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134
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CVPR
2008
IEEE
16 years 4 months ago
Unifying discriminative visual codebook generation with classifier training for object category recognition
The idea of representing images using a bag of visual words is currently popular in object category recognition. Since this representation is typically constructed using unsupervi...
Liu Yang, Rong Jin, Rahul Sukthankar, Fréd&...
105
Voted
ICIP
2009
IEEE
16 years 3 months ago
Saliency-enhanced Image Aesthetics Class Prediction
We present a saliency-enhanced method for the classification of professional photos and snapshots. First, we extract the salient regions from an image by utilizing a visual salien...
132
Voted
ICML
2005
IEEE
16 years 3 months ago
Large margin non-linear embedding
It is common in classification methods to first place data in a vector space and then learn decision boundaries. We propose reversing that process: for fixed decision boundaries, ...
Alexander Zien, Joaquin Quiñonero Candela
ICMLA
2008
15 years 3 months ago
Predicting Algorithm Accuracy with a Small Set of Effective Meta-Features
We revisit 26 meta-features typically used in the context of meta-learning for model selection. Using visual analysis and computational complexity considerations, we find 4 meta-f...
Jun Won Lee, Christophe G. Giraud-Carrier
107
Voted
VVG
2003
140views Computer Vision» more  VVG 2003»
15 years 3 months ago
Semi-Automated Logging for Professional Media Applications
We report a novel method for logging and annotating video footage specifically for professional post-production and archivist end users. SALSA – Semi-Automated Logging with Sema...
J. W. Mateer, J. A. Robinson