Difference between revisions of "2005:Audio Genre Classification Results"
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! colspan="3" | Magnatune Dataset | ! colspan="3" | Magnatune Dataset | ||
|-style="background: yellow;" | |-style="background: yellow;" | ||
| − | ! Rank !! Participant !! Hierarchical Classification Accuracy !! Normalized Hierarchical Classification Accuracy !! Raw Classification Accuracy !! Normalized Raw Classification Accuracy !! Runtime (s) !! Machine Confusion Matrix Files | + | ! Rank !! Participant !! Hierarchical Classification Accuracy !! Normalized Hierarchical Classification Accuracy !! Raw Classification Accuracy !! Normalized Raw Classification Accuracy !! Runtime (s) !! Machine !! Confusion Matrix Files |
|- | |- | ||
| − | | 1 || Bergstra, Casagrande & Eck (2) || 77.75% || 73.04% || 75.10% || 69.49% || BCE_2_MTeval.txt | + | | 1 || Bergstra, Casagrande & Eck (2) || 77.75% || 73.04% || 75.10% || 69.49% || -- || -- || BCE_2_MTeval.txt |
|- | |- | ||
| − | | 2 Bergstra, Casagrande & Eck (1) 77.25% 72.13% 74.71% 68.73% 23400 B0 BCE_1_MTeval.txt | + | | 2 || Bergstra, Casagrande & Eck (1) || 77.25% || 72.13% || 74.71% || 68.73% || 23400 || B0 || BCE_1_MTeval.txt |
|- | |- | ||
| − | | 3 Mandel & Ellis 71.96% 69.63% 67.65% 63.99% 8729 R ME_MTeval.txt | + | | 3 || Mandel & Ellis ||71.96%|| 69.63%|| 67.65% ||63.99%|| 8729 ||R ||ME_MTeval.txt |
|- | |- | ||
| − | | 4 West, K. 71.67% 68.33% 68.43% 63.87% 43327 B4 W_MTeval.txt | + | | 4 ||West, K.|| 71.67%|| 68.33% ||68.43%|| 63.87%|| 43327 ||B4|| W_MTeval.txt |
|- | |- | ||
| − | | 5 Lidy & Rauber (RP+SSD) 71.08% 70.90% 67.65% 66.85% 6372 B1 LR_RP+SSD_MTeval.txt | + | | 5 || Lidy & Rauber (RP+SSD) || 71.08% || 70.90% || 67.65% ||66.85% ||6372 ||B1|| LR_RP+SSD_MTeval.txt |
|- | |- | ||
| − | | 6 Lidy & Rauber (RP+SSD+RH) 70.88% 70.52% 67.25% 66.27% 6372 B1 LR_RP+SSD+RH_MTeval.txt | + | | 6 || Lidy & Rauber (RP+SSD+RH) || 70.88% || 70.52% || 67.25% || 66.27% || 6372 || B1 || LR_RP+SSD+RH_MTeval.txt |
|- | |- | ||
| − | | 7 Lidy & Rauber (SSD+RH) 70.78% 69.31% 67.65% 65.54% 6372 B1 LR_SSD+RH_MTeval.txt | + | | 7 || Lidy & Rauber (SSD+RH) || 70.78% || 69.31% || 67.65% || 65.54% || 6372 || B1 || LR_SSD+RH_MTeval.txt |
|- | |- | ||
| − | | 8 Scaringella, N. 70.47% 72.30% 66.14% 67.12% 22740 G SN_MTeval.txt | + | | 8 || Scaringella, N. || 70.47% || 72.30% || 66.14% || 67.12% || 22740 || G || SN_MTeval.txt |
|- | |- | ||
| − | | 9 Pampalk, E. 69.90% 70.91% 66.47% 66.26% 3312 B0 P_MTeval.txt | + | | 9 || Pampalk, E. || 69.90% || 70.91% || 66.47% || 66.26% || 3312 || B0 || P_MTeval.txt |
|- | |- | ||
| − | | 10 Ahrendt, P. 64.61% 61.40% 60.98% 57.15% 4920 B1 A_MTeval.txt | + | | 10 || Ahrendt, P. || 64.61% || 61.40% || 60.98% || 57.15% || 4920 || B1 || A_MTeval.txt |
|- | |- | ||
| − | | 11 Burred, J. 59.22% 61.96% 54.12% 55.68% 12483 B2 B_MTeval.txt | + | | 11 || Burred, J. || 59.22% || 61.96% || 54.12% || 55.68% || 12483 || B2 || B_MTeval.txt |
|- | |- | ||
| − | | 12 Tzanetakis, G. 58.14% 53.47% 55.49% 50.39% 1312 B0 T_MTeval.txt | + | | 12 || Tzanetakis, G. || 58.14% || 53.47% || 55.49% || 50.39% || 1312 || B0 || T_MTeval.txt |
|- | |- | ||
| − | | 13 Soares, V. 55.29% 60.73% 49.41% 53.54% 23880 Y SV_MTeval.txt | + | | 13 || Soares, V. || 55.29% || 60.73% || 49.41% || 53.54% || 23880 || Y || SV_MTeval.txt |
|- | |- | ||
| − | | 14 Li, M. TO * | + | | 14 || Li, M. || TO * || -- || -- || -- || -- || -- || -- || |
|- | |- | ||
| − | | 15 Chen & Gao DNC * | + | | 15 || Chen & Gao || DNC * || -- || -- || -- || -- || -- || -- || |
|- | |- | ||
|} | |} | ||
Revision as of 08:27, 28 July 2010
Goal: To classify polyphonic music audio (in PCM format) into genre categories.
Dataset: Two sets of data were used: Magnatune and USPOP. The Magnatune dataset has a hierarchical genre taxonomy, while the USPOP categories are at a single level. 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 | 34.3 GB | 1005 | 510 |
| USPOP | 28.4 GB | 940 | 474 |
| OVERALL | ||
|---|---|---|
| Rank | Participant | Mean of Magnatune Hierarchical Classification Accuracy and USPOP Raw Classification Accuracy |
| 1 | Bergstra, Casagrande & Eck (2) | 82.34% |
| 2 | Bergstra, Casagrande & Eck (1) | 81.77% |
| 3 | Mandel & Ellis | 78.81% |
| 4 | West, K. | 75.29% |
| 5 | Lidy & Rauber (SSD+RH) | 75.27% |
| 6 | Pampalk, E. | 75.14% |
| 7 | Lidy & Rauber (RP+SSD) | 74.78% |
| 8 | Lidy & Rauber (RP+SSD+RH) | 74.58% |
| 9 | Scaringella, N. | 73.11% |
| 10 | Ahrendt, P. | 71.55% |
| 11 | Burred, J. | 62.63% |
| 12 | Soares, V. | 60.98% |
| 13 | Tzanetakis, G. | 60.72% |
| Magnatune Dataset | |||||||||
|---|---|---|---|---|---|---|---|---|---|
| Rank | Participant | Hierarchical Classification Accuracy | Normalized Hierarchical Classification Accuracy | Raw Classification Accuracy | Normalized Raw Classification Accuracy | Runtime (s) | Machine | Confusion Matrix Files | |
| 1 | Bergstra, Casagrande & Eck (2) | 77.75% | 73.04% | 75.10% | 69.49% | -- | -- | BCE_2_MTeval.txt | |
| 2 | Bergstra, Casagrande & Eck (1) | 77.25% | 72.13% | 74.71% | 68.73% | 23400 | B0 | BCE_1_MTeval.txt | |
| 3 | Mandel & Ellis | 71.96% | 69.63% | 67.65% | 63.99% | 8729 | R | ME_MTeval.txt | |
| 4 | West, K. | 71.67% | 68.33% | 68.43% | 63.87% | 43327 | B4 | W_MTeval.txt | |
| 5 | Lidy & Rauber (RP+SSD) | 71.08% | 70.90% | 67.65% | 66.85% | 6372 | B1 | LR_RP+SSD_MTeval.txt | |
| 6 | Lidy & Rauber (RP+SSD+RH) | 70.88% | 70.52% | 67.25% | 66.27% | 6372 | B1 | LR_RP+SSD+RH_MTeval.txt | |
| 7 | Lidy & Rauber (SSD+RH) | 70.78% | 69.31% | 67.65% | 65.54% | 6372 | B1 | LR_SSD+RH_MTeval.txt | |
| 8 | Scaringella, N. | 70.47% | 72.30% | 66.14% | 67.12% | 22740 | G | SN_MTeval.txt | |
| 9 | Pampalk, E. | 69.90% | 70.91% | 66.47% | 66.26% | 3312 | B0 | P_MTeval.txt | |
| 10 | Ahrendt, P. | 64.61% | 61.40% | 60.98% | 57.15% | 4920 | B1 | A_MTeval.txt | |
| 11 | Burred, J. | 59.22% | 61.96% | 54.12% | 55.68% | 12483 | B2 | B_MTeval.txt | |
| 12 | Tzanetakis, G. | 58.14% | 53.47% | 55.49% | 50.39% | 1312 | B0 | T_MTeval.txt | |
| 13 | Soares, V. | 55.29% | 60.73% | 49.41% | 53.54% | 23880 | Y | SV_MTeval.txt | |
| 14 | Li, M. | TO * | -- | -- | -- | -- | -- | -- | |
| 15 | Chen & Gao | DNC * | -- | -- | -- | -- | -- | -- | |
