scholarly journals Person Re-Identification With Metric Learning Using Privileged Information

2018 ◽  
Vol 27 (2) ◽  
pp. 791-805 ◽  
Author(s):  
Xun Yang ◽  
Meng Wang ◽  
Dacheng Tao
Author(s):  
Roman Ilin ◽  
Simon Streltsov ◽  
Rauf Izmailov

This work considers “Learning Using Privileged Information” (LUPI) paradigm. LUPI improves classification accuracy by incorporating additional information available at training time and not available during testing. In this contribution, the LUPI paradigm is tested on a Wide Area Motion Imagery (WAMI) dataset and on images from the Caltech 101 dataset. In both cases a consistent improvement in classification accuracy is observed. The results are discussed and the directions of future research are outlined.


2021 ◽  
pp. 1-1
Author(s):  
Zhengning Wu ◽  
Xiaobo Xia ◽  
Ruxin Wang ◽  
Jiatong Li ◽  
Jun Yu ◽  
...  

2014 ◽  
Vol 53 ◽  
pp. 95-108 ◽  
Author(s):  
Maksim Lapin ◽  
Matthias Hein ◽  
Bernt Schiele

Author(s):  
Ricardo Marcondes Marcacini ◽  
Marcos Aurelio Domingues ◽  
Eduardo R. Hruschka ◽  
Solange Oliveira Rezende

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