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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2019
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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. |
format | Online Article Text |
id | pubmed-6920438 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT fujianglin datasetsforfaceandobjectdetectioninfisheyeimages AT bajicivanv datasetsforfaceandobjectdetectioninfisheyeimages AT vaughanrodneyg datasetsforfaceandobjectdetectioninfisheyeimages |