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Data · dataset · 2025

Dataset for "Exploratory Proof-of-Concept: Predicting the Outcome of Tennis Serves Using Motion Capture and Deep Learning"

Listed in University of Bath Research Data Archive

Dataset used for training a Machine Learning model to classify tennis serves into “In”, “Out” and “Net” as well as predict the outcome coordinates of the serve.

Description

A marker-based motion capture system provided and operated by The University of Bath’s Applied BioMechanics Suite was used to collect spatio-temporal data on participants completing tennis serves, whilst a high-speed video camera recorded the outcome. Dataset has two parts: 1) The spatio-temporal data used for training and validation 2) The serve outcome and coordinates for labelling of the data.

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Inferred from text
Video 75%
Provenance · 1 source records, 6 field assertions
SourceKeyLast seenRaw
University of Bath Research Data Archiveoai:researchdata.bath.ac.uk:14542 d agoJSON v1
FieldAssertionExtractorEvidence
concepts[field].local:field:earth-environmentalmapping · researchdata bath ac ukconnector:researchdata_bath_ac_uk@1.0.0
concepts[modality].local:modality:videoenrichment · researchdata bath ac ukkeyword-concept-rules@1.0.0title+description (75%)
descriptionsource · researchdata bath ac ukconnector:researchdata_bath_ac_uk@1.0.0/metadata/dc/description
license_textsource · researchdata bath ac ukconnector:researchdata_bath_ac_uk@1.0.0
publication_datesource · researchdata bath ac ukconnector:researchdata_bath_ac_uk@1.0.0
titlesource · researchdata bath ac ukconnector:researchdata_bath_ac_uk@1.0.0/metadata/dc/title