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Datasets for face and object detection in fisheye images

We present two new fisheye image datasets for training object and face detection models: VOC-360 and Wider-360. The fisheye images are created by post-processing regular images collected from two well-known datasets, VOC2012 and Wider Face, using a model for mapping regular to fisheye images impleme...

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Detalles Bibliográficos
Autores principales: Fu, Jianglin, Bajić, Ivan V., Vaughan, Rodney G.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6920438/
https://www.ncbi.nlm.nih.gov/pubmed/31886334
http://dx.doi.org/10.1016/j.dib.2019.104752
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author Fu, Jianglin
Bajić, Ivan V.
Vaughan, Rodney G.
author_facet Fu, Jianglin
Bajić, Ivan V.
Vaughan, Rodney G.
author_sort Fu, Jianglin
collection PubMed
description We present two new fisheye image datasets for training object and face detection models: VOC-360 and Wider-360. The fisheye images are created by post-processing regular images collected from two well-known datasets, VOC2012 and Wider Face, using a model for mapping regular to fisheye images implemented in Matlab. VOC-360 contains 39,575 fisheye images for object detection, segmentation, and classification. Wider-360 contains 63,897 fisheye images for face detection. These datasets will be useful for developing face and object detectors as well as segmentation modules for fisheye images while the efforts to collect and manually annotate true fisheye images are underway.
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spelling pubmed-69204382019-12-27 Datasets for face and object detection in fisheye images Fu, Jianglin Bajić, Ivan V. Vaughan, Rodney G. Data Brief Computer Science We present two new fisheye image datasets for training object and face detection models: VOC-360 and Wider-360. The fisheye images are created by post-processing regular images collected from two well-known datasets, VOC2012 and Wider Face, using a model for mapping regular to fisheye images implemented in Matlab. VOC-360 contains 39,575 fisheye images for object detection, segmentation, and classification. Wider-360 contains 63,897 fisheye images for face detection. These datasets will be useful for developing face and object detectors as well as segmentation modules for fisheye images while the efforts to collect and manually annotate true fisheye images are underway. Elsevier 2019-11-02 /pmc/articles/PMC6920438/ /pubmed/31886334 http://dx.doi.org/10.1016/j.dib.2019.104752 Text en © 2019 The Author(s) http://creativecommons.org/licenses/by/4.0/ This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Computer Science
Fu, Jianglin
Bajić, Ivan V.
Vaughan, Rodney G.
Datasets for face and object detection in fisheye images
title Datasets for face and object detection in fisheye images
title_full Datasets for face and object detection in fisheye images
title_fullStr Datasets for face and object detection in fisheye images
title_full_unstemmed Datasets for face and object detection in fisheye images
title_short Datasets for face and object detection in fisheye images
title_sort datasets for face and object detection in fisheye images
topic Computer Science
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6920438/
https://www.ncbi.nlm.nih.gov/pubmed/31886334
http://dx.doi.org/10.1016/j.dib.2019.104752
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AT bajicivanv datasetsforfaceandobjectdetectioninfisheyeimages
AT vaughanrodneyg datasetsforfaceandobjectdetectioninfisheyeimages