Automatic Coral Detection using Neural Networks
| dc.contributor.author | Gruber, Ivan | |
| dc.contributor.author | Straka, Jakub | |
| dc.date.accessioned | 2022-03-28T10:00:25Z | |
| dc.date.available | 2022-03-28T10:00:25Z | |
| dc.date.issued | 2020 | |
| dc.description.abstract-translated | This paper presents methods that were utilized in the ImageCLEFcoral 2020 challenge. The challenge contains two following subtasks: automatic coral reef annotation and localization, and automatic coral reef image pixel-wise parsing. In the first subtask, we tested two methods - SSD, and Mask R-CNN. In the second subtask, we tested only Mask R-CNN. Performance improvements were achieved by careful cleaning of the dataset and by both offline and online data augmentations. | en |
| dc.format | 7 s. | cs |
| dc.format.mimetype | application/pdf | |
| dc.identifier.citation | GRUBER, I. STRAKA, J. Automatic Coral Detection using Neural Networks. In CLEF 2020 Working Notes. Thessaloniki: CEUR Workshop Proceedings, 2020. s. nestránkováno. ISBN: neuvedeno , ISSN: 1613-0073 | cs |
| dc.identifier.isbn | neuvedeno | |
| dc.identifier.issn | 1613-0073 | |
| dc.identifier.obd | 43930671 | |
| dc.identifier.uri | 2-s2.0-85121773453 | |
| dc.identifier.uri | http://hdl.handle.net/11025/47232 | |
| dc.language.iso | en | en |
| dc.project.ID | SGS-2019-027/Inteligentní metody strojového vnímání a porozumění 4 | cs |
| dc.publisher | CEUR Workshop Proceedings | en |
| dc.relation.ispartofseries | CLEF 2020 Working Notes | en |
| dc.rights | © authors | en |
| dc.rights.access | openAccess | en |
| dc.subject | Detekce objektů | cs |
| dc.subject | sémantická segmentace | cs |
| dc.subject | lokalizace korálů | cs |
| dc.subject | konvoluční neuronové sítě | cs |
| dc.subject | strojové učení | cs |
| dc.subject.translated | Object detection | en |
| dc.subject.translated | Semantic segmentation | en |
| dc.subject.translated | Coral localization | en |
| dc.subject.translated | Convolutional neural networks | en |
| dc.subject.translated | Machine learning | en |
| dc.title | Automatic Coral Detection using Neural Networks | en |
| dc.title.alternative | Automatická detekce korálů pomocí konvolučních neuronových sítí | cs |
| dc.type | konferenční příspěvek | cs |
| dc.type | ConferenceObject | en |
| dc.type.status | Peer-reviewed | en |
| dc.type.version | publishedVersion | en |
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