Dataset: Variable Message Signal Annotated Images for Object Detection

dc.contributor.authorPuertas Sanz, Enrique
dc.contributor.authorHeras de Matías, Gonzalo de las
dc.contributor.authorSánchez Soriano, Javier
dc.contributor.authorFernández Andrés, Javier
dc.date.accessioned2022-05-24T15:01:48Z
dc.date.available2022-05-24T15:01:48Z
dc.date.issued2022
dc.description.abstractThis publication presents a dataset consisting of Spanish road images taken from inside a vehicle, as well as annotations in XML files in PASCAL VOC format that indicate the location of Variable Message Signals within them. Additionally, a CSV file is attached with information regarding the geographic position, the folder where the image is located and the text in Spanish. This can be used to train supervised learning computer vision algorithms such as convolutional neural networks. Throughout this work, the process followed to obtain the dataset, image acquisition and labeling and its specifications are detailed. The dataset constitutes 1216 instances, 888 positives and 328 negatives, in 1152 jpg images with a resolution of 1280 × 720 pixels. These are divided into 756 real images and 756 images created from the data-augmentation technique. The purpose of this dataset is to help in road computer vision research since there is not one specifically for VMSs.spa
dc.description.filiationUEMspa
dc.description.impact2.6 * JCR 2022spa
dc.description.impact0.462 Q2 SJR 2022spa
dc.description.impactNo data IDR 2022spa
dc.description.sponsorshipProyecto I+D+i (PID2019-104793RB-C32)spa
dc.description.sponsorshipProyecto I+D+i (PIDC2021- 121517-C33)spa
dc.description.sponsorshipMCIN/AEI/10.13039/501100011033/spa
dc.description.sponsorshipComunidad de Madrid (S2018/EMT-4362/“SEGVAUTO4.0-CM”)spa
dc.identifier.citationPuertas, E., de-las-Heras, G., Sánchez-Soriano, J., & Fernández-Andrés, J. (2022). Dataset: Variable Message Signal Annotated Images for Object Detection. Data, 7(4). https://doi.org/10.3390/data7040041spa
dc.identifier.doi10.3390/data7040041
dc.identifier.issn2306-5729
dc.identifier.urihttp://hdl.handle.net/11268/11287
dc.language.isospaspa
dc.peerreviewedSispa
dc.rightsAttribution 4.0 International*
dc.rights.accessRightsopen accessspa
dc.rights.urihttps://creativecommons.org/licenses/by/4.0/*
dc.subject.unescoProcesamiento de datosspa
dc.subject.unescoAprendizajespa
dc.subject.unescoVehículospa
dc.subject.unescoAplicación informáticaspa
dc.titleDataset: Variable Message Signal Annotated Images for Object Detectionspa
dc.typejournal articlespa
dspace.entity.typePublication
relation.isAuthorOfPublication001b7f40-b837-4929-82ca-df26041a995a
relation.isAuthorOfPublication55416fc2-32ab-4351-b6a9-9abb03085fde
relation.isAuthorOfPublication.latestForDiscovery001b7f40-b837-4929-82ca-df26041a995a

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