Multi-label Music Genre Classification on MuMu 1.0 (test)
0.936AUCMLP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MLPModality=A + T + I, Target=LOGISTIC, Params=2M, Time=2s2017.07 | 0.936 | 11 | 39 | 66 | |
| MLPModality=A + T + I, Target=COSINE, Params=0.4M, Time=2s2017.07 | 0.931 | 42 | 72 | 86 | |
| MLPModality=A + T, Target=COSINE, Params=0.3M, Time=2s2017.07 | 0.93 | 43 | 74 | 86 | |
| MLPModality=A + T, Target=LOGISTIC, Params=1.5M, Time=2s2017.07 | 0.923 | 10 | 40 | 64 | |
| MLPModality=T + I, Target=LOGISTIC, Params=1.5M, Time=2s2017.07 | 0.921 | 10 | 37 | 63 | |
| MLPModality=T + I, Target=COSINE, Params=0.3M, Time=2s2017.07 | 0.919 | 43 | 74 | 85 | |
| VSM+SEMModality=TEXT (T), Target=COSINE, Params=25M, Time=11s2017.07 | 0.917 | 42 | 70 | 85 | |
| VSM+SEMModality=TEXT, Target=LOGISTIC, Params=25M, Time=11s2017.07 | 0.916 | 10 | — | 44 | |
| VSMModality=TEXT, Target=LOGISTIC, Params=25M, Time=11s2017.07 | 0.905 | 8 | 20 | 37 | |
| VSMModality=TEXT, Target=COSINE, Params=25M, Time=11s2017.07 | 0.901 | 53 | 73 | 90 | |
| MLPModality=A + I, Target=LOGISTIC, Params=1.5M, Time=2s2017.07 | 0.9 | 10 | 38 | 66 | |
| MLPModality=A + I, Target=COSINE, Params=0.3M, Time=2s2017.07 | 0.896 | 32 | 57 | 76 | |
| HIGH-4X70Modality=AUDIO (A), Target=COSINE, Params=6.5M, Time=590s2017.07 | 0.888 | 35 | 60 | 74 | |
| HIGH-4X96Modality=AUDIO, Target=COSINE, Params=4M, Time=250s2017.07 | 0.884 | 35 | 59 | 75 | |
| HIGH-3X3Modality=AUDIO, Target=COSINE, Params=15.5M, Time=2200s2017.07 | 0.881 | 30 | 54 | 69 | |
| LOW-4x70Modality=AUDIO, Target=LOGISTIC, Params=0.35M, Time=200s2017.07 | 0.871 | 5 | 16 | 34 | |
| LOW-4x70Modality=AUDIO, Target=COSINE, Params=0.3M, Time=190s2017.07 | 0.868 | 26 | 51 | 68 | |
| LOW-3x3Modality=AUDIO, Target=COSINE, Params=0.33M, Time=400s2017.07 | 0.864 | 26 | 47 | 65 | |
| HIGH-4X96Modality=AUDIO, Target=LOGISTIC, Params=5M, Time=260s2017.07 | 0.862 | 12 | 33 | 48 | |
| LOW-4x96Modality=AUDIO, Target=COSINE, Params=0.15M, Time=135s2017.07 | 0.86 | 19 | 40 | 52 | |
| LOW-3X3Modality=AUDIO, Target=LOGISTIC, Params=0.5M, Time=390s2017.07 | 0.859 | 14 | 34 | 54 | |
| LOW-4x96Modality=AUDIO, Target=LOGISTIC, Params=0.2M, Time=140s2017.07 | 0.851 | 11 | 32 | 48 | |
| HIGH-4X70Modality=AUDIO, Target=LOGISTIC, Params=7.5M, Time=600s2017.07 | 0.849 | 8 | 23 | 38 | |
| HIGH-3X3Modality=AUDIO, Target=LOGISTIC, Params=16.5M, Time=2280s2017.07 | 0.84 | 20 | 43 | 69 | |
| TIMBRE-MLPModality=AUDIO, Target=LOGISTIC, Params=0.01M, Time=1s2017.07 | 0.792 | 4 | 14 | 22 | |
| RESNETModality=IMAGE (I), Target=LOGISTIC, Params=1.7M, Time=4009s2017.07 | 0.743 | 6 | 15 | 27 |