Überwachte Methoden für die spektrale Entmischung mit künstlichen neuronalen Netzen
dc.contributor.author | Anastasiadis, Johannes | |
dc.date.accessioned | 2023-11-17T08:32:33Z | |
dc.date.available | 2023-11-17T08:32:33Z | |
dc.date.issued | 2023 | |
dc.date.submitted | 2023-08-29T07:50:59Z | |
dc.identifier | https://library.oapen.org/handle/20.500.12657/75890 | |
dc.identifier.uri | https://directory.doabooks.org/handle/20.500.12854/121744 | |
dc.description.abstract | In this work, artificial neural networks trained in a supervised manner for spectral unmixing are investigated. For this purpose, a suitable network architecture is determined first. After that, the focus lies on the generation of suitable training data. Model-based methods that generate training data from real pure spectra and data-based methods that augment existing training data are presented and evaluated. | |
dc.language | German | |
dc.relation.ispartofseries | Forschungsberichte aus der Industriellen Informationstechnik | |
dc.rights | open access | |
dc.subject.other | data generation; data augmentation; supervised training; artificial neural network; hyperspectral image; Datenerzeugung; Datenaugmentierung; überwachtes Training; Hyperspektralbild; künstliche neuronale Netze | |
dc.title | Überwachte Methoden für die spektrale Entmischung mit künstlichen neuronalen Netzen | |
dc.type | book | |
oapen.identifier.doi | 10.5445/KSP/1000159281 | |
oapen.relation.isPublishedBy | 68fffc18-8f7b-44fa-ac7e-0b7d7d979bd2 | |
oapen.pages | 198 | |
peerreview.review.type | Full text | |
peerreview.anonymity | All identities known | |
peerreview.reviewer.type | Editorial board member | |
peerreview.reviewer.type | External peer reviewer | |
peerreview.review.stage | Pre-publication | |
peerreview.open.review | No | |
peerreview.publish.responsibility | Books or series editor | |
peerreview.id | 51a542ec-eaeb-47c2-861d-6022e981a97a | |
dc.seriesnumber | 29 | |
peerreview.title | Dissertations in Series (Dissertationen in Schriftenreihe) |
Files in this item
Files | Size | Format | View |
---|---|---|---|
There are no files associated with this item. |