Fisher and VLAD with FLAIR

The conference version of FLAIR is here. FLAIR is the secret behind our winning entry in the 2013 ImageNet 200 object detection challenge.

Publication
Fisher and VLAD with FLAIR   van de Sande - Fisher and VLAD with FLAIR (CVPR 2014)
Koen E. A. van de Sande, Cees G. M. Snoek, Arnold W. M. Smeulders
IEEE Conference on Computer Vision and Pattern Recognition, 2014

CVPR 2014 Video Spotlight

CVPR 2014 Poster

Fisher and VLAD with FLAIR CVPR Poster

 

PASCAL VOC Benchmark Results

Fisher with FLAIR is listed in the PASCAL VOC 2010 Detection Task Leaderboard, currently ranked #1 with meanAP of 40.4.

PASCAL VOC 2010 Detection Leaderboard

In the PASCAL VOC 2012 Detection Task Leaderboard, it has a meanAP of 40.6. Our submission to the official VOC Detection Challenge in 2012 (HybridCodingApe) ranks slightly higher with meanAP of 40.9. That system is a fusion of 3 components (bag-of-words, VLAD and best window, all with selective search), whereas this new submission is just Fisher with FLAIR on selective search.

PASCAL VOC 2012 Detection Leaderboard

 

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