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.
Links
Where it is published
- University of Bath Research Data Archive record researchdata.bath.ac.uk/1454/3/Readme.txt ↗
landing page · from researchdata bath ac uk
- University of Bath Research Data Archive record researchdata.bath.ac.uk/1454/5/Spatio-Temporal%20Serve%20Data.zip ↗
landing page · from researchdata bath ac uk
- University of Bath Research Data Archive record researchdata.bath.ac.uk/1454/6/Data%20Labels.xlsx.zip ↗
landing page · from researchdata bath ac uk
- DOI doi.org/10.15125/bath-01454 ↗
DOI / persistent id · from researchdata bath ac uk
Catalogue records · 1
- OAI-PMH record researchdata.bath.ac.uk/cgi/oai2?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3… ↗
metadata API · from researchdata bath ac uk
Topics
- From keywords
- Earth & Environmental Science
- Inferred from text
- Video 75%
Provenance · 1 source records, 6 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| University of Bath Research Data Archive | oai:researchdata.bath.ac.uk:1454 | 2 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| concepts[field].local:field:earth-environmental | mapping · researchdata bath ac uk | connector:researchdata_bath_ac_uk@1.0.0 | |
| concepts[modality].local:modality:video | enrichment · researchdata bath ac uk | keyword-concept-rules@1.0.0 | title+description (75%) |
| description | source · researchdata bath ac uk | connector:researchdata_bath_ac_uk@1.0.0 | /metadata/dc/description |
| license_text | source · researchdata bath ac uk | connector:researchdata_bath_ac_uk@1.0.0 | |
| publication_date | source · researchdata bath ac uk | connector:researchdata_bath_ac_uk@1.0.0 | |
| title | source · researchdata bath ac uk | connector:researchdata_bath_ac_uk@1.0.0 | /metadata/dc/title |