Introduction
Goal: To detect the occurences of drum events in polyphonic audio.
==Dataset
Dataset: At least 50 files of both live and sequenced music, with many genres encompassed and various degrees of drum audio contained in the files. Three collections of music were used: Christian Dittmar (CD), Koen Tanghe (KT) and Masataka Goto (MG). Participants were evaluated against music from each individual collection, and then the three collection scores are averaged to produce a composite score.
Results
Overall Collections
| OVERALL
|
| Rank |
Participant |
Total Average Classification F-measure |
Total Overall Onset Precision |
Total Overall Onset Recall |
Total Overall Onset F-measure |
BD Average F-measure |
HH Average F-measure |
SD Average F-measure |
Runtime (s) |
Machine
|
| 1 |
Yoshii, Goto, & Okuno |
0.670 |
64.92% |
67.02% |
0.659 |
0.728 |
0.574 |
0.702 |
8534 |
B 0
|
| 2 |
Tanghe, Degroeve, & De Baets 3 |
0.611 |
63.30% |
71.19% |
0.670 |
0.688 |
0.601 |
0.555 |
1337 |
Y
|
| 3 |
Tanghe, Degroeve, & De Baets 4 |
0.609 |
62.57% |
71.09% |
0.666 |
0.686 |
0.590 |
0.562 |
1342 |
Y
|
| 4 |
Tanghe, Degroeve, & De Baets 1 |
0.599 |
60.02% |
72.45% |
0.657 |
0.677 |
0.588 |
0.542 |
1350 |
Y
|
| 5 |
Dittmar, C. |
0.588 |
65.68% |
63.38% |
0.645 |
0.606 |
0.585 |
0.581 |
673 |
R
|
| 6 |
Paulus, J. |
0.499 |
59.61% |
64.86% |
0.621 |
0.527 |
0.587 |
0.430 |
1137 |
L
|
| 7 |
Gillet & Richard 2 |
0.443 |
77.09% |
40.63% |
0.532 |
0.598 |
0.334 |
0.428 |
21248 |
F
|
| 8 |
Gillet & Richard 1 |
0.391 |
69.84% |
37.98% |
0.492 |
0.533 |
0.343 |
0.317 |
21997 |
F
|
Christan Dittmar Collection
| CHRISTIAN DITTMAR COLLECTION
|
| Rank |
Participant |
Total Average Classification F-measure |
Total Overall Onset Precision |
Total Overall Onset Recall |
Total Overall Onset F-measure |
BD Average F-measure |
HH Average F-measure |
SD Average F-measure
|
| 1 |
Dittmar, C. |
0.753 |
77.73% |
72.56% |
0.751 |
0.783 |
0.696 |
0.790
|
| 2 |
Yoshii, Goto, & Okuno |
0.690 |
64.25% |
62.75% |
0.660 |
0.714 |
0.533 |
0.811
|
| 3 |
Tanghe, Degroeve, & De Baets 3 |
0.595 |
61.85% |
64.85% |
0.633 |
0.685 |
0.568 |
0.548
|
| 4 |
Tanghe, Degroeve, & De Baets 4 |
0.589 |
62.45% |
64.22% |
0.628 |
0.668 |
0.555 |
0.559
|
| 5 |
Tanghe, Degroeve, & De Baets 1 |
0.580 |
57.78% |
65.94% |
0.616 |
0.669 |
0.553 |
0.533
|
| 6 |
Paulus, J. |
0.440 |
55.82% |
54.36% |
0.551 |
0.430 |
0.497 |
0.424
|
| 7 |
Gillet & Richard 2 |
0.401 |
77.22% |
30.16% |
0.434 |
0.658 |
0.156 |
0.364
|
| 8 |
Gillet & Richard 1 |
0.339 |
66.33% |
30.57% |
0.418 |
0.466 |
0.279 |
0.265
|
Koen Tanghe Collection
| KOEN TANGHE COLLECTION
|
| Rank |
Participant |
Total Average Classification F-measure |
Total Overall Onset Precision |
Total Overall Onset Recall |
Total Overall Onset F-measure |
BD Average F-measure |
HH Average F-measure |
SD Average F-measure
|
| 1 |
Yoshii, Goto, & Okuno |
0.617 |
53.06% |
66.30% |
0.589 |
0.686 |
0.481 |
0.652
|
| 2 |
Tanghe, Degroeve, & De Baets 3 |
0.546 |
52.67% |
68.21% |
0.594 |
0.613 |
0.485 |
0.525
|
| 3 |
Tanghe, Degroeve, & De Baets 4 |
0.541 |
51.90% |
67.98% |
0.589 |
0.612 |
0.479 |
0.523
|
| 4 |
Tanghe, Degroeve, & De Baets 1 |
0.533 |
47.48% |
69.24% |
0.577 |
0.602 |
0.467 |
0.511
|
| 5 |
Dittmar, C. |
0.494 |
51.20% |
51.51% |
0.514 |
0.509 |
0.418 |
0.535
|
| 6 |
Paulus, J. |
0.425 |
55.82% |
55.10% |
0.555 |
0.444 |
0.489 |
0.412
|
| 7 |
Gillet & Richard 2 |
0.273 |
66.68% |
28.22% |
0.397 |
0.393 |
0.178 |
0.269
|
| 8 |
Gillet & Richard 1 |
0.259 |
58.48% |
26.11% |
0.361 |
0.375 |
0.196 |
0.210
|
Masataka Goto Collection
| MASATAKA GOTO COLLECTION (50 songs from RWC Music Database: RWC-MDB-P-2001)
|
| Rank |
Participant |
Total Average Classification F-measure |
Total Overall Onset Precision |
Total Overall Onset Recall |
Total Overall Onset F-measure |
BD Average F-measure |
HH Average F-measure |
SD Average F-measure
|
| 1 |
Yoshii, Goto, & Okuno |
0.716 |
76.13% |
69.16% |
0.725 |
0.776 |
0.661 |
0.710
|
| 2 |
Tanghe, Degroeve, & De Baets 4 |
0.685 |
72.32% |
75.83% |
0.740 |
0.766 |
0.691 |
0.599
|
| 3 |
Tanghe, Degroeve, & De Baets 3 |
0.683 |
72.74% |
75.65% |
0.742 |
0.763 |
0.701 |
0.585
|
| 4 |
Tanghe, Degroeve, & De Baets 1 |
0.673 |
69.86% |
77.12% |
0.733 |
0.753 |
0.693 |
0.574
|
| 5 |
Gillet & Richard 2 |
0.630 |
81.60% |
53.00% |
0.643 |
0.774 |
0.517 |
0.599
|
| 6 |
Dittmar, C. |
0.617 |
71.37% |
67.78% |
0.695 |
0.631 |
0.675 |
0.544
|
| 7 |
Paulus, J. |
0.597 |
62.90% |
75.47% |
0.686 |
0.648 |
0.695 |
0.449
|
| 8 |
Gillet & Richard 1 |
0.544 |
76.11% |
48.80% |
0.595 |
0.715 |
0.479 |
0.436
|
