DC Field | Value | Language |
---|---|---|
dc.contributor.author | Hwang, Soonmin | ko |
dc.contributor.author | Park, Jaesik | ko |
dc.contributor.author | Kim, Namil | ko |
dc.contributor.author | Choi, Yukyung | ko |
dc.contributor.author | Kweon, In-So | ko |
dc.date.accessioned | 2023-11-15T08:01:35Z | - |
dc.date.available | 2023-11-15T08:01:35Z | - |
dc.date.created | 2023-11-15 | - |
dc.date.issued | 2015-06 | - |
dc.identifier.citation | IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2015, pp.1037 - 1045 | - |
dc.identifier.issn | 1063-6919 | - |
dc.identifier.uri | http://hdl.handle.net/10203/314706 | - |
dc.description.abstract | With the increasing interest in pedestrian detection, pedestrian datasets have also been the subject of research in the past decades. However, most existing datasets focus on a color channel, while a thermal channel is helpful for detection even in a dark environment. With this in mind, we propose a multispectral pedestrian dataset which provides well aligned color-thermal image pairs, captured by beam splitter-based special hardware. The color-thermal dataset is as large as previous color-based datasets and provides dense annotations including temporal correspondences. With this dataset, we introduce multispectral ACF, which is an extension of aggregated channel features (ACF) to simultaneously handle color-thermal image pairs. Multi-spectral ACF reduces the average miss rate of ACF by 15%, and achieves another breakthrough in the pedestrian detection task. | - |
dc.language | English | - |
dc.publisher | IEEE Computer Society and the Computer Vision Foundation (CVF) | - |
dc.title | Multispectral pedestrian detection: Benchmark dataset and baseline | - |
dc.type | Conference | - |
dc.identifier.wosid | 000387959201006 | - |
dc.identifier.scopusid | 2-s2.0-84959233867 | - |
dc.type.rims | CONF | - |
dc.citation.beginningpage | 1037 | - |
dc.citation.endingpage | 1045 | - |
dc.citation.publicationname | IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2015 | - |
dc.identifier.conferencecountry | US | - |
dc.identifier.conferencelocation | Boston, MA | - |
dc.identifier.doi | 10.1109/CVPR.2015.7298706 | - |
dc.contributor.localauthor | Kweon, In-So | - |
dc.contributor.nonIdAuthor | Hwang, Soonmin | - |
dc.contributor.nonIdAuthor | Park, Jaesik | - |
dc.contributor.nonIdAuthor | Kim, Namil | - |
dc.contributor.nonIdAuthor | Choi, Yukyung | - |
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