التفاصيل البيبلوغرافية
| العنوان: |
Automatic Coral Detection using Neural Networks ; Automatická detekce korálů pomocí konvolučních neuronových sítí |
| المؤلفون: |
Gruber, Ivan, Straka, Jakub |
| بيانات النشر: |
CEUR Workshop Proceedings |
| سنة النشر: |
2020 |
| المجموعة: |
University of West Bohemia Digital Library / Digitální knihovna Západočeské univerzity v Plzni |
| مصطلحات موضوعية: |
Detekce objektů, sémantická segmentace, lokalizace korálů, konvoluční neuronové sítě, strojové učení, Object detection, Semantic segmentation, Coral localization, Convolutional neural networks, Machine learning |
| الوصف: |
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. |
| نوع الوثيقة: |
conference object |
| وصف الملف: |
7 s.; application/pdf |
| اللغة: |
English |
| تدمد: |
1613-0073 |
| Relation: |
CLEF 2020 Working Notes; 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; neuvedeno; 2-s2.0-85121773453; http://hdl.handle.net/11025/47232 |
| الاتاحة: |
http://hdl.handle.net/11025/47232 |
| Rights: |
© authors ; openAccess |
| رقم الانضمام: |
edsbas.152A95BB |
| قاعدة البيانات: |
BASE |
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