2005:Audio Artist Identification Results

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Goal: To identify artist from music audio (in PCM format).

Dataset: Two sets of data were used: Magnatune and USPOP. The audio sampling rates used were either 44.1 KHz or 22.05 KHz (mono). More data information is in the following table.


Dataset Size (@ 44.1 KHz) Number of Training Files Number of Testing Files
Magnatune 35.2 GB 1158 642
USPOP 37.3 GB 1158 653


OVERALL
Rank Participant Mean of Magnatune Raw Classification Accuracy and USPOP Raw Classification Accuracy
1 Mandel & Ellis 72.45%
2 Bergstra, Casagrande, & Eck (1) 68.57%
3 Bergstra, Casagrande, & Eck (2) 66.71%
4 Pampalk, E. 61.28%
5 West & Lamere 47.24%
6 Tzanetakis, G. 42.05%
7 Logan, B 25.95%


Magnatune Dataset
Rank Participant Raw Classification Accuracy Normalized Raw lassification Accuracy Runtime (s) Machine Confusion Matrix Files
1 Bergstra, Casagrande, & Eck (1) 77.26% 79.64% 24 hours B0 BCE_1_MTeval.txt
2 Mandel & Ellis 76.60% 76.62% 11073 R ME_MTeval.txt
3 Bergstra, Casagrande, & Eck (2) 74.45% 74.51% -- -- BCE_2_MTeval.txt
4 Pampalk, E. 66.36% 66.48% 4272 B1 P_MTeval.txt
5 Tzanetakis, G. 55.45% 55.59% 2632 B0 T_MTeval.txt
6 West & Lamere 53.43% 53.48% 27480 B3 WL_MTeval.txt
7 Logan, B 37.07% 37.10% N/A B3 L_MTeval.txt
8 Lidy & Rauber (SSD+RH) TO * -- -- -- --
8 Lidy & Rauber (RP+SSD) TO * -- -- -- --
8 Lidy & Rauber (RP+SSD+RH) TO * -- -- -- --


USPOP Dataset
Rank Participant Raw Classification Accuracy Normalized Raw lassification Accuracy Runtime (s) Machine Confusion Matrix Files
1 Mandel & Ellis 68.30% 67.96% 10240 R ME_USeval.txt
2 Bergstra, Casagrande, & Eck (1) 59.88% 60.90% 24 Hours B0 ME_USeval.txt
3 Bergstra, Casagrande, & Eck (2) 58.96% 58.96% -- -- BCE_2_USeval.txt
4 Pampalk, E. 56.20% 56.03% 4321 B1 P_USeval.txt
5 West & Lamere 41.04% 41.00% 26871 B3 WL_USeval.txt
6 Tzanetakis, G. 28.64% 28.48% 2443 B0 T_USeval.txt
7 Logan, B. 14.83% 14.76% N/A B3 L_USeval.txt
8 Lidy & Rauber (SSD+RH) TO * -- -- -- --
8 Lidy & Rauber (RP+SSD) TO * -- -- -- --
8 Lidy & Rauber (RP+SSD+RH) TO * -- -- -- --


Note: DNC: did not complete ( error in execution). TO: timed out (did not complete within 24 hours).