A New Individual Tree Crown Delineation Method for High Resolution Multispectral Imagery
被引:39
作者:
Qiu, Lin
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机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Univ Chinese Acad Sci, Sch Elect Elect & Commun Engn, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Qiu, Lin
[1
,2
]
Jing, Linhai
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Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Jing, Linhai
[1
]
Hu, Baoxin
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机构:
York Univ, Dept Earth & Space Sci & Engn, Toronto, ON M3J 1P3, CanadaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Hu, Baoxin
[3
]
Li, Hui
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Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Li, Hui
[1
]
Tang, Yunwei
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Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Tang, Yunwei
[1
]
机构:
[1] Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
[2] Univ Chinese Acad Sci, Sch Elect Elect & Commun Engn, Beijing 100094, Peoples R China
[3] York Univ, Dept Earth & Space Sci & Engn, Toronto, ON M3J 1P3, Canada
deciduous forest;
individual tree crown delineation;
watershed segmentation;
morphological gradient;
spectrum;
MULTISCALE SEGMENTATION;
SPECIES CLASSIFICATION;
AERIAL IMAGES;
EXTRACTION;
D O I:
10.3390/rs12030585
中图分类号:
X [环境科学、安全科学];
学科分类号:
08 ;
0830 ;
摘要:
In current individual tree crown (ITC) delineation methods for high-resolution multispectral imagery, either a spectral band or a brightness component of the multispectral image is employed in delineation with reference to edges or shapes of crowns, whereas spectra of tree crowns are seldom taken into account. Such methods normally perform well in coniferous forests with obvious between-crown shadows, but fail in dense deciduous or mixed forests, in which tree crowns are close to each other, between-crown shadows and boundaries are unobvious, whereas adjacent tree crowns may be of distinguishable spectra. In order to effectively delineate crowns in dense deciduous or mixed forests, a new ITC delineation method using both brightness and spectra of the image is proposed in this study. In this method, a morphological gradient map of the image is first generated, treetops of multi-scale crowns are extracted from the gradient map and refined regarding the spectral differences between neighboring crowns, the gradient map is segmented using a watershed approach with treetops as markers, and the resulting segmentation map is refined to yield a crown map. Evaluated on images of a rainforest and a deciduous forest, the proposed method more accurately delineated adjacent broad-leaved tree crowns with similar brightness but different spectra than the other two typical ITC delineation algorithms, achieving a delineation accuracy of up to 76% in the rainforest and 63% in the deciduous forest.
机构:
York Univ, Dept Earth & Space Sci & Engn, Keele St,4700, Toronto, ON M3J 1P3, CanadaYork Univ, Dept Earth & Space Sci & Engn, Keele St,4700, Toronto, ON M3J 1P3, Canada
Naveed, Faizaan
Hu, Baoxin
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York Univ, Dept Earth & Space Sci & Engn, Keele St,4700, Toronto, ON M3J 1P3, CanadaYork Univ, Dept Earth & Space Sci & Engn, Keele St,4700, Toronto, ON M3J 1P3, Canada
Hu, Baoxin
Wang, Jianguo
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机构:
York Univ, Dept Earth & Space Sci & Engn, Keele St,4700, Toronto, ON M3J 1P3, CanadaYork Univ, Dept Earth & Space Sci & Engn, Keele St,4700, Toronto, ON M3J 1P3, Canada
Wang, Jianguo
Hall, G. Brent
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机构:
Esri Canada, Educ & Res, 900-12 Concorde Pl, Toronto, ON M3C 3R8, CanadaYork Univ, Dept Earth & Space Sci & Engn, Keele St,4700, Toronto, ON M3J 1P3, Canada
机构:
Charles Darwin Univ, Res Inst Environm & Livelihoods, Casuarina, NT 0909, AustraliaCharles Darwin Univ, Res Inst Environm & Livelihoods, Casuarina, NT 0909, Australia
Heenkenda, Muditha K.
Joyce, Karen E.
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Charles Darwin Univ, Res Inst Environm & Livelihoods, Casuarina, NT 0909, AustraliaCharles Darwin Univ, Res Inst Environm & Livelihoods, Casuarina, NT 0909, Australia
Joyce, Karen E.
Maier, Stefan W.
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机构:
Charles Darwin Univ, Res Inst Environm & Livelihoods, Casuarina, NT 0909, AustraliaCharles Darwin Univ, Res Inst Environm & Livelihoods, Casuarina, NT 0909, Australia
机构:
Univ Estadual Campinas, Geosci Inst, POB 6152, BR-13083855 Campinas, SP, Brazil
Univ Estadual Campinas, UNICAMP, POB 6152, BR-13083855 Campinas, SP, BrazilUniv Estadual Campinas, Geosci Inst, POB 6152, BR-13083855 Campinas, SP, Brazil
Lassalle, Guillaume
Ferreira, Matheus Pinheiro
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机构:
Mil Inst Engn IME, Cartog Engn Dept, Praca Gen Tiburcio 80, BR-22290270 Rio De Janeiro, RJ, BrazilUniv Estadual Campinas, Geosci Inst, POB 6152, BR-13083855 Campinas, SP, Brazil
Ferreira, Matheus Pinheiro
La Rosa, Laura Elena Cue
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机构:
Pontif Catholic Univ Rio de Janeiro PUC, Dept Elect Engn, R Marques de Sao Vicente 225, BR-22541041 Rio De Janeiro, RJ, BrazilUniv Estadual Campinas, Geosci Inst, POB 6152, BR-13083855 Campinas, SP, Brazil
La Rosa, Laura Elena Cue
de Souza Filho, Carlos Roberto
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机构:
Univ Estadual Campinas, Geosci Inst, POB 6152, BR-13083855 Campinas, SP, BrazilUniv Estadual Campinas, Geosci Inst, POB 6152, BR-13083855 Campinas, SP, Brazil
机构:
Natl Inst Space Res INPE, Remote Sensing Div, BR-12227010 Sao Jose Dos Campos, SP, BrazilNatl Inst Space Res INPE, Remote Sensing Div, BR-12227010 Sao Jose Dos Campos, SP, Brazil
Wagner, Fabien Hubert
Ferreira, Matheus Pinheiro
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Natl Inst Space Res INPE, Remote Sensing Div, BR-12227010 Sao Jose Dos Campos, SP, Brazil
Mil Inst Engn IME, Cartog Engn Sect, Praca Gen Tiburcio 80, BR-22290270 Rio De Janeiro, RJ, BrazilNatl Inst Space Res INPE, Remote Sensing Div, BR-12227010 Sao Jose Dos Campos, SP, Brazil
Ferreira, Matheus Pinheiro
Sanchez, Alber
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Natl Inst Space Res INPE, Remote Sensing Div, BR-12227010 Sao Jose Dos Campos, SP, BrazilNatl Inst Space Res INPE, Remote Sensing Div, BR-12227010 Sao Jose Dos Campos, SP, Brazil
Sanchez, Alber
Hirye, Mayumi C. M.
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Natl Inst Space Res INPE, Remote Sensing Div, BR-12227010 Sao Jose Dos Campos, SP, BrazilNatl Inst Space Res INPE, Remote Sensing Div, BR-12227010 Sao Jose Dos Campos, SP, Brazil
Hirye, Mayumi C. M.
Zortea, Maciel
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IBM Res Brazil, Ave Pasteur 138, BR-22290240 Rio De Janeiro, RJ, BrazilNatl Inst Space Res INPE, Remote Sensing Div, BR-12227010 Sao Jose Dos Campos, SP, Brazil
Zortea, Maciel
Gloor, Emanuel
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机构:
Univ Leeds, Sch Geog, Ecol & Global Change, Leeds LS2 9JT, W Yorkshire, EnglandNatl Inst Space Res INPE, Remote Sensing Div, BR-12227010 Sao Jose Dos Campos, SP, Brazil
机构:
Int Res Ctr Big Data Sustainable Dev Goals, Beijing 100094, Peoples R China
China Siwei Surveying & Mapping Technol Co Ltd, Beijing 100190, Peoples R ChinaInt Res Ctr Big Data Sustainable Dev Goals, Beijing 100094, Peoples R China
Lin, Yuanyuan
Li, Hui
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机构:
Int Res Ctr Big Data Sustainable Dev Goals, Beijing 100094, Peoples R China
Chinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R ChinaInt Res Ctr Big Data Sustainable Dev Goals, Beijing 100094, Peoples R China
Li, Hui
Jing, Linhai
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机构:
Int Res Ctr Big Data Sustainable Dev Goals, Beijing 100094, Peoples R China
Chinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R ChinaInt Res Ctr Big Data Sustainable Dev Goals, Beijing 100094, Peoples R China
Jing, Linhai
Ding, Haifeng
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机构:
Int Res Ctr Big Data Sustainable Dev Goals, Beijing 100094, Peoples R China
Chinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R ChinaInt Res Ctr Big Data Sustainable Dev Goals, Beijing 100094, Peoples R China
Ding, Haifeng
Tian, Shufang
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机构:
China Univ Geosci, Sch Earth Sci & Resources, Beijing 100083, Peoples R ChinaInt Res Ctr Big Data Sustainable Dev Goals, Beijing 100094, Peoples R China