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Langenkämper, Daniel: Data-driven models for taxonomic classification in marine science. 2020
Inhalt
Introduction
Marine images
Automatic annotation
Context of this work and research questions
Data
Hausgarten PS80/179-3
PAP
APEI6
UVP5
Craftsman's marine CV
Pre-processing
Feature extraction
Object detection
Classification
Summary
Marine deep learning
Feature extraction & classifiers II
How much data?
Encoding annotation size in CNNs
Data scarcity and imbalance
Concept drift
Object detection revisited
Summary
Annotation Assistance
Real-time systems
Adaptive systems
Summary
Conclusion
Appendix