Development of a Rapid and Precise Method of Digital Image Analysis to Quantify Canopy Density and Structural Complexity

Estimation of canopy density is necessary for ecological research and woodland management. However, traditional manual methods are time consuming and subject to interobserver variability, while existing photographic methods usually require expensive fish-eye lenses and complex analysis. Here we intr...

Full description

Saved in:
Bibliographic Details
Published inISRN ecology (Cairo) Vol. 2012; no. 2012; pp. 1 - 11
Main Authors Goodenough, Anne E., Goodenough, Andrew S.
Format Journal Article
LanguageEnglish
Published Cairo, Egypt Hindawi Puplishing Corporation 15.03.2012
International Scholarly Research Network
Online AccessGet full text

Cover

Loading…
Abstract Estimation of canopy density is necessary for ecological research and woodland management. However, traditional manual methods are time consuming and subject to interobserver variability, while existing photographic methods usually require expensive fish-eye lenses and complex analysis. Here we introduce and test a new method of digital image analysis, CanopyDigi. This allows user-defined threshold to polarise the 256 grey shades of a standard monochrome bitmap into dark “canopy” and light “sky” pixels (the threshold being selected using false-colour images to ensure its suitability). Canopy density data are calculated automatically and rapidly, and, unlike many other common methods, aggregation data are obtainable using Morisita’s index to differentiate closed (diffuse light) and open (direct light) canopies. Results were highly repeatable in both homogeneous and heterogeneous woodland. Estimates correlated strongly with existing (nondigital) canopy techniques, but quicker and with significantly lower interobserver variability (CV = 3.74% versus 20.73%). We conclude that our new method is an inexpensive and precise technique for quantifying canopy density and aggregation.
AbstractList Estimation of canopy density is necessary for ecological research and woodland management. However, traditional manual methods are time consuming and subject to interobserver variability, while existing photographic methods usually require expensive fish-eye lenses and complex analysis. Here we introduce and test a new method of digital image analysis, CanopyDigi. This allows user-defined threshold to polarise the 256 grey shades of a standard monochrome bitmap into dark “canopy” and light “sky” pixels (the threshold being selected using false-colour images to ensure its suitability). Canopy density data are calculated automatically and rapidly, and, unlike many other common methods, aggregation data are obtainable using Morisita’s index to differentiate closed (diffuse light) and open (direct light) canopies. Results were highly repeatable in both homogeneous and heterogeneous woodland. Estimates correlated strongly with existing (nondigital) canopy techniques, but quicker and with significantly lower interobserver variability (CV = 3.74% versus 20.73%). We conclude that our new method is an inexpensive and precise technique for quantifying canopy density and aggregation.
Author Goodenough, Andrew S.
Goodenough, Anne E.
Author_xml – sequence: 1
  fullname: Goodenough, Anne E.
– sequence: 2
  fullname: Goodenough, Andrew S.
BookMark eNqFkMtLAzEQxoMoWGtPnoWcldok-0j2WFofhYrv85LNTtrINlk2qXb_e7dWehDEuczA9_tmmO8EHVpnAaEzSq6SmLARI5SNUpqJmB2gHiMZGcYpY4f7mcbHaOD9O-mKc8GTrIc2U_iAytUrsAE7jSV-lrUpsbQlfmxAGQ_4HsLSlVt1ahYmyArPVnIBeGxl1XrjcXD4aS1tMLrFE2ld3eIpWG9C-73nJTRrFdZNZ5y4VV3BplNO0ZGWlYfBT--jt5vr18ndcP5wO5uM50NFOWPDlBRKJ6B4SiVhMYiUiiwRECUliyiojEZQCMm1iFKqJWSaRwUvUqoKkWVlEvXR5W6vapz3Dei8bsxKNm1OSb7NLd_mlu9y62j6i1bdw8E4Gxppqj88FzvP0thSfpp_DpzvYOgQ0HIPxyLhLIq-AMZIiLk
CitedBy_id crossref_primary_10_56093_ijas_v85i8_50835
crossref_primary_10_1186_s40317_022_00289_9
crossref_primary_10_1016_j_biocon_2016_04_004
crossref_primary_10_1007_s11252_014_0365_0
crossref_primary_10_1016_j_funeco_2019_08_005
crossref_primary_10_3389_fphys_2014_00432
crossref_primary_10_1007_s12524_023_01687_z
crossref_primary_10_1111_jvs_12882
crossref_primary_10_1155_2017_3493691
crossref_primary_10_1007_s11676_023_01635_0
crossref_primary_10_56093_ijas_v84i6_41470
crossref_primary_10_1016_j_mseb_2016_04_007
crossref_primary_10_1590_1806_90882017000500005
crossref_primary_10_1007_s11258_018_0826_2
crossref_primary_10_3390_rs12152352
crossref_primary_10_1007_s11056_017_9591_7
crossref_primary_10_3390_rs11242972
crossref_primary_10_56093_ijas_v85i1_46005
crossref_primary_10_1007_s00484_022_02276_4
Cites_doi 10.1139/x88-088
10.2307/2257250
10.1371/journal.pone.0014381
10.2135/cropsci2000.403834x
10.2135/cropsci2001.1884
10.1017/S0266467401001146
10.1086/285314
10.1016/j.foreco.2006.05.069
10.1080/13887890.2005.9748244
10.2307/2937114
10.1016/j.agrformet.2006.04.009
10.1046/j.1365-2664.2000.00573.x
10.14358/PERS.75.4.375
10.1093/ee/7.5.619
10.1093/wjaf/18.3.189
10.2307/2257780
10.1111/j.1744-7429.2000.tb00485.x
10.1007/s10310-010-0189-6
10.1007/BF02762529
10.1093/wjaf/9.1.21
10.1017/S0266467400007112
10.1139/X04-103
10.1016/j.foreco.2005.08.034
10.1016/j.agrformet.2004.10.002
10.1093/forestscience/32.4.1085
10.1139/cjfr-30-12-1999
10.1093/forestry/72.1.59
10.1139/x90-014
10.5558/tfc23222-3
10.1139/cjfr-31-3-410
ContentType Journal Article
Contributor Goodenough, Andrew S
Contributor_xml – sequence: 1
  fullname: Goodenough, Andrew S
Copyright Copyright © 2012 Anne E. Goodenough and Andrew S. Goodenough.
Copyright_xml – notice: Copyright © 2012 Anne E. Goodenough and Andrew S. Goodenough.
DBID ADJCN
AGBXD
AHFXO
RHU
RHW
RHX
AAYXX
CITATION
DOI 10.5402/2012/619842
DatabaseName الدوريات العلمية والإحصائية - e-Marefa Academic and Statistical Periodicals
قاعدة البيئة والطاقة والمياه - e-Marefa Water, Energy & Environment Issues
معرفة - المحتوى العربي الأكاديمي المتكامل - e-Marefa Academic Complete
Hindawi Publishing Complete
Hindawi Publishing Subscription Journals
Hindawi Publishing Open Access
CrossRef
DatabaseTitle CrossRef
DatabaseTitleList

CrossRef
Database_xml – sequence: 1
  dbid: RHX
  name: Hindawi Publishing Open Access
  url: http://www.hindawi.com/journals/
  sourceTypes: Publisher
DeliveryMethod fulltext_linktorsrc
Discipline Ecology
EISSN 2090-4622
Editor Rossetto, M.
Chappelka, A.
Editor_xml – sequence: 1
  givenname: A.
  surname: Chappelka
  fullname: Chappelka, A.
– sequence: 2
  givenname: M.
  surname: Rossetto
  fullname: Rossetto, M.
EndPage 11
ExternalDocumentID 10_5402_2012_619842
485723
GroupedDBID 4.4
5VS
7XC
8FE
8FH
AAJEY
ACPRK
ADBBV
ADJCN
AFKRA
AFRAH
AGBXD
AHFXO
ALMA_UNASSIGNED_HOLDINGS
ATCPS
BBNVY
BENPR
BHPHI
CCPQU
EBD
EBS
EDH
EJD
GROUPED_DOAJ
HCIFZ
KQ8
LK8
M7P
M~E
OK1
PATMY
PYCSY
RHU
RHW
RHX
AAYXX
AEUYN
CITATION
PHGZM
PHGZT
ID FETCH-LOGICAL-c1722-60bcf5ec761a024e8618958e35d231ec913eb8a7f8361fae9f73b7b61cb899d53
IEDL.DBID RHX
ISSN 2090-4614
2090-4622
IngestDate Tue Jul 01 03:11:47 EDT 2025
Thu Apr 24 23:12:21 EDT 2025
Sun Jun 02 18:48:30 EDT 2024
Tue Nov 26 16:45:52 EST 2024
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 2012
Language English
License This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
http://creativecommons.org/licenses/by/3.0
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c1722-60bcf5ec761a024e8618958e35d231ec913eb8a7f8361fae9f73b7b61cb899d53
OpenAccessLink https://dx.doi.org/10.5402/2012/619842
PageCount 11
ParticipantIDs crossref_primary_10_5402_2012_619842
crossref_citationtrail_10_5402_2012_619842
hindawi_primary_10_5402_2012_619842
emarefa_primary_485723
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2012-03-15
PublicationDateYYYYMMDD 2012-03-15
PublicationDate_xml – month: 03
  year: 2012
  text: 2012-03-15
  day: 15
PublicationDecade 2010
PublicationPlace Cairo, Egypt
PublicationPlace_xml – name: Cairo, Egypt
PublicationTitle ISRN ecology (Cairo)
PublicationYear 2012
Publisher Hindawi Puplishing Corporation
International Scholarly Research Network
Publisher_xml – name: Hindawi Puplishing Corporation
– name: International Scholarly Research Network
References (26) 1988; 18
(5) 1992; 139
(12) 2000; 37
RichP. M.WoodJ.VieglaisD. A.BurekK.WebbN.HemiView, Delta-T Devices Ltd, 1999
(40) 2000; 5
GoldsmithB.GoldsmithF. B.Vegetation MonitoringMonitoring for Conservation and Ecology1990London, UKChapman and Hall7786
(15) 1999; 72
(41) 2004; 34
(46) 2000; 32
(43) 2007; 143
(44) 2009; 75
MitchellP. L.WhitmoreT. C.Use of Hemispherical Photographs in Forest Ecology: Calculation of Absolute Amount of Radiation Beneath the Canopy1999Oxford, UKOxford Forestry InstituteOccasional Papers Number 44
(6) 1994; 9
NewtonA. C.Forest Ecology and Conservation: A Handbook of Techniques2007Oxford, UKOxford University Press
(14) 2006; 232
(31) 1986; 32
(10) 2005; 8
(42) 2005; 128
PeterkenG.Woodland Conservation and Management19932ndLondon, UKChapman and Hall
(8) 2001; 80
(30) 2001; 31
(45) 1978; 7
(4) 2000; 30
(24) 1947; 23
SutherlandW. J.GreenR. E.SutherlandW. J.NewtonI.GreenR. E.Habitat assessmentBird Ecology and Conservation: A Handbook of Techniques2004Oxford, UKOxford University Press251268
BarnesB.ZakD.DentonS.SpurrS.Forest Ecology19984thNew York, NY, USAJohn Wiley & Sons
WisdomM. J.HolthausenR. S.WalesB. C.Source habitats for terrestrial vertebrates of focus in the interior Columbia basin: broadscale trends and management implications20002PNW-GTR-485Portland, Ore, USADepartment of Agriculture, Forest Service, Pacific Northwest Research Station
KirbyK. J.A Woodland Survey Handbook1988Peterborough, UKNature Conservancy Council
(32) 1993; 9
(9) 2003; 18
HaleS.Managing light to enable natural regeneration in british conifer forestsForestry Commission Information Note 63, 2004
(22) 1992; 62
(47) 1990; 20
(23) 1956; 2
(29) 2010; 15
(11) 1994; 31
(25) 1995; 23
(38) 2001; 41
(21) 2001; 17
(34) 1990; 5
(1) 2005; 218
KentM.CokerP.Vegetation Description and Analysis—A Practical Approach1993London, UKWiley Blackwell
(39) 1964; 52
FrazerG. W.CanhamC. D.LertzmanK. P.Gap Light Analyzer (GLA), Version 2.0: Imaging software to extract canopy structure and gap light transmission indices from true-colour fisheye photographsSimon Fraser University, British Columbia, and the Institute of Ecosystem Studies, New York, NY, USA, 1999
(33) 1959; 47
MoorthyI.MillerJ. R.BerniJ. A. J.Zarco-TejadaP. J.QingmouL.Extracting tree crown properties from ground-based scanning laser dataProceedings of the IEEE International Geoscience and Remote Sensing Symposium (IGARSS '07)2007Barcelona, Spain28302832
(48) 2010; 5
(37) 2000; 40
22
(35) 1990; 5
44
(48) 1990; 20
(16) 2007
49
(23) 1992; 62
(33) 1993; 9
(21) 2004
(46) 1978; 7
(24) 1956; 2
(18) 1993
(39) 2001; 41
(2) 1993
(34) 1959; 47
30
31
(17) 1988
(38) 2000; 40
12
14
(25) 1947; 23
(27) 1988; 18
(26) 1995; 23
(41) 2000; 5
(45) 2009; 75
1
(32) 1986; 32
(3) 1998
4
(47) 2000; 32
(19) 1990
(40) 1964; 52
42
(37) 1999
43
References_xml – volume: 32
  start-page: 1085
  issue: 4
  year: 1986
  end-page: 1091
  ident: 31
  article-title: Evaluating forest vegetative cover with computerized analysis of fisheye photographs
– volume: 75
  start-page: 375
  issue: 4
  year: 2009
  end-page: 384
  ident: 44
  article-title: Hemispheric image modeling and analysis techniques for solar radiation determination in forest ecosystems
– volume: 128
  start-page: 243
  issue: 3-4
  year: 2005
  end-page: 250
  ident: 42
  article-title: Automatic thresholding for hemispherical canopy-photographs based on edge detection
– volume: 37
  start-page: 1044
  issue: 6
  year: 2000
  end-page: 1053
  ident: 12
  article-title: An improved method for the rapid assessment of forest understorey light environments
– volume: 23
  start-page: 222
  year: 1947
  end-page: 225
  ident: 24
  article-title: An instrument to measure forest crown cover
– reference: WisdomM. J.HolthausenR. S.WalesB. C.Source habitats for terrestrial vertebrates of focus in the interior Columbia basin: broadscale trends and management implications20002PNW-GTR-485Portland, Ore, USADepartment of Agriculture, Forest Service, Pacific Northwest Research Station
– reference: NewtonA. C.Forest Ecology and Conservation: A Handbook of Techniques2007Oxford, UKOxford University Press
– reference: RichP. M.WoodJ.VieglaisD. A.BurekK.WebbN.HemiView, Delta-T Devices Ltd, 1999
– volume: 80
  start-page: 424
  issue: 3
  year: 2001
  end-page: 427
  ident: 8
  article-title: Abundance and habitat selection of the Malabar spiny dormouse in the rainforests of the southern Western Ghats, India
– reference: PeterkenG.Woodland Conservation and Management19932ndLondon, UKChapman and Hall
– volume: 17
  start-page: 207
  issue: 2
  year: 2001
  end-page: 224
  ident: 21
  article-title: Evaluation of different methods to estimate understorey light conditions in tropical forests
– volume: 62
  start-page: 315
  issue: 3
  year: 1992
  end-page: 344
  ident: 22
  article-title: Life history diversity of canopy and emergent trees in a neotropical rain forest
– volume: 18
  start-page: 189
  issue: 3
  year: 2003
  end-page: 198
  ident: 9
  article-title: Structural characteristics of forest stands within home ranges of Mexican spotted owls in Arizona and New Mexico
– volume: 5
  start-page: 13
  year: 1990
  end-page: 29
  ident: 34
  article-title: Characterizing plant canopies with hemispherical photographs
– volume: 34
  start-page: 2208
  issue: 11
  year: 2004
  end-page: 2216
  ident: 41
  article-title: Automatic thresholding for digital hemispherical photography
– volume: 31
  start-page: 1
  year: 1994
  end-page: 16
  ident: 11
  article-title: Estimating forest canopy closure using hemispherical photography
– reference: GoldsmithB.GoldsmithF. B.Vegetation MonitoringMonitoring for Conservation and Ecology1990London, UKChapman and Hall7786
– volume: 52
  start-page: 27
  year: 1964
  end-page: 41
  ident: 39
  article-title: Studies of the woodland light climate. 1. The photographic computation of light conditions
– reference: KirbyK. J.A Woodland Survey Handbook1988Peterborough, UKNature Conservancy Council
– volume: 32
  start-page: 385
  issue: 3
  year: 2000
  end-page: 396
  ident: 46
  article-title: Spatial distribution of vascular epiphytes (including hemiepiphytes) in a lowland Amazonian rain forest (Surumoni crane plot) of southern Venezuela
– reference: FrazerG. W.CanhamC. D.LertzmanK. P.Gap Light Analyzer (GLA), Version 2.0: Imaging software to extract canopy structure and gap light transmission indices from true-colour fisheye photographsSimon Fraser University, British Columbia, and the Institute of Ecosystem Studies, New York, NY, USA, 1999
– volume: 9
  start-page: 21
  year: 1994
  end-page: 23
  ident: 6
  article-title: A comparison of two techniques for measuring canopy density
– volume: 232
  start-page: 188
  issue: 1–3
  year: 2006
  end-page: 197
  ident: 14
  article-title: Comparison of five canopy cover estimation techniques in the western Oregon Cascades
– reference: HaleS.Managing light to enable natural regeneration in british conifer forestsForestry Commission Information Note 63, 2004
– volume: 5
  start-page: 1
  issue: 12
  year: 2010
  end-page: 7
  ident: 48
  article-title: Eu-social science: the role of internet social networks in the collection of bee biodiversity data
– volume: 218
  start-page: 1
  issue: 1–3
  year: 2005
  end-page: 24
  ident: 1
  article-title: Forest and woodland stand structural complexity: its definition and measurement
– volume: 2
  start-page: 314
  year: 1956
  end-page: 320
  ident: 23
  article-title: A spherical densiometer for estimating forest overstory density
– volume: 15
  start-page: 283
  issue: 5
  year: 2010
  end-page: 288
  ident: 29
  article-title: Effect of settings of digital fisheye photography to estimate relative illuminance within forest under low light conditions
– volume: 47
  start-page: 103
  year: 1959
  end-page: 113
  ident: 33
  article-title: Hemispherical and woodland canopy photography and the light climate
– volume: 40
  start-page: 834
  issue: 3
  year: 2000
  end-page: 837
  ident: 37
  article-title: Soybean canopy coverage and light interception measurements using digital imagery
– volume: 5
  start-page: 109
  year: 2000
  end-page: 111
  ident: 40
  article-title: A calibration method for adjusting hemispherical photographs to appropriate black-and-white images
– volume: 143
  start-page: 1
  issue: 1-2
  year: 2007
  end-page: 12
  ident: 43
  article-title: Indirect estimates of canopy gap fraction based on the linear conversion of hemispherical photographs. Methodology and comparison with standard thresholding techniques
– volume: 72
  start-page: 59
  issue: 1
  year: 1999
  end-page: 73
  ident: 15
  article-title: Assessing forest canopies and understorey illumination: Canopy closure, canopy cover and other measures
– volume: 30
  start-page: 1999
  issue: 12
  year: 2000
  end-page: 2005
  ident: 4
  article-title: Evaluation of digital and film hemispherical photography and spherical densiometry for measuring forest light environments
– reference: KentM.CokerP.Vegetation Description and Analysis—A Practical Approach1993London, UKWiley Blackwell
– volume: 139
  start-page: 80
  year: 1992
  end-page: 101
  ident: 5
  article-title: Interspecific competition for tree holes: consequences for mating systems and co-existence in neotropical damselflies
– volume: 20
  start-page: 101
  issue: 1
  year: 1990
  end-page: 107
  ident: 47
  article-title: Comparison of methods for estimating forest overstory cover: differences among techniques
– volume: 8
  start-page: 67
  year: 2005
  end-page: 79
  ident: 10
  article-title: Landscape variation in the larval density of a bromeliad-dwelling zygopteran (Odonata: Pseudostigmatidae)
– volume: 41
  start-page: 1884
  issue: 6
  year: 2001
  end-page: 1888
  ident: 38
  article-title: Quantifying turfgrass cover using digital image analysis
– reference: BarnesB.ZakD.DentonS.SpurrS.Forest Ecology19984thNew York, NY, USAJohn Wiley & Sons
– reference: SutherlandW. J.GreenR. E.SutherlandW. J.NewtonI.GreenR. E.Habitat assessmentBird Ecology and Conservation: A Handbook of Techniques2004Oxford, UKOxford University Press251268
– volume: 31
  start-page: 410
  issue: 3
  year: 2001
  end-page: 418
  ident: 30
  article-title: Laser point-quadrat sampling for estimating foliage-height profiles in broad-leaved forests
– volume: 23
  start-page: 711
  issue: 4
  year: 1995
  end-page: 717
  ident: 25
  article-title: Spherical densiometers produce biased estimates of forest canopy cover
– volume: 9
  start-page: 131
  issue: 2
  year: 1993
  end-page: 151
  ident: 32
  article-title: Use of hemispherical photographs in forest ecology: measurement of gap size and radiation totals in a Bornean tropical rain forest
– volume: 18
  start-page: 606
  issue: 5
  year: 1988
  end-page: 609
  ident: 26
  article-title: Comparison of methods for estimating forest overstory cover. I. Observer effects
– volume: 7
  start-page: 619
  year: 1978
  end-page: 621
  ident: 45
  article-title: Selecting a measure of dispersion
– reference: MitchellP. L.WhitmoreT. C.Use of Hemispherical Photographs in Forest Ecology: Calculation of Absolute Amount of Radiation Beneath the Canopy1999Oxford, UKOxford Forestry InstituteOccasional Papers Number 44
– reference: MoorthyI.MillerJ. R.BerniJ. A. J.Zarco-TejadaP. J.QingmouL.Extracting tree crown properties from ground-based scanning laser dataProceedings of the IEEE International Geoscience and Remote Sensing Symposium (IGARSS '07)2007Barcelona, Spain28302832
– volume: 18
  start-page: 606
  issue: 5
  year: 1988
  ident: 27
  publication-title: Canadian Journal of Forest Research
  doi: 10.1139/x88-088
– volume: 47
  start-page: 103
  year: 1959
  ident: 34
  publication-title: Journal of Ecology
  doi: 10.2307/2257250
– ident: 49
  doi: 10.1371/journal.pone.0014381
– year: 1988
  ident: 17
– volume: 31
  start-page: 1
  year: 1994
  ident: 11
  publication-title: Swansea Geographer
– volume: 40
  start-page: 834
  issue: 3
  year: 2000
  ident: 38
  publication-title: Crop Science
  doi: 10.2135/cropsci2000.403834x
– volume: 41
  start-page: 1884
  issue: 6
  year: 2001
  ident: 39
  publication-title: Crop Science
  doi: 10.2135/cropsci2001.1884
– ident: 22
  doi: 10.1017/S0266467401001146
– volume: 2
  start-page: 314
  year: 1956
  ident: 24
  publication-title: Forest Science
– volume: 139
  start-page: 80
  year: 1992
  ident: 5
  publication-title: The American Naturalist
  doi: 10.1086/285314
– start-page: 251
  volume-title: Habitat assessment
  year: 2004
  ident: 21
– ident: 14
  doi: 10.1016/j.foreco.2006.05.069
– volume: 8
  start-page: 67
  year: 2005
  ident: 10
  publication-title: International Journal of Odonatology
  doi: 10.1080/13887890.2005.9748244
– volume: 62
  start-page: 315
  issue: 3
  year: 1992
  ident: 23
  publication-title: Ecological Monographs
  doi: 10.2307/2937114
– ident: 44
  doi: 10.1016/j.agrformet.2006.04.009
– ident: 12
  doi: 10.1046/j.1365-2664.2000.00573.x
– volume: 75
  start-page: 375
  issue: 4
  year: 2009
  ident: 45
  publication-title: Photogrammetric Engineering and Remote Sensing
  doi: 10.14358/PERS.75.4.375
– volume: 7
  start-page: 619
  year: 1978
  ident: 46
  publication-title: Environmental Entomology
  doi: 10.1093/ee/7.5.619
– year: 1998
  ident: 3
– year: 1993
  ident: 2
– volume: 80
  start-page: 424
  issue: 3
  year: 2001
  ident: 8
  publication-title: Current Science
– volume: 18
  start-page: 189
  issue: 3
  year: 2003
  ident: 9
  publication-title: Western Journal of Applied Forestry
  doi: 10.1093/wjaf/18.3.189
– volume: 52
  start-page: 27
  year: 1964
  ident: 40
  publication-title: Journal of Ecology
  doi: 10.2307/2257780
– volume: 32
  start-page: 385
  issue: 3
  year: 2000
  ident: 47
  publication-title: Biotropica
  doi: 10.1111/j.1744-7429.2000.tb00485.x
– year: 1993
  ident: 18
– start-page: 77
  volume-title: Vegetation Monitoring
  year: 1990
  ident: 19
– ident: 30
  doi: 10.1007/s10310-010-0189-6
– volume: 5
  start-page: 109
  year: 2000
  ident: 41
  publication-title: The Journal of Forest Research
  doi: 10.1007/BF02762529
– year: 2007
  ident: 16
– volume: 9
  start-page: 21
  year: 1994
  ident: 6
  publication-title: Western Journal of Applied Forestry
  doi: 10.1093/wjaf/9.1.21
– volume: 5
  start-page: 13
  year: 1990
  ident: 35
  publication-title: Remote Sensing Reviews
– volume: 9
  start-page: 131
  issue: 2
  year: 1993
  ident: 33
  publication-title: Journal of Tropical Ecology
  doi: 10.1017/S0266467400007112
– volume: 23
  start-page: 711
  issue: 4
  year: 1995
  ident: 26
  publication-title: Wildlife Society Bulletin
– ident: 42
  doi: 10.1139/X04-103
– ident: 1
  doi: 10.1016/j.foreco.2005.08.034
– ident: 43
  doi: 10.1016/j.agrformet.2004.10.002
– volume: 32
  start-page: 1085
  issue: 4
  year: 1986
  ident: 32
  publication-title: Forest Science
  doi: 10.1093/forestscience/32.4.1085
– ident: 4
  doi: 10.1139/cjfr-30-12-1999
– volume: 72
  start-page: 59
  issue: 1
  year: 1999
  ident: 15
  publication-title: Forestry
  doi: 10.1093/forestry/72.1.59
– volume: 20
  start-page: 101
  issue: 1
  year: 1990
  ident: 48
  publication-title: Canadian Journal of Forest Research
  doi: 10.1139/x90-014
– volume: 23
  start-page: 222
  year: 1947
  ident: 25
  publication-title: Forestry Chronicle
  doi: 10.5558/tfc23222-3
– ident: 31
  doi: 10.1139/cjfr-31-3-410
– year: 1999
  ident: 37
SSID ssj0000778759
Score 1.7935696
Snippet Estimation of canopy density is necessary for ecological research and woodland management. However, traditional manual methods are time consuming and subject...
SourceID crossref
hindawi
emarefa
SourceType Enrichment Source
Index Database
Publisher
StartPage 1
Title Development of a Rapid and Precise Method of Digital Image Analysis to Quantify Canopy Density and Structural Complexity
URI https://search.emarefa.net/detail/BIM-485723
https://dx.doi.org/10.5402/2012/619842
Volume 2012
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1bS8MwFA46Gfgi3obzMgLuSSgubdOkj7oLU9iY08HeRpKlOnDdYBPtv_ecthvzgvjW0pM8nJPmfF978h1Cqp6vpPFrkcNcN3R8G2onVMY6jAurhAqAUiBR7HSD9sC_H_JhXiC7-PELH-CEC_ScudeA86UPW-02rC_k5O3h-ktKTcCi42F2-O77iC_ppminCi4gBxVfkPG-TzZySWuf7OUgkN5kUTsgWzY-JMVmKiCdHJGPjUoeOouoon01n4wpkH7aQzWKhaWdtPMzPm1MnrHxB72bwtZAVyIjdDmjD28KS4ESWlfxbJ7QBharL5N0nsdUNxY1NyhuCSiLuUyOyaDVfKq3nbxDgmMAeLhOUNMm4taIgClItlYGTIZcWo-PAbdZEzLPaqlEJL2ARcqGkfC00AEzGnjWmHslUohnsT0hFDK3juAFBkSGx0-tjpQbyDHMqYywri6Tq5UjRyaXD8cuFq8joBHo9RF6fZR5vUyqa-N5pprxu1kpj8jaypdcuF6ZXOYB-mv46b-szsgu3mHdGOPnpADutRcAJJa6QnZum91ev5Kup09WEsKD
linkProvider Hindawi Publishing
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Development+of+a+Rapid+and+Precise+Method+of+Digital+Image+Analysis+to+Quantify+Canopy+Density+and+Structural+Complexity&rft.jtitle=ISRN+ecology+%28Cairo%29&rft.au=Goodenough%2C+Anne+E.&rft.au=Goodenough%2C+Andrew+S.&rft.date=2012-03-15&rft.issn=2090-4622&rft.eissn=2090-4622&rft.volume=2012&rft.spage=1&rft.epage=11&rft_id=info:doi/10.5402%2F2012%2F619842&rft.externalDBID=n%2Fa&rft.externalDocID=10_5402_2012_619842
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2090-4614&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2090-4614&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2090-4614&client=summon