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Paul Bodesheim, Jan Blunk, Matthias Körschens et al.

Pre-trained models are not enough: active and lifelong learning is important for long-term visual monitoring of mammals in biodiversity research—Individual identification and attribute prediction with image features from deep neural networks and decoupled decision models applied to elephants and great apes

Published in: Mammalian biology : Zeitschrift für Säugetierkunde 12.4.2022

Title

Pre-trained models are not enough: active and lifelong learning is important for long-term visual monitoring of mammals in biodiversity research—Individual identification and attribute prediction with image features from deep neural networks and decoupled decision models applied to elephants and great apes

Involved 
Paul Bodesheim (Verfasser)
Jan Blunk (Verfasser)
Matthias Körschens (Verfasser)
Clemens-Alexander Brust (Verfasser)
Christoph Käding (Verfasser)
Joachim Denzler (Verfasser)
SpringerLink (Online service) (Sonstige)

Published in

Mammalian biology : Zeitschrift für Säugetierkunde 12.4.2022, Seite 1-23

Published

2022

Language

Englisch

Country

Deutschland

Topic

Informatik

Subject
Zoology.
Fish & Wildlife Biology & Management.
Animal Ecology.
Evolutionary Biology.
Animal Anatomy / Morphology / Histology.
Animal Systematics/Taxonomy/Biogeography.

DDC notation

004.6

Persistent identifier

urn:nbn:de:101:1-2022081920542063346225 (URN)
10.1007/s42991-022-00224-8 (DOI)

Record ID

1265834806
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