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Description of movement sensor dataset for dog behavior classification

Publiceringsår

2022

Upphovspersoner

Vehkaoja, Antti; Somppi, Sanni; Tornqvist, Heini; Cardo, Anna Valldeoriola; Kumpulainen, Pekka; Väätäjä, Heli; Majaranta, Paivi; Surakka, Veikko; V. Kujala, Miiamaaria; Vainio, Outi

Abstrakt

Movement sensor data from seven static and dynamic dog behaviors (sitting, standing, lying down, trotting, walking, playing, and (treat) searching i.e. sniffing) was collected from 45 middle to large sized dogs with six degree-of-freedom movement sensors attached to the collar and the harness. With 17 dogs the collection procedure was repeated. The duration of each of the seven behaviors was approximately three minutes. The order of the tasks was varied between the dogs and the two repetitions (for the 17 dogs). The behaviors were annotated post-hoc based on the video recordings made with two camcorders during the tests with one second resolution. The annotations were accurately synchronized with the raw movement sensors data. The annotated data was originally used for training behavior classification machine learning algorithms for classifying the seven behaviors. The developed signal processing and classification algorithms are provided together with the raw measurement data and reference annotations. The description and results of the original investigation that the dataset relates to are found in: P. Kumpulainen, A. Valldeoriola Cardó, S. Somppi, H. Törnqvist, H. Väätäjä, P. Majaranta, Y. Gizatdinova, C. Hoog Antink, V. Surakka, M. V. Kujala, O. Vainio, A. Vehkaoja, Dog behavior classification with movement sensors placed on the harness and the collar, Applied Animal behavior Science, 241 (2021), 105,393.
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Organisationer och upphovspersoner

Tammerfors universitet

Väätäjä Heli Orcid -palvelun logo

Majaranta Päivi

Surakka Veikko

Vehkaoja Antti Orcid -palvelun logo

Jyväskylä universitet

Törnqvist Heini Orcid -palvelun logo

Kujala Miiamaaria Orcid -palvelun logo

Helsingfors universitet

Cardo Anna Valldeoriola

Tornqvist Heini

V. Kujala Miiamaaria

Vainio Outi

Somppi Sanni

Lapin ammattikorkeakoulu

Väätäjä Heli Orcid -palvelun logo

Publikationstyp

Publikationsform

Artikel

Moderpublikationens typ

Tidning

Artikelstyp

En originalartikel

Målgrupp

Vetenskaplig

Kollegialt utvärderad

Kollegialt utvärderad

UKM:s publikationstyp

A1 Originalartikel i en vetenskaplig tidskrift

Publikationskanalens uppgifter

Moderpublikationens namn

Data in Brief

Förläggare

Elsevier

Volym

40

Artikelnummer

107822

Publikationsforum

82696

Publikationsforumsnivå

1

Öppen tillgång

Öppen tillgänglighet i förläggarens tjänst

Ja

Öppen tillgång till publikationskanalen

Helt öppen publikationskanal

Parallellsparad

Ja

Övriga uppgifter

Vetenskapsområden

Data- och informationsvetenskap; El-, automations- och telekommunikationsteknik, elektronik; Medicinsk teknik; Veterinärvetenskap; Psykologi

Nyckelord

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Publiceringsland

Förenta staterna (USA)

Förlagets internationalitet

Internationell

Språk

engelska

Internationell sampublikation

Nej

Sampublikation med ett företag

Nej

DOI

10.1016/j.dib.2022.107822

Publikationen ingår i undervisnings- och kulturministeriets datainsamling

Ja