Understanding the Effects of Optimal Combination of Spectral Bands on Deep Learning Model Predictions: A Case Study Based on Permafrost Tundra Landform Mapping Using High Resolution Multispectral Satellite Imagery.
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| Title: | Understanding the Effects of Optimal Combination of Spectral Bands on Deep Learning Model Predictions: A Case Study Based on Permafrost Tundra Landform Mapping Using High Resolution Multispectral Satellite Imagery. |
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| Authors: | Bhuiyan MAE; Department of Natural Resources and the Environment, University of Connecticut, Storrs, CT 06269, USA., Witharana C; Department of Natural Resources and the Environment, University of Connecticut, Storrs, CT 06269, USA., Liljedahl AK; Woodwell Climate Research Center, Falmouth, MA 02540, USA.; Institute of Northern Engineering, University of Alaska Fairbanks, Fairbanks, AK 99775, USA., Jones BM; Institute of Northern Engineering, University of Alaska Fairbanks, Fairbanks, AK 99775, USA., Daanen R; Alaska Department of Natural Resources, Division of Geological & Geophysical Surveys, Fairbanks, AK 99775, USA., Epstein HE; Department of Environmental Sciences, University of Virginia, Charlottesville, VA 22904, USA., Kent K; Department of Environmental Sciences, University of Virginia, Charlottesville, VA 22904, USA., Griffin CG; Department of Environmental Sciences, University of Virginia, Charlottesville, VA 22904, USA., Agnew A; Department of Natural Resources and the Environment, University of Connecticut, Storrs, CT 06269, USA. |
| Source: | Journal of imaging [J Imaging] 2020 Sep 17; Vol. 6 (9). Date of Electronic Publication: 2020 Sep 17. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: MDPI Country of Publication: Switzerland NLM ID: 101698819 Publication Model: Electronic Cited Medium: Internet ISSN: 2313-433X (Electronic) Linking ISSN: 2313433X NLM ISO Abbreviation: J Imaging Subsets: PubMed not MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 34460754 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Understanding the Effects of Optimal Combination of Spectral Bands on Deep Learning Model Predictions: A Case Study Based on Permafrost Tundra Landform Mapping Using High Resolution Multispectral Satellite Imagery. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Bhuiyan+MAE%22">Bhuiyan MAE</searchLink>; Department of Natural Resources and the Environment, University of Connecticut, Storrs, CT 06269, USA.<br /><searchLink fieldCode="AU" term="%22Witharana+C%22">Witharana C</searchLink>; Department of Natural Resources and the Environment, University of Connecticut, Storrs, CT 06269, USA.<br /><searchLink fieldCode="AU" term="%22Liljedahl+AK%22">Liljedahl AK</searchLink>; Woodwell Climate Research Center, Falmouth, MA 02540, USA.; Institute of Northern Engineering, University of Alaska Fairbanks, Fairbanks, AK 99775, USA.<br /><searchLink fieldCode="AU" term="%22Jones+BM%22">Jones BM</searchLink>; Institute of Northern Engineering, University of Alaska Fairbanks, Fairbanks, AK 99775, USA.<br /><searchLink fieldCode="AU" term="%22Daanen+R%22">Daanen R</searchLink>; Alaska Department of Natural Resources, Division of Geological & Geophysical Surveys, Fairbanks, AK 99775, USA.<br /><searchLink fieldCode="AU" term="%22Epstein+HE%22">Epstein HE</searchLink>; Department of Environmental Sciences, University of Virginia, Charlottesville, VA 22904, USA.<br /><searchLink fieldCode="AU" term="%22Kent+K%22">Kent K</searchLink>; Department of Environmental Sciences, University of Virginia, Charlottesville, VA 22904, USA.<br /><searchLink fieldCode="AU" term="%22Griffin+CG%22">Griffin CG</searchLink>; Department of Environmental Sciences, University of Virginia, Charlottesville, VA 22904, USA.<br /><searchLink fieldCode="AU" term="%22Agnew+A%22">Agnew A</searchLink>; Department of Natural Resources and the Environment, University of Connecticut, Storrs, CT 06269, USA. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101698819%22">Journal of imaging</searchLink> [J Imaging] 2020 Sep 17; Vol. 6 (9). <i>Date of Electronic Publication: </i>2020 Sep 17. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22MDPI%22">MDPI </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>101698819 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2313-433X (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%222313433X%22">2313433X </searchLink><i>NLM ISO Abbreviation: </i>J Imaging <i>Subsets: </i>PubMed not MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=34460754 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.3390/jimaging6090097 Languages: – Code: eng Text: English Titles: – TitleFull: Understanding the Effects of Optimal Combination of Spectral Bands on Deep Learning Model Predictions: A Case Study Based on Permafrost Tundra Landform Mapping Using High Resolution Multispectral Satellite Imagery. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Bhuiyan MAE – PersonEntity: Name: NameFull: Witharana C – PersonEntity: Name: NameFull: Liljedahl AK – PersonEntity: Name: NameFull: Jones BM – PersonEntity: Name: NameFull: Daanen R – PersonEntity: Name: NameFull: Epstein HE – PersonEntity: Name: NameFull: Kent K – PersonEntity: Name: NameFull: Griffin CG – PersonEntity: Name: NameFull: Agnew A IsPartOfRelationships: – BibEntity: Dates: – D: 17 M: 09 Text: 2020 Sep 17 Type: published Y: 2020 Identifiers: – Type: issn-electronic Value: 2313-433X Numbering: – Type: volume Value: 6 – Type: issue Value: 9 Titles: – TitleFull: Journal of imaging Type: main |
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