Gear-Induced Concept Drift in Marine Images and Its Effect on Deep Learning Classification

In marine research, image data sets from the same area but collected at different times allow seafloor fauna communities to be monitored over time. However, ongoing technological developments have led to the use of different imaging systems and deployment strategies. Thus, instances of the same clas...

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Bibliographic Details
Main Authors: Daniel Langenkämper, Robin van Kevelaer, Autun Purser, Tim W. Nattkemper
Format: Article
Language:English
Published: Frontiers Media S.A. 2020-07-01
Series:Frontiers in Marine Science
Subjects:
Online Access:https://www.frontiersin.org/article/10.3389/fmars.2020.00506/full