80 likes | 205 Views
Prototype Selection for extended multi-scale dissimilarity spaces. Coffee talk, Bob Duin, 7 Dec 2012. Sept 2012, Yenisel Plasencia, Yan Li, Bob Duin, Mauricio Orozco Alzate, Marco Loog, Edel García-Reyes. Multi-scale extended dissimilarity spaces. 32 x 32. 16 x 16. 8 x 8.
E N D
Prototype Selection for extended multi-scale dissimilarity spaces Coffee talk, Bob Duin, 7 Dec 2012 Sept 2012, Yenisel Plasencia, Yan Li, Bob Duin, Mauricio Orozco Alzate, Marco Loog, Edel García-Reyes Coffee Talk
Multi-scale extended dissimilarity spaces 32 x 32 16 x 16 8 x 8 DS1 = [ D1 D2 D3 ] Separate DS2 = [ D1 D2 D3 ] Aligned DS3 = D1 + D2 + D3 Averaged
Prototype selection Separate Forward Selection Separate Genetic Algorithm Separate Random Selection Aligned Forward Selection Aligned Random Selection Averaged Forward Selection Averaged Random Selection Coffee Talk
Colon dataset Ext Separate FS Ext Separate GA Ext Separate Rand Ext Aligned FS Ext Aligned Rand Avg FS Avg Rand 200 objects 1000 objects
Texture dataset Ext Separate FS Ext Separate GA Ext Separate Rand Ext Aligned FS Ext Aligned Rand Avg FS Avg Rand 222 objects 666 objects
Chicken Pieces Ext Separate FS Ext Separate GA Ext Separate Rand Ext Aligned FS Ext Aligned Rand Avg FS Avg Rand 170 objects 350 objects