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Data · dataset · 2021

The Mouse Action Recognition System (MARS): behavior annotation data

Listed in CaltechDATA

The study of naturalistic social behavior requires quantification of animals' interactions.

Description

This is generally done through manual annotation—a highly time consuming and tedious process. Recent advances in computer vision enable tracking the pose (posture) of freely-behaving animals.

However, automatically and accurately classifying complex social behaviors remains technically challenging. We recently introduced the Mouse Action Recognition System (MARS), an automated pipeline for pose estimation and behavior quantification in pairs of freely interacting mice (Segalin et al, 2020). This Dataset includes the training and test sets used to train MARS's pose estimation network, which detects the pose of each of two mice in terms of a set of anatomical keypoints.

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Included in this dataset are pose estimates, extracted pose features, and frame-by-frame manual annotations from video recordings of pairs of mice freely interacting in a standard home cage.

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Where it is published

Catalogue records · 1

Topics

Stated by source
aggression · mating · mouse · social behavior
Inferred from text
Animal behaviour 75% · Video 75%
Provenance · 1 source records, 20 field assertions
SourceKeyLast seenRaw
CaltechDATA7mh1s-yph3512 d agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · data caltech educonnector:data_caltech_edu@1.0.0
concepts[field].anzsrc:field:310901enrichment · data caltech edutaxonomy-embedding@1.0.0title+keywords+description (75%)
concepts[field].local:field:earth-environmentalmapping · data caltech educonnector:data_caltech_edu@1.0.0
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concepts[field].local:field:humanitiesmapping · data caltech educonnector:data_caltech_edu@1.0.0
concepts[field].local:field:life-sciencesmapping · data caltech educonnector:data_caltech_edu@1.0.0
concepts[field].local:field:psychology-behavioralmapping · data caltech educonnector:data_caltech_edu@1.0.0
concepts[field].local:field:social-sciencemapping · data caltech educonnector:data_caltech_edu@1.0.0
concepts[modality].local:modality:videoenrichment · data caltech edukeyword-concept-rules@1.0.0title+description (75%)
concepts[organism].NCBITaxon:10090mapping · data caltech eduvocabulary-mapper@1.0.0keywords['mouse']
concepts[topic].invenio_subject:data_caltech_edu:aggressionsource · data caltech educonnector:data_caltech_edu@1.0.0
concepts[topic].invenio_subject:data_caltech_edu:matingsource · data caltech educonnector:data_caltech_edu@1.0.0
concepts[topic].invenio_subject:data_caltech_edu:mousesource · data caltech educonnector:data_caltech_edu@1.0.0
concepts[topic].invenio_subject:data_caltech_edu:social-behaviorsource · data caltech educonnector:data_caltech_edu@1.0.0
descriptionsource · data caltech educonnector:data_caltech_edu@1.0.0/metadata/description
licensesource · data caltech educonnector:data_caltech_edu@1.0.0
publication_datesource · data caltech educonnector:data_caltech_edu@1.0.0
titlesource · data caltech educonnector:data_caltech_edu@1.0.0/metadata/title
updated_datesource · data caltech educonnector:data_caltech_edu@1.0.0
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