results.txt

Average of 10 second, raw embeddings:

Tag              N. Neighbors    Linear SVM    RBF SVM    Gaussian P.    Decision T.    Random F.    NN    AdaBoost    Naive B.     QDA
-------------  --------------  ------------  ---------  -------------  -------------  -----------  ----  ----------  ----------  ------
Songbird                 0.7           0.62       0.72       **0.74**           0.65         0.63  0.73        0.73        0.53    0.66
Water Bird               0.88          0.88       0.88           0.89           0.8          0.88**0.89**      0.87        0.4     0.88
Insect                   0.81          0.84       0.89           0.87           0.8          0.85  0.87        0.88        0.44    0.84
Running Water            0.94          0.92       0.91           0.93           0.92         0.92  0.93        0.88        0.56    0.91
Rain                     0.97          0.98       0.98           0.98           0.97         0.98  0.98        0.97        0.71    0.98
Cable                    0.78          0.74       0.82           0.84           0.7          0.71  0.82        0.77        0.59    0.64
Wind                     0.79          0.81       0.82           0.83           0.74         0.74  0.83        0.8         0.77    0.74
Vehicle                  1             1          1              1              1            1     1           1           1     nan
Aircraft                 0.97          0.97       0.97           0.97           0.96         0.97  0.97        0.96        0.91    0.97



Concat 10 embeddings, normalized embeddings

Tag              N. Neighbors    Linear SVM    RBF SVM    Gaussian P.    Decision T.    Random F.    NN    AdaBoost    Naive B.     QDA
-------------  --------------  ------------  ---------  -------------  -------------  -----------  ----  ----------  ----------  ------
Songbird                 0.65          0.66       0.63           0.63           0.67         0.63  0.7         0.72        0.55    0.4
Water Bird               0.88          0.81       0.88           0.88           0.81         0.88  0.79        0.84        0.62    0.54
Insect                   0.86          0.8        0.84           0.84           0.79         0.83  0.81        0.79        0.58    0.45
Running Water            0.94          0.89       0.91           0.91           0.86         0.91  0.88        0.91        0.93    0.4
Rain                     0.98          0.98       0.98           0.98           0.94         0.98  0.92        1           0.9     0.47
Cable                    0.72          0.75       0.61           0.61           0.64         0.71  0.6         0.74        0.69    0.52
Wind                     0.78          0.83       0.45           0.45           0.72         0.75  0.73        0.79        0.8     0.48
Vehicle                  1             1          1              1              1            1     1           1           1     nan
Aircraft                 0.97          0.97       0.97           0.97           0.97         0.97  0.97        0.97        0.95    0.15

Average of 10 second, normalized embeddings:

Tag              N. Neighbors    Linear SVM    RBF SVM    Gaussian P.    Decision T.    Random F.    NN    AdaBoost    Naive B.     QDA
-------------  --------------  ------------  ---------  -------------  -------------  -----------  ----  ----------  ----------  ------
Songbird                 0.7           0.62       0.72           0.74           0.64         0.64  0.74        0.73        0.53    0.66
Water Bird               0.88          0.88       0.88           0.89           0.8          0.88  0.89        0.87        0.4     0.88
Insect                   0.81          0.84       0.89           0.87           0.82         0.84  0.87        0.88        0.44    0.84
Running Water            0.94          0.92       0.91           0.93           0.93         0.91  0.93        0.88        0.56    0.91
Rain                     0.97          0.98       0.98           0.98           0.96         0.98  0.99        0.97        0.71    0.98
Cable                    0.78          0.74       0.82           0.84           0.73         0.74  0.83        0.77        0.59    0.64
Wind                     0.79          0.81       0.82           0.83           0.74         0.75  0.83        0.8         0.77    0.74
Vehicle                  1             1          1              1              1            1     1           1           1     nan
Aircraft                 0.97          0.97       0.97           0.97           0.97         0.97  0.97        0.96        0.91    0.97

Tag              N. Neighbors    Linear SVM    RBF SVM    Gaussian P.    Decision T.    Random F.    NN    AdaBoost    Naive B.     QDA
-------------  --------------  ------------  ---------  -------------  -------------  -----------  ----  ----------  ----------  ------
Songbird                 0.66          0.7        0.63           0.71           0.64         0.61  0.73        0.69        0.55    0.5
Water Bird               0.87          0.89       0.88           0.88           0.81         0.88  0.87        0.86        0.5     0.66
Insect                   0.84          0.84       0.84           0.88           0.76         0.84  0.81        0.83        0.58    0.69
Running Water            0.94          0.93       0.91           0.93           0.93         0.91  0.93        0.91        0.66    0.66
Rain                     0.98          0.99       0.98           0.99           0.96         0.98  0.98        0.98        0.92    0.81
Cable                    0.74          0.79       0.61           0.8            0.7          0.65  0.76        0.74        0.62    0.62
Wind                     0.79          0.84       0.45           0.85           0.77         0.76  0.83        0.83        0.69    0.55
Vehicle                  1             1          1              1              1            1     1           1           1     nan
Aircraft                 0.97          0.97       0.97           0.97           0.97         0.97  0.97        0.96        0.97    0.93