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Diffstat (limited to 'report/metadata.yaml')
| -rwxr-xr-x | report/metadata.yaml | 8 |
1 files changed, 5 insertions, 3 deletions
diff --git a/report/metadata.yaml b/report/metadata.yaml index e4d4470..74732a6 100755 --- a/report/metadata.yaml +++ b/report/metadata.yaml @@ -13,9 +13,11 @@ nocite: | 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. + identification is 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 $N$. + ranklist based on reciprocal neighbours. While this approach is more complex and introduces new hyperparameters, + significant accuracy improvements are observed - + approximately 10% higher Top-1 identification, and good improvements for Top-$N$ + accuracy with low $N$. ... |