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authornunzip <np.scarh@gmail.com>2018-12-12 23:14:44 +0000
committernunzip <np.scarh@gmail.com>2018-12-12 23:14:44 +0000
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Merge branch 'master' of git.skozl.com:e4-pattern
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+---
+title: 'EE4-68 Pattern Recognition (2018-2019) CW2'
+author:
+ - name: Vasil Zlatanov (01120518), Nunzio Pucci (01113180)
+ email: vz215@ic.ac.uk, np1915@ic.ac.uk
+ link: 'Sources: < [git](https://git.skozl.com/e4-pattern/) - [tar](https://git.skozl.com/e4-pattern/snapshot/vz215_np1915-master.tar.gz) - [zip](https://git.skozl.com/e4-pattern/snapshot/vz215_np1915-master.zip) >'
+numbersections: yes
+lang: en
+babel-lang: english
+nocite: |
+ @deepreid, @sklearn
+
+abstract: |
+ This report analyses distance metrics learning techniques with regards to
+ identification accuracy for the dataset CUHK03. The baseline method used for
+ identification is Eucdidian based Nearest Neighbors based on Euclidean distance.
+ The improved approach evaluated utilises Jaccardian metrics to rearrange the NN
+ ranklist based on reciprocal neighbours. While this approach is more complex and introduced new hyperparameter, significant accuracy improvements are observed -
+ approximately 10% increased Top-1 identifications, and good improvements for Top-$N$ accuracy with low $N$.
+...
+