1. Identity statement | |
Reference Type | Journal Article |
Site | mtc-m21c.sid.inpe.br |
Holder Code | isadg {BR SPINPE} ibi 8JMKD3MGPCW/3DT298S |
Identifier | 8JMKD3MGP3W34R/3S4RE9H |
Repository | sid.inpe.br/mtc-m21c/2018/10.26.11.40 (restricted access) |
Last Update | 2018:10.26.11.40.20 (UTC) simone |
Metadata Repository | sid.inpe.br/mtc-m21c/2018/10.26.11.40.20 |
Metadata Last Update | 2024:04.05.23.31.11 (UTC) administrator |
DOI | 10.1016/j.isprsjprs.2018.09.013 |
ISSN | 0924-2716 |
Citation Key | WagnerPSHZGPSSA:2018:InTrCr |
Title | Individual tree crown delineation in a highly diverse tropical forest using very high resolution satellite images |
Year | 2018 |
Month | Nov. |
Access Date | 2024, Apr. 24 |
Type of Work | journal article |
Secondary Type | PRE PI |
Number of Files | 1 |
Size | 7798 KiB |
|
2. Context | |
Author | 1 Wagner, Fabien Hubert 2 Perreira, Matheus Pinheiro 3 Sanchez Ipia, Alber Hamersson 4 Hirye, Mayumi C. M. 5 Zortea, Maciel 6 Gloor, Emanuel 7 Phillips, Oliver L. 8 Souza Filho, Carlos Roberto de 9 Shimabukuro, Yosio Edemir 10 Aragão, Luiz Eduardo Oliveira e Cruz de |
Resume Identifier | 1 2 3 4 5 6 7 8 9 8JMKD3MGP5W/3C9JJCQ |
Group | 1 SER-SRE-SESPG-INPE-MCTIC-GOV-BR 2 SER-SRE-SESPG-INPE-MCTIC-GOV-BR 3 CST-CST-SESPG-INPE-MCTIC-GOV-BR 4 SER-SRE-SESPG-INPE-MCTIC-GOV-BR 5 6 7 8 9 DIDSR-CGOBT-INPE-MCTIC-GOV-BR 10 DIDSR-CGOBT-INPE-MCTIC-GOV-BR |
Affiliation | 1 Instituto Nacional de Pesquisas Espaciais (INPE) 2 Instituto Nacional de Pesquisas Espaciais (INPE) 3 Instituto Nacional de Pesquisas Espaciais (INPE) 4 Instituto Nacional de Pesquisas Espaciais (INPE) 5 IBM Research Brazil 6 University of Leeds 7 University of Leeds 8 Universidade Estadual de Campinas (UNICAMP) 9 Instituto Nacional de Pesquisas Espaciais (INPE) 10 Instituto Nacional de Pesquisas Espaciais (INPE) |
Author e-Mail Address | 1 2 3 alber.ipia@inpe.br 4 mayumi.hirye@inpe.br 5 6 7 8 9 yosio.shimabukuro@inpe.br 10 luiz.aragao@inpe.br |
Journal | ISPRS Journal of Photogrammetry and Remote Sensing |
Volume | 145 |
Number | pt B |
Pages | 362-377 |
Secondary Mark | A1_GEOCIÊNCIAS A2_INTERDISCIPLINAR A2_CIÊNCIAS_AMBIENTAIS B1_ENGENHARIAS_IV B1_BIODIVERSIDADE C_CIÊNCIAS_AGRÁRIAS_I |
History (UTC) | 2018-10-26 11:40:20 :: simone -> administrator :: 2018-10-26 11:40:21 :: administrator -> simone :: 2018 2018-10-26 11:41:15 :: simone -> administrator :: 2018 2024-04-05 23:31:11 :: administrator -> simone :: 2018 |
|
3. Content and structure | |
Is the master or a copy? | is the master |
Content Stage | completed |
Transferable | 1 |
Content Type | External Contribution |
Version Type | publisher |
Keywords | Image segmentation Multispectral image Tropical forests Species identification Rolling ball algorithm Mathematical morphology |
Abstract | Mapping tropical tree species at landscape scales to provide information for ecologists and forest managers is a new challenge for the remote sensing community. For this purpose, detection and delineation of individual tree crowns (ITCs) is a prerequisite. Here, we present a new method of automatic tree crown delineation based only on very high resolution images from WorldView-2 satellite and apply it to a region of the Atlantic rain forest with highly heterogeneous tropical canopy cover the Santa Genebra forest reserve in Brazil. The method works in successive steps that involve pre-processing, selection of forested pixels, enhancement of borders, detection of pixels in the crown borders, correction of shade in large trees and, finally, segmentation of the tree crowns. Principally, the method uses four techniques: rolling ball algorithm and mathematical morphological operations to enhance the crown borders and ease the extraction of tree crowns; bimodal distribution parameters estimations to identify the shaded pixels in the gaps, borders, and crowns; and focal statistics for the analysis of neighbouring pixels. Crown detection is validated by comparing the delineated ITCs with a sample of ITCs delineated manually by visual interpretation. In addition, to test if the spectra of individual species are conserved in the automatic delineated crowns, we compare the accuracy of species prediction with automatic and manual delineated crowns with known species. We find that our method permits detection of up to 80% of ITCs. The seven species with over 10 crowns identified in the field were mapped with reasonable accuracy (30.596%) given that only WorldView-2 bands and texture features were used. Similar classification accuracies were obtained using both automatic and manual delineation, thereby confirming that species spectral responses are preserved in the automatic method and thus permitting the recognition of species at the landscape scale. Our method might support tropical forest applications, such as mapping species and canopy characteristics at the landscape scale. |
Area | SRE |
Arrangement 1 | urlib.net > BDMCI > Fonds > Produção anterior à 2021 > DIDSR > Individual tree crown... |
Arrangement 2 | urlib.net > BDMCI > Fonds > Produção pgr ATUAIS > SER > Individual tree crown... |
Arrangement 3 | urlib.net > BDMCI > Fonds > Produção pgr ATUAIS > CST > Individual tree crown... |
Arrangement 4 | MM > Individual tree crown... |
doc Directory Content | access |
source Directory Content | there are no files |
agreement Directory Content | |
|
4. Conditions of access and use | |
Language | en |
Target File | wagner_individual.pdf |
User Group | simone |
Reader Group | administrator simone |
Visibility | shown |
Archiving Policy | denypublisher denyfinaldraft24 |
Read Permission | deny from all and allow from 150.163 |
Update Permission | not transferred |
|
5. Allied materials | |
Next Higher Units | 8JMKD3MGPCW/3ER446E 8JMKD3MGPCW/3F3NU5S 8JMKD3MGPCW/449U4PL 8JMKD3MGPCW/4AUUH9L |
Citing Item List | sid.inpe.br/bibdigital/2021/03.06.05.18 1 sid.inpe.br/bibdigital/2013/09.13.21.11 1 sid.inpe.br/mtc-m21/2012/07.13.15.02.10 1 |
Dissemination | WEBSCI; PORTALCAPES; COMPENDEX; SCOPUS. |
Host Collection | urlib.net/www/2017/11.22.19.04 |
|
6. Notes | |
Empty Fields | alternatejournal archivist callnumber copyholder copyright creatorhistory descriptionlevel e-mailaddress format isbn label lineage mark mirrorrepository nextedition notes orcid parameterlist parentrepositories previousedition previouslowerunit progress project rightsholder schedulinginformation secondarydate secondarykey session shorttitle sponsor subject tertiarymark tertiarytype url |
|
7. Description control | |
e-Mail (login) | simone |
update | |
|