Matches in SemOpenAlex for { <https://semopenalex.org/work/W4327563516> ?p ?o ?g. }
Showing items 1 to 65 of
65
with 100 items per page.
- W4327563516 abstract "Deep Learning classification of nine imagery typologies (categories) of desert-fringe natural vegetation is performed using DenseNet with six input layer types: RGB, Red, Red CDF (Cumulative Distribution Function), Red Edge (variance), Combined (Red, CDF & Edge), and VARI (a measure of greenness). F1-score accuracy higher than 0.95 within 50 epochs was found for the RGB imagery. Red band and CDF alone showed only slightly lower performance. VARI representing ‘net’ color information facilitated very low separability between the nine pattern categories. However, combining Red, Red CDF and Red Edge allowed better classification than RGB, and a more stable increase in F1-scores was seen with the increase in the number of epochs. These results suggest that simple image morphological pre-processing may improve deep learning classification performance. Yet, these results are very preliminary and encourage the use of other mathematical morphology algorithms." @default.
- W4327563516 created "2023-03-17" @default.
- W4327563516 creator A5003099520 @default.
- W4327563516 creator A5027335687 @default.
- W4327563516 date "2023-01-27" @default.
- W4327563516 modified "2023-09-27" @default.
- W4327563516 title "Deep learning classification of desert-fringe vegetation patterns: Comparison of input layers" @default.
- W4327563516 cites W1984789818 @default.
- W4327563516 cites W2023015896 @default.
- W4327563516 cites W2042773081 @default.
- W4327563516 cites W2133343309 @default.
- W4327563516 cites W2145197939 @default.
- W4327563516 cites W2194775991 @default.
- W4327563516 cites W2963446712 @default.
- W4327563516 cites W3099291101 @default.
- W4327563516 cites W3196284744 @default.
- W4327563516 doi "https://doi.org/10.1109/migars57353.2023.10064548" @default.
- W4327563516 hasPublicationYear "2023" @default.
- W4327563516 type Work @default.
- W4327563516 citedByCount "0" @default.
- W4327563516 crossrefType "proceedings-article" @default.
- W4327563516 hasAuthorship W4327563516A5003099520 @default.
- W4327563516 hasAuthorship W4327563516A5027335687 @default.
- W4327563516 hasConcept C103784038 @default.
- W4327563516 hasConcept C105795698 @default.
- W4327563516 hasConcept C108583219 @default.
- W4327563516 hasConcept C142724271 @default.
- W4327563516 hasConcept C153180895 @default.
- W4327563516 hasConcept C154945302 @default.
- W4327563516 hasConcept C162307627 @default.
- W4327563516 hasConcept C197055811 @default.
- W4327563516 hasConcept C2776133958 @default.
- W4327563516 hasConcept C33923547 @default.
- W4327563516 hasConcept C41008148 @default.
- W4327563516 hasConcept C71924100 @default.
- W4327563516 hasConcept C82990744 @default.
- W4327563516 hasConceptScore W4327563516C103784038 @default.
- W4327563516 hasConceptScore W4327563516C105795698 @default.
- W4327563516 hasConceptScore W4327563516C108583219 @default.
- W4327563516 hasConceptScore W4327563516C142724271 @default.
- W4327563516 hasConceptScore W4327563516C153180895 @default.
- W4327563516 hasConceptScore W4327563516C154945302 @default.
- W4327563516 hasConceptScore W4327563516C162307627 @default.
- W4327563516 hasConceptScore W4327563516C197055811 @default.
- W4327563516 hasConceptScore W4327563516C2776133958 @default.
- W4327563516 hasConceptScore W4327563516C33923547 @default.
- W4327563516 hasConceptScore W4327563516C41008148 @default.
- W4327563516 hasConceptScore W4327563516C71924100 @default.
- W4327563516 hasConceptScore W4327563516C82990744 @default.
- W4327563516 hasLocation W43275635161 @default.
- W4327563516 hasOpenAccess W4327563516 @default.
- W4327563516 hasPrimaryLocation W43275635161 @default.
- W4327563516 hasRelatedWork W2379164728 @default.
- W4327563516 hasRelatedWork W2412051338 @default.
- W4327563516 hasRelatedWork W2733060750 @default.
- W4327563516 hasRelatedWork W2738221750 @default.
- W4327563516 hasRelatedWork W2766146978 @default.
- W4327563516 hasRelatedWork W2768642967 @default.
- W4327563516 hasRelatedWork W2773120646 @default.
- W4327563516 hasRelatedWork W3134986601 @default.
- W4327563516 hasRelatedWork W4245792239 @default.
- W4327563516 hasRelatedWork W4360995138 @default.
- W4327563516 isParatext "false" @default.
- W4327563516 isRetracted "false" @default.
- W4327563516 workType "article" @default.