Web-scale computer vision using MapReduce for multimedia data mining
| Title | Web-scale computer vision using MapReduce for multimedia data mining |
| Publication Type | Conference Papers |
| Year of Publication | 2010 |
| Authors | White B, Tom Yeh, Jimmy Lin, Davis LS |
| Conference Name | Proceedings of the Tenth International Workshop on Multimedia Data Mining |
| Date Published | 2010/// |
| Publisher | ACM |
| Conference Location | New York, NY, USA |
| ISBN Number | 978-1-4503-0220-3 |
| Keywords | background subtraction, bag-of-features, Cloud computing, clustering, Computer vision, image registration, MapReduce |
| Abstract | This work explores computer vision applications of the MapReduce framework that are relevant to the data mining community. An overview of MapReduce and common design patterns are provided for those with limited MapReduce background. We discuss both the high level theory and the low level implementation for several computer vision algorithms: classifier training, sliding windows, clustering, bag-of-features, background subtraction, and image registration. Experimental results for the k-means clustering and single Gaussian background subtraction algorithms are performed on a 410 node Hadoop cluster. |
| URL | http://doi.acm.org/10.1145/1814245.1814254 |
| DOI | 10.1145/1814245.1814254 |