。Land cover classification of VHR airborne images for citrus grove identification。ISPRS Journal of Photogrammetry and Remote Sensing,66(1),115-123。  new window
21.Anders, N.、Smith, M.、Suomalainen, J.、Cammeraat, E.、Valente, J.、Keesstra, S.(2020)。Impact of flight altitude and cover orientation on Digital Surface Model (DSM) accuracy for flood damage assessment in Murcia (Spain) using a fixed-wing UAV。Earth Science Informatics,13(2),391-404。  new window
22.Anderson, K.、Gaston, K. J.(2013)。Lightweight unmanned aerial vehicles will revolutionize spatial ecology。Frontiers in Ecology and the Environment,11(3),138-146。  new window
23.Atkinson, Peter M.、Aplin, Paul S.(2004)。Spatial variation in land cover and choice of spatial resolution for remote sensing。International Journal of Remote Sensing,25(18),3687-3702。  new window
24.Castagno, J.、Atkins, E.(2018)。Roof shape classification from LiDAR and satellite image data fusion using supervised learning。Sensors,18(11)。  new window
25.Chen, D.、Stow, D. A.、Gong, P.(2004)。Examining the effect of spatial resolution and texture window size on classification accuracy: An urban environment case。International Journal of Remote Sensing,25(11),2177-2192。  new window
26.Cho, Gi-Sung、Gantulga, Narangerel、Choi, Yun-Woong(2017)。A comparative study on multi-class SVM & kernel function for land cover classification in a KOMPSAT-2 image。KSCE Journal of Civil Engineering,21(5),1894-1904。  new window
27.Chuang, Yung-Chung Matt、Shiu, Yi-Shiang(2016)。A Comparative Analysis of Machine Learning with WorldView-2 Pan-Sharpened Imagery for Tea Crop Mapping。Sensors,16(5)。  new window
28.Fung, T.、LeDrew, E. F.(1988)。The determination of optimal threshold levels for change detection using various accuracy indices。Photogrammetric Engineering and Remote Sensing,54(10),1449-1454。  new window
29.Franklin, S. E.、Wulder, M. A.(2002)。Remote sensing methods in medium spatial resolution satellite data land cover classification of large areas。Progress in Physical Geography: Earth and Environment,26(2),173-205。  new window
30.Gessner, U.、Machwitz, M.、Conrad, C.、Dech, S.(2013)。Estimating the fractional cover of growth forms and bare surface in savannas. A multi-resolution approach based on regression tree ensembles。Remote Sensing of Environment,129,90-102。  new window
31.Getzin, S.、Nuske, R. S.、Wiegand, K.(2014)。Using unmanned aerial vehicles (UAV) to quantify spatial gap patterns in forests。Remote Sensing,6(8),6988-7004。  new window
32.Huang, Haifeng、Long, Jingjing、Lin, Haiyu、Zhang, Lei、Yi, Wu、Lei, Bangjun(2017)。Unmanned aerial vehicle based remote sensing method for monitoring a steep mountainous slope in the Three Gorges Reservoir, China。Earth Science Informatics,10(3),287-301。  new window
33.Hwangbo, Joo-Won、Yu, Kiyun(2010)。Decision support system for the selection of classification methods for remote sensing imagery。KSCE Journal of Civil Engineering,14(4),589-600。  new window
34.Jensen, J. R.、Qiu, F.、Patterson, K.(2001)。A neural network image interpretation system to extract rural and urban land use and land cover information from remote sensor data。Geocarto International,16(1),21-30。  new window
35.Kadavi, Prima Riza、Lee, Chang-Wook(2018)。Land cover classification analysis of volcanic island in Aleutian Arc using an artificial neural network (ANN) and a support vector machine (SVM) from Landsat imagery。Geosciences Journal,22(4),653-665。  new window
36.Kalantar, B.、Mansor, S. B.、Sameen, M. I.、Pradhan, B.、Shafri, H. Z. M.(2017)。Drone-based land-cover mapping using a fuzzy unordered rule induction algorithm integrated into object-based image analysis。International Journal of Remote Sensing,38,2535-2556。  new window
37.La, H. P.、Eo, Y. D.、Chang, A.、Kim, C.(2015)。Extraction of individual tree crown using hyperspectral image and LiDAR data。KSCE Journal of Civil Engineering,19(4),1078-1087。  new window
38.Liu, T.、Abd-Elrahman, A.(2018)。An object-based image analysis method for enhancing classification of land covers using fully convolutional networks and multi-view images of small unmanned aerial system。Remote Sensing,10(3)。  new window
39.Lu, D.、Mausel, P.、Batistella, M.、Moran, E.(2004)。Comparison of land-cover classification methods in the Brazilian Amazon Basin。Photogrammetric Engineering & Remote Sensing,70(6),723-731。  new window
40.Meyer, H.、Reudenbach, C.、Hengl, T.、Katurji, M.、Nauss, T.(2018)。Improving performance of spatio-temporal machine learning models using forward feature selection and target-oriented validation。Environmental Modelling & Software,101,1-9。  new window
41.Mohajeri, N.、Assouline, D.、Guiboud, B.、Bill, A.、Gudmundsson, A.、Scartezzini, J.-L.(2018)。A city-scale roof shape classification using machine learning for solar energy applications。Renewable Energy,121,81-93。  new window
42.Nex, F.、Remondino, F.(2014)。UAV for 3D mapping applications: A review。Applied Geomatics,6(1),1-15。  new window
43.Pagliarella, M. C.、Sallustio, L.、Capobianco, G.、Conte, E.、Corona, P.、Fattorini, L.、Marchetti, M.(2016)。From one- to two-phase sampling to reduce costs of remote sensing-based estimation of land-cover and land-use proportions and their changes。Remote Sensing of Environment,184,410-417。  new window
44.Pal, M.、Foody, G. M.(2010)。Feature selection for classification of hyperspectral data by SVM。IEEE Transactions on Geoscience and Remote Sensing,48(5),2297-2307。  new window
45.Pal, M.、Mather, P. M.(2003)。An assessment of the effectiveness of decision tree methods for land cover classification。Remote Sensing of Environment,86(4),554-565。  new window
46.Pham, L. T. H.、Brabyn, L.、Ashraf, S.(2016)。Combining QuickBird, LiDAR, and GIS topography indices to identify a single native tree species in a complex landscape using an object-based classification approach。International Journal of Applied Earth Observation and Geoinformation,50,187-197。  new window
47.Ramadhani, S. A.、Bennett, R. M.、Nex, F. C.(2018)。Exploring UAV in Indonesian cadastral boundary data acquisition。Earth Science Informatics,11(1),129-146。  new window
48.Rhee, Dong Sop、Kim, Young Do、Kang, Boosik、Kim, Dongsu(2018)。Applications of unmanned aerial vehicles in fluvial remote sensing: An overview of recent achievements。KSCE Journal of Civil Engineering,22(2),588-602。  new window
49.Riyahi Bakhtyari, Hamid Reza、Abdollahi, Abolfazl、Rezaeian, Hani(2017)。Semi automatic road extraction from digital images。The Egyptian Journal of Remote Sensing and Space Sciences,20(1),117-123。  new window
50.Rokni, K.、Ahmad, A.、Solaimani, K.、Hazini, S.(2015)。A new approach for surface water change detection: Integration of pixel level image fusion and image classification techniques。International Journal of Applied Earth Observation and Geoinformation,34,226-234。  new window
51.Sharma, Atharva、Liu, Xiuwen、Yang, Xiaojun、Shi, Di(2017)。A patch-based convolutional neural network for remote sensing image classification。Neural Networks,95,19-28。  new window
52.Suh, Yongcheol、Zhao, Huijing、Shibasaki, Ryosuke(2003)。Road network extraction from high-resolution satellite image for GIS applications。KSCE Journal of Civil Engineering,7(5),595-602。  new window
53.Suomalainen, J. M.、Anders, N. S.、Iqbal, S.、Roerink, G. J.、Franke, G. J.、Wenting, P. F. M.、Hünniger, D.、Bartholomeus, H.、Becker, R.、Kooistra, L.(2014)。A lightweight hyperspectral mapping system and photogrammetric processing chain for unmanned aerial vehicles。Remote Sensing,6(11),11013-11030。  new window
54.Unger, J.、Reich, M.、Heipke, C.(2014)。UAV-based photogrammetry: Monitoring of a building zone。The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences,40(5),601-606。  new window
55.Vetrivel, A.、Gerke, M.、Kerle, N.、Vosselman, G.(2015)。Identification of damage in buildings based on gaps in 3D point clouds from very high resolution oblique airborne images。ISPRS Journal of Photogrammetry and Remote Sensing,105,61-78。  new window
56.Vetrivel, A.、Gerke, M.、Kerle, N.、Vosselman, G.(2016)。Identification of structurally damaged areas in airborne oblique images using a Visual-Bag-of-Words approach。Remote Sensing,8(3)。  new window
57.Yao, Huang、Qin, Rongjun、Chen, Xiaoyu(2019)。Unmanned aerial vehicle for remote sensing applications: A review。Remote Sensing,11(12)。  new window
58.Zakeri, H.、Nejad, F. M.、Fahimifar, A.(2017)。Image based techniques for crack detection, classification and quantification in asphalt pavement: A review。Archives of Computational Methods in Engineering,24,935-977。  new window
59.Breiman, Leo(2001)。Random Forests。Machine Learning,45(1),5-32。  new window
圖書
1.Jensen, John R.(1996)。Introductory Digital Image Processing: A Remote Sensing Perspective。Prentice-Hall, Inc.。  new window
2.Lillesand, Thomas M.、Kiefer, Ralph W.(2000)。Remote Sensing and Image Interpretation。John Wiley & Sons, Inc.。  new window
3.Richards, John A.、Jia, Xiuping、Ricken, Detlef Egbert、Gessner, Wolfgang(1999)。Remote Sensing Digital Image Analysis: An Introduction。Springer-Verlag。  new window
4.Vapnik, Vladimir Naumovich(1995)。The Nature of Statistical Learning Theory。Springer-Verlag。  new window
5.Gonzalez, R. C.、Woods, R. E.(2008)。Digital Image Processing。Prentice-Hall, Inc.。  new window
6.Forsyth, David A.、Ponce, Jean(2011)。Computer Vision: A Modern Approach。Pearson。  new window
7.Lulla, K. P.、Dessinov, L. V.(2000)。Dynamic Earth Environments: Remote Sensing Observations from Shuttle-Mir missions。John Wiley & Sons, Inc.。  new window
 
 
 
 
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