sync models

README.md

@@ -14,6 +14,12 @@ tags:
 
 The music genre classification model is fine-tuned based on a pre-trained model from the computer vision (CV) domain, aiming to classify audio data into different genres. During the pre-training phase, the model learns rich feature representations using a large-scale dataset from computer vision tasks. Through transfer learning, these learned features are applied to the music genre classification task to enhance the model's performance on audio data. In the fine-tuning phase, an audio dataset containing 16 music genre categories is utilized. These audio samples are first transformed into spectrograms, converting the temporal audio signal into a two-dimensional representation in the time and frequency dimensions. The spectrogram representation captures the temporal evolution of different audio frequencies, providing the model with rich information about the audio content. Through fine-tuning, adjustments are made to the pre-trained model to meet the requirements of the music genre classification task. The model learns to extract features from spectrograms that are relevant to music genre, enabling accurate classification of audio samples. This process enables the model to recognize and infer music genres, such as rock, classical, pop, among others. By combining a pre-trained model from the computer vision domain with an audio task, this approach leverages cross-modal knowledge transfer, demonstrating the adaptability and effectiveness of pre-trained models across different domains.
 
+## Usage
+```python
+from modelscope import snapshot_download
+model_dir = snapshot_download('ccmusic-database/music_genre')
+```
+
 ## Maintenance
 ```bash
 GIT_LFS_SKIP_SMUDGE=1 git clone [email protected]:ccmusic-database/music_genre
@@ -35,20 +41,20 @@ A demo result of VGG19_BN fine-tuning:
 <table id="pianos">
     <tr>
         <th>Loss curve</th>
-        <td><img src="https://huggingface.co/ccmusic-database/music_genre/resolve/main/vgg19_bn_cqt_16cls_2024-01-11_15-40-42/loss.jpg"></td>
+        <td><img src="./loss.jpg"></td>
     </tr>
     <tr>
         <th>Training and validation accuracy</th>
-        <td><img src="https://huggingface.co/ccmusic-database/music_genre/resolve/main/vgg19_bn_cqt_16cls_2024-01-11_15-40-42/acc.jpg"></td>
+        <td><img src="./acc.jpg"></td>
     </tr>
     <tr>
         <th>Confusion matrix</th>
-        <td><img src="https://huggingface.co/ccmusic-database/music_genre/resolve/main/vgg19_bn_cqt_16cls_2024-01-11_15-40-42/mat.jpg"></td>
+        <td><img src="./mat.jpg"></td>
     </tr>
 </table>
 
 ## Mirror
-<https://www.modelscope.cn/models/ccmusic/music_genre>
+<https://www.modelscope.cn/models/ccmusic-database/music_genre>
 
 ## Reference
 [1] <https://github.com/monet-joe/ccmusic_eval>

densenet201_cqt_16cls_2024-01-31_09-02-14.7z

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:fa9ff4760960b7dcec5fd910d9532d3ad17c7d4f05400c62f864d0d977826009
-size 70918900

efficientnet_v2_l_cqt_16cls_2024-01-28_18-14-39.7z

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:5e259bb58155076ce710f032f122ca0b67d4d1e4ee630e97fcb5a76308d70f98
-size 439556989

inception_v3_cqt_16cls_2024-01-20_22-16-13/acc.csv

@@ -1,41 +0,0 @@
-tra_acc_list,val_acc_list,lr_list
-10.941580756013746,10.478547854785479,0.001
-14.800687285223368,15.016501650165019,0.001
-18.209621993127147,17.73927392739274,0.001
-20.810996563573884,20.022002200220022,0.001
-20.972508591065292,20.737073707370737,0.001
-22.367697594501717,21.534653465346533,0.001
-23.563573883161514,23.01980198019802,0.001
-25.09621993127148,23.927392739273927,0.001
-27.446735395189002,26.017601760176017,0.001
-27.780068728522338,26.45764576457646,0.001
-31.04810996563574,30.115511551155116,0.001
-32.45017182130584,32.508250825082506,0.001
-35.697594501718214,36.16611661166117,0.001
-37.70790378006873,37.56875687568757,0.001
-42.553264604811,42.21672167216722,0.001
-42.577319587628864,41.30913091309131,0.001
-47.707903780068726,45.76457645764577,0.001
-49.09278350515464,48.76237623762376,0.001
-52.60137457044674,49.972497249724974,0.001
-53.670103092783506,50.63256325632564,0.001
-55.27835051546391,53.05280528052805,0.001
-57.264604810996566,54.922992299229925,0.001
-61.450171821305844,57.97579757975797,0.001
-61.92096219931271,58.8008800880088,0.001
-61.97938144329896,57.64576457645765,0.001
-66.84192439862542,62.678767876787674,0.001
-69.68384879725086,64.08140814081408,0.001
-70.08247422680412,65.07150715071506,0.001
-72.48453608247422,67.49174917491749,0.0001
-73.13745704467354,67.24422442244224,0.0001
-73.4536082474227,67.9042904290429,0.0001
-73.48797250859107,67.6017601760176,0.0001
-73.80756013745705,67.49174917491749,0.0001
-74.47422680412372,67.98679867986799,0.0001
-74.12027491408935,67.76677667766776,1e-05
-74.17525773195877,67.87678767876788,1e-05
-74.20962199312714,68.94939493949394,1e-05
-74.23024054982818,69.27942794279429,1e-05
-74.3298969072165,68.48184818481849,1e-05
-74.80756013745705,68.12431243124313,1e-05

inception_v3_cqt_16cls_2024-01-20_22-16-13/mat.csv

@@ -1,16 +0,0 @@
-9.653465346534653713e-02,2.750275027502750453e-03,0.000000000000000000e+00,5.500550055005500906e-03,2.750275027502750128e-04,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00
-1.127612761276127612e-02,3.052805280528052972e-02,2.750275027502750128e-04,0.000000000000000000e+00,2.200220022002200102e-03,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00
-2.750275027502750128e-04,0.000000000000000000e+00,6.820682068206820881e-02,8.525852585258526101e-03,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00
-5.225522552255225731e-03,0.000000000000000000e+00,9.900990099009901110e-03,8.333333333333332871e-02,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,5.500550055005500255e-04,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,5.500550055005500255e-04,0.000000000000000000e+00
-0.000000000000000000e+00,1.650165016501650185e-03,0.000000000000000000e+00,0.000000000000000000e+00,3.520352035203520163e-02,5.500550055005500255e-04,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,2.750275027502750128e-04,0.000000000000000000e+00,2.750275027502750128e-04,0.000000000000000000e+00,0.000000000000000000e+00,5.500550055005500255e-04,0.000000000000000000e+00
-0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,2.750275027502750128e-04,3.217821782178217904e-02,8.250825082508250058e-03,0.000000000000000000e+00,2.750275027502750128e-04,2.750275027502750128e-04,1.375137513751375226e-03,2.200220022002200102e-03,3.025302530253025195e-03,0.000000000000000000e+00,7.700770077007700574e-03,0.000000000000000000e+00
-0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,6.875687568756875916e-03,3.327832783278327627e-02,2.750275027502750128e-04,5.225522552255225731e-03,5.500550055005500255e-04,0.000000000000000000e+00,5.500550055005500906e-03,3.025302530253025195e-03,8.250825082508250925e-04,0.000000000000000000e+00,8.250825082508250925e-04
-0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,5.500550055005500255e-04,2.750275027502750128e-04,5.500550055005500255e-04,2.392739273927392898e-02,4.125412541254125029e-03,0.000000000000000000e+00,2.750275027502750128e-04,2.255225522552255224e-02,2.750275027502750128e-04,0.000000000000000000e+00,2.750275027502750128e-04,2.750275027502750128e-04
-0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,2.750275027502750128e-04,0.000000000000000000e+00,8.250825082508250925e-04,4.675467546754675380e-03,2.200220022002200102e-03,5.940594059405940319e-02,0.000000000000000000e+00,0.000000000000000000e+00,6.325632563256325565e-03,1.925192519251925144e-03,2.750275027502750128e-04,0.000000000000000000e+00,1.650165016501650185e-03
-0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,2.750275027502750128e-04,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,2.750275027502750366e-02,1.292629262926292544e-02,0.000000000000000000e+00,3.575357535753575546e-03,3.300330033003300370e-03,1.100110011001100051e-03,0.000000000000000000e+00
-2.750275027502750128e-04,0.000000000000000000e+00,5.500550055005500255e-04,2.750275027502750128e-04,5.500550055005500255e-04,5.500550055005500255e-04,5.500550055005500255e-04,0.000000000000000000e+00,0.000000000000000000e+00,1.787678767876787686e-02,2.942794279427942902e-02,2.750275027502750128e-04,1.650165016501650185e-03,5.500550055005500255e-04,3.575357535753575546e-03,0.000000000000000000e+00
-0.000000000000000000e+00,2.750275027502750128e-04,0.000000000000000000e+00,0.000000000000000000e+00,5.500550055005500255e-04,3.300330033003300370e-03,6.325632563256325565e-03,1.320132013201320148e-02,7.975797579757975750e-03,0.000000000000000000e+00,2.750275027502750128e-04,7.013201320132013417e-02,2.750275027502750128e-04,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00
-0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,2.750275027502750128e-04,0.000000000000000000e+00,1.650165016501650185e-03,1.650165016501650185e-03,0.000000000000000000e+00,1.100110011001100051e-03,4.675467546754675380e-03,2.750275027502750128e-04,1.375137513751375226e-03,1.952695269526952618e-02,8.800880088008800409e-03,8.250825082508250925e-04,1.567656765676567546e-02
-0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,2.750275027502750128e-04,0.000000000000000000e+00,0.000000000000000000e+00,2.750275027502750128e-04,2.200220022002200102e-03,5.500550055005500255e-04,0.000000000000000000e+00,4.400440044004400204e-03,2.007700770077007826e-02,2.750275027502750128e-04,4.400440044004400204e-03
-0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,5.500550055005500255e-04,6.875687568756875916e-03,8.250825082508250925e-04,0.000000000000000000e+00,0.000000000000000000e+00,2.750275027502750128e-04,4.125412541254125029e-03,2.750275027502750128e-04,5.500550055005500255e-04,2.750275027502750128e-04,3.575357535753575372e-02,5.500550055005500255e-04
-0.000000000000000000e+00,0.000000000000000000e+00,2.750275027502750128e-04,0.000000000000000000e+00,0.000000000000000000e+00,8.250825082508250925e-04,1.375137513751375226e-03,0.000000000000000000e+00,1.100110011001100051e-03,1.100110011001100051e-03,0.000000000000000000e+00,2.750275027502750128e-04,1.897689768976897756e-02,7.975797579757975750e-03,2.750275027502750128e-04,1.540154015401540115e-02

inception_v3_cqt_16cls_2024-01-20_22-16-13/result.log

@@ -1,31 +0,0 @@
-                             precision    recall  f1-score   support
-
-                   Symphony      0.850     0.919     0.883       382
-                      Opera      0.867     0.689     0.768       161
-                       Solo      0.861     0.886     0.873       280
-                    Chamber      0.849     0.837     0.843       362
-           Pop_vocal_ballad      0.877     0.914     0.895       140
-         Adult_contemporary      0.591     0.579     0.585       202
-                   Teen_pop      0.579     0.590     0.585       205
-     Contemporary_dance_pop      0.604     0.451     0.516       193
-                  Dance_pop      0.747     0.766     0.757       282
-          Classic_indie_pop      0.503     0.565     0.532       177
-Chamber_cabaret_and_art_pop      0.591     0.525     0.556       204
-            Soul_or_r_and_b      0.642     0.685     0.663       372
-     Adult_alternative_rock      0.341     0.350     0.345       203
-    Uplifting_anthemic_rock      0.477     0.619     0.539       118
-                  Soft_rock      0.703     0.714     0.708       182
-               Acoustic_pop      0.397     0.324     0.357       173
-
-                   accuracy                          0.680      3636
-                  macro avg      0.655     0.651     0.650      3636
-               weighted avg      0.680     0.680     0.678      3636
-
-Class num     : 16
-Backbone      : inception_v3
-Spect type    : cqt
-Start time    : 2024-01-20 11:16:00
-Finish time   : 2024-01-20 22:15:30
-Time cost     : 39570s
-Full finetune : True
-Focal loss    : True

inception_v3_cqt_16cls_2024-01-20_22-16-13/save.pt

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:bae33d277754d3434a2720e17e26730ddb66e3be139ab4f220a7c8f62a884c00
-size 106165037

inception_v3_mel_16cls_2024-02-20_00-30-44/acc.csv

@@ -1,41 +0,0 @@
-tra_acc_list,val_acc_list,lr_list
-10.666666666666668,10.506050605060507,0.001
-18.680412371134018,19.801980198019802,0.001
-19.941580756013746,21.122112211221122,0.001
-20.164948453608247,21.122112211221122,0.001
-20.54295532646048,21.342134213421343,0.001
-20.869415807560138,22.33223322332233,0.001
-22.285223367697597,23.762376237623762,0.001
-24.192439862542955,25.63256325632563,0.001
-25.683848797250857,27.53025302530253,0.001
-27.374570446735397,28.217821782178216,0.001
-29.240549828178697,29.675467546754675,0.001
-31.161512027491412,32.3982398239824,0.001
-32.42955326460481,33.003300330033,0.001
-34.302405498281786,35.17601760176017,0.001
-36.986254295532646,37.81628162816282,0.001
-40.460481099656356,41.03410341034103,0.001
-40.013745704467354,42.13421342134213,0.001
-42.0893470790378,42.40924092409241,0.001
-45.13058419243986,45.76457645764577,0.001
-45.013745704467354,45.26952695269527,0.001
-47.03092783505154,46.03960396039604,0.001
-51.766323024054984,50.85258525852585,0.001
-54.085910652920965,52.53025302530253,0.001
-56.333333333333336,55.693069306930695,0.001
-56.63230240549828,54.89548954895489,0.001
-59.58419243986254,57.81078107810781,0.001
-62.94501718213058,60.09350935093509,0.001
-65.5360824742268,63.58635863586358,0.001
-64.65292096219932,61.633663366336634,0.001
-67.5360824742268,64.27392739273927,0.001
-69.69759450171821,66.83168316831683,0.001
-70.80756013745705,66.77667766776678,0.001
-72.33333333333334,67.54675467546754,0.001
-73.00687285223367,70.26952695269527,0.001
-73.93470790378007,69.16941694169417,0.001
-76.56701030927834,71.83718371837183,0.001
-75.39518900343643,69.82948294829482,0.001
-78.78694158075601,74.31243124312431,0.001
-77.99656357388317,72.46974697469747,0.001
-79.893470790378,74.53245324532453,0.001

inception_v3_mel_16cls_2024-02-20_00-30-44/mat.csv

@@ -1,16 +0,0 @@
-1.003850385038503878e-01,1.100110011001100051e-03,0.000000000000000000e+00,3.025302530253025195e-03,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,5.500550055005500255e-04,0.000000000000000000e+00,0.000000000000000000e+00
-4.125412541254125029e-03,3.052805280528052972e-02,2.750275027502750128e-04,5.500550055005500255e-04,2.475247524752475278e-03,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,2.750275027502750128e-04,0.000000000000000000e+00,0.000000000000000000e+00
-0.000000000000000000e+00,0.000000000000000000e+00,7.480748074807480608e-02,3.300330033003300370e-03,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,5.500550055005500255e-04,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,5.500550055005500255e-04,0.000000000000000000e+00,0.000000000000000000e+00
-9.350935093509350760e-03,0.000000000000000000e+00,5.500550055005500906e-03,8.525852585258525407e-02,0.000000000000000000e+00,2.750275027502750128e-04,0.000000000000000000e+00,5.500550055005500255e-04,0.000000000000000000e+00,0.000000000000000000e+00,2.750275027502750128e-04,0.000000000000000000e+00,0.000000000000000000e+00,2.750275027502750128e-04,0.000000000000000000e+00,0.000000000000000000e+00
-0.000000000000000000e+00,8.250825082508250925e-04,0.000000000000000000e+00,0.000000000000000000e+00,4.427942794279427635e-02,0.000000000000000000e+00,2.750275027502750128e-04,0.000000000000000000e+00,0.000000000000000000e+00,2.750275027502750128e-04,2.200220022002200102e-03,0.000000000000000000e+00,0.000000000000000000e+00,2.750275027502750128e-04,2.750275027502750128e-04,0.000000000000000000e+00
-0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,3.685368536853685095e-02,5.500550055005500906e-03,0.000000000000000000e+00,0.000000000000000000e+00,5.500550055005500255e-04,0.000000000000000000e+00,1.100110011001100051e-03,3.850385038503850287e-03,0.000000000000000000e+00,5.500550055005500255e-04,2.475247524752475278e-03
-0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,7.150715071507151091e-03,3.932893289328932840e-02,2.750275027502750128e-04,1.375137513751375226e-03,0.000000000000000000e+00,0.000000000000000000e+00,5.225522552255225731e-03,3.025302530253025195e-03,0.000000000000000000e+00,0.000000000000000000e+00,2.750275027502750128e-04
-0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,2.750275027502750128e-04,5.500550055005500255e-04,3.410341034103410440e-02,2.475247524752475278e-03,0.000000000000000000e+00,2.750275027502750128e-04,1.127612761276127612e-02,1.375137513751375226e-03,5.500550055005500255e-04,0.000000000000000000e+00,0.000000000000000000e+00
-0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,5.500550055005500255e-04,4.125412541254125029e-03,1.925192519251925144e-03,5.390539053905390315e-02,0.000000000000000000e+00,5.500550055005500255e-04,1.292629262926292544e-02,1.650165016501650185e-03,5.500550055005500255e-04,0.000000000000000000e+00,5.500550055005500255e-04
-0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,2.750275027502750128e-04,2.832783278327832832e-02,6.050605060506050389e-03,0.000000000000000000e+00,4.400440044004400204e-03,2.475247524752475278e-03,1.100110011001100051e-03,2.475247524752475278e-03
-0.000000000000000000e+00,0.000000000000000000e+00,5.500550055005500255e-04,2.750275027502750128e-04,1.375137513751375226e-03,1.925192519251925144e-03,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,1.815181518151815290e-02,2.117711771177117550e-02,2.750275027502750128e-04,3.850385038503850287e-03,4.125412541254125029e-03,4.675467546754675380e-03,2.475247524752475278e-03
-0.000000000000000000e+00,2.750275027502750128e-04,2.750275027502750128e-04,2.750275027502750128e-04,0.000000000000000000e+00,3.575357535753575546e-03,5.775577557755775214e-03,8.250825082508250058e-03,1.237623762376237682e-02,2.750275027502750128e-04,0.000000000000000000e+00,7.645764576457646233e-02,1.375137513751375226e-03,2.750275027502750128e-04,2.750275027502750128e-04,8.250825082508250925e-04
-0.000000000000000000e+00,0.000000000000000000e+00,5.500550055005500255e-04,0.000000000000000000e+00,0.000000000000000000e+00,1.925192519251925144e-03,1.925192519251925144e-03,2.750275027502750128e-04,8.250825082508250925e-04,1.375137513751375226e-03,2.750275027502750128e-04,1.100110011001100051e-03,3.272827282728273113e-02,3.025302530253025195e-03,0.000000000000000000e+00,8.250825082508250058e-03
-0.000000000000000000e+00,0.000000000000000000e+00,1.100110011001100051e-03,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,2.750275027502750128e-04,0.000000000000000000e+00,0.000000000000000000e+00,5.500550055005500255e-04,2.750275027502750128e-04,4.675467546754675380e-03,2.722772277227722762e-02,0.000000000000000000e+00,0.000000000000000000e+00
-0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,7.700770077007700574e-03,5.500550055005500255e-04,0.000000000000000000e+00,2.750275027502750128e-04,2.200220022002200102e-03,2.750275027502750453e-03,0.000000000000000000e+00,1.375137513751375226e-03,2.750275027502750128e-04,2.832783278327832832e-02,1.375137513751375226e-03
-0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,2.750275027502750453e-03,2.750275027502750128e-04,0.000000000000000000e+00,0.000000000000000000e+00,2.750275027502750128e-04,0.000000000000000000e+00,2.750275027502750128e-04,1.815181518151815290e-02,5.500550055005500255e-04,0.000000000000000000e+00,2.475247524752475364e-02

inception_v3_mel_16cls_2024-02-20_00-30-44/result.log

@@ -1,31 +0,0 @@
-                             precision    recall  f1-score   support
-
-                   Symphony      0.882     0.955     0.917       382
-                      Opera      0.933     0.799     0.860       139
-                       Solo      0.901     0.944     0.922       288
-                    Chamber      0.920     0.840     0.878       369
-           Pop_vocal_ballad      0.920     0.915     0.917       176
-         Adult_contemporary      0.585     0.724     0.647       185
-                   Teen_pop      0.675     0.694     0.684       206
-     Contemporary_dance_pop      0.738     0.670     0.703       185
-                  Dance_pop      0.754     0.703     0.727       279
-          Classic_indie_pop      0.551     0.628     0.587       164
-Chamber_cabaret_and_art_pop      0.621     0.360     0.456       214
-            Soul_or_r_and_b      0.702     0.693     0.698       401
-     Adult_alternative_rock      0.428     0.626     0.509       190
-    Uplifting_anthemic_rock      0.664     0.798     0.725       124
-                  Soft_rock      0.805     0.632     0.708       163
-               Acoustic_pop      0.570     0.526     0.547       171
-
-                   accuracy                          0.738      3636
-                  macro avg      0.728     0.719     0.718      3636
-               weighted avg      0.748     0.738     0.738      3636
-
-Class num     : 16
-Backbone      : inception_v3
-Spect type    : mel
-Start time    : 2024-02-19 15:50:55
-Finish time   : 2024-02-20 00:30:11
-Time cost     : 31155s
-Full finetune : True
-Focal loss    : True

inception_v3_mel_16cls_2024-02-20_00-30-44/save.pt

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:92ae1e9c3adb653ccc770d2a39b0810810ea1904b9bae478e51c6967408ab233
-size 106165037

regnet_x_32gf_cqt_16cls_2024-01-23_23-01-17.7z

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:1aea01e171ed9f95acdcc67fda08c7291f3960cd594466221e87d97026ce64d2
-size 391074675

shufflenet_v2_x2_0_mel_16cls_2024-02-20_11-53-45.7z

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:3131cdb85dae23fd2eb158660a8992371618f5685d2668d5bc1cabeb7e6f56c1
-size 25169515

swin_b_cqt_16cls_2024-01-12_05-18-06/acc.csv

@@ -1,41 +0,0 @@
-tra_acc_list,val_acc_list,lr_list
-13.42955326460481,14.270002749518834,0.001
-20.116838487972508,21.831179543579875,0.001
-20.673539518900345,21.308770965081113,0.001
-21.649484536082475,22.298597745394556,0.001
-23.848797250859107,25.24058289799285,0.001
-32.37800687285223,32.444322243607374,0.001
-39.034364261168385,40.802859499587576,0.001
-45.302405498281786,45.83447896618092,0.001
-47.25773195876289,48.77646411877921,0.001
-47.845360824742265,47.95160846851801,0.001
-52.41237113402062,52.65328567500688,0.001
-53.64948453608247,54.30299697552928,0.001
-55.90034364261168,55.870222711025576,0.001
-56.96563573883161,56.117679406103925,0.001
-58.96219931271478,58.81220786362387,0.001
-61.25773195876288,60.29694803409404,0.001
-62.27491408934708,61.451745944459724,0.001
-64.09621993127148,63.678856200164965,0.0001
-64.70103092783506,64.00879846026946,0.0001
-64.81099656357388,63.92631289524333,0.0001
-64.99656357388317,64.11877921363761,0.0001
-65.72852233676976,65.24608193566127,0.0001
-65.98625429553265,64.9986252405829,0.0001
-65.3573883161512,65.57602419576574,0.0001
-65.78006872852234,65.19109155897718,0.0001
-66.2852233676976,65.93346164421227,0.0001
-66.26804123711341,65.49353863073962,0.0001
-66.61855670103093,65.63101457244981,0.0001
-66.54295532646049,66.89579323618366,0.0001
-66.69415807560138,66.5108605993951,1e-05
-67.14432989690722,66.01594720923838,1e-05
-66.91065292096219,66.37338465768491,1e-05
-66.97594501718213,66.53835578773715,1e-05
-66.94158075601374,66.5108605993951,1e-05
-66.91408934707904,66.67583172944734,1e-05
-67.15463917525774,67.14324993126203,1e-05
-66.99312714776632,66.62084135276328,1e-05
-67.16838487972508,66.40087984602695,1e-05
-67.09621993127148,66.15342315094858,1e-05
-66.91408934707904,66.62084135276328,1.0000000000000002e-06

swin_b_cqt_16cls_2024-01-12_05-18-06/mat.csv

@@ -1,16 +0,0 @@
-8.548653106102253874e-02,1.649257833974711448e-03,0.000000000000000000e+00,3.573391973611874696e-03,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00
-4.947773501924134128e-03,3.463441451346893629e-02,0.000000000000000000e+00,5.497526113249038161e-04,5.497526113249038161e-04,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,2.748763056624519080e-04,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00
-0.000000000000000000e+00,0.000000000000000000e+00,7.669048927982408115e-02,6.871907641561297159e-03,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,2.748763056624519080e-04,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00
-4.947773501924134128e-03,0.000000000000000000e+00,9.620670698185816022e-03,8.988455195162177447e-02,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00
-0.000000000000000000e+00,2.748763056624519080e-04,0.000000000000000000e+00,0.000000000000000000e+00,3.820780648708081706e-02,2.748763056624519080e-04,0.000000000000000000e+00,2.748763056624519080e-04,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,1.924134139637163248e-03
-0.000000000000000000e+00,2.748763056624519080e-04,2.748763056624519080e-04,0.000000000000000000e+00,8.246289169873557241e-04,2.748763056624518863e-02,1.017042330951072049e-02,0.000000000000000000e+00,2.748763056624519080e-04,0.000000000000000000e+00,1.374381528312259432e-03,3.573391973611874696e-03,3.848268279274326496e-03,2.748763056624519080e-04,8.246289169873556590e-03,1.374381528312259432e-03
-0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,1.181968114348543215e-02,1.676745464540956715e-02,2.748763056624519080e-04,1.649257833974711448e-03,2.748763056624519080e-04,8.246289169873557241e-04,1.539307311709730598e-02,1.924134139637163248e-03,2.748763056624519080e-04,3.023639362286970663e-03,2.748763056624519080e-04
-0.000000000000000000e+00,0.000000000000000000e+00,2.748763056624519080e-04,0.000000000000000000e+00,0.000000000000000000e+00,5.497526113249038161e-04,2.748763056624519080e-04,2.831225948323254707e-02,1.099505222649807545e-02,0.000000000000000000e+00,2.748763056624519080e-04,1.181968114348543215e-02,2.748763056624519080e-04,2.748763056624519080e-04,0.000000000000000000e+00,2.748763056624519080e-04
-0.000000000000000000e+00,0.000000000000000000e+00,2.748763056624519080e-04,0.000000000000000000e+00,0.000000000000000000e+00,5.497526113249038161e-04,1.374381528312259432e-03,6.047278724573941326e-03,4.452996151731720975e-02,0.000000000000000000e+00,0.000000000000000000e+00,1.566794942275975822e-02,8.246289169873557241e-04,2.748763056624519080e-04,2.748763056624519080e-04,2.748763056624519080e-04
-0.000000000000000000e+00,0.000000000000000000e+00,2.748763056624519080e-04,0.000000000000000000e+00,2.748763056624519080e-04,0.000000000000000000e+00,0.000000000000000000e+00,2.748763056624519080e-04,5.497526113249038161e-04,1.786695986805937261e-02,1.154480483782297992e-02,5.497526113249038161e-04,7.421660252886201625e-03,3.298515667949422896e-03,2.748763056624518863e-03,3.848268279274326496e-03
-2.748763056624519080e-04,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,2.748763056624519080e-04,1.924134139637163248e-03,2.748763056624519080e-04,0.000000000000000000e+00,0.000000000000000000e+00,1.429356789444749878e-02,2.391423859263331481e-02,8.246289169873557241e-04,1.924134139637163248e-03,4.123144584936778295e-03,4.123144584936778295e-03,3.298515667949422896e-03
-0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,5.497526113249038161e-04,3.298515667949422896e-03,9.070918086860913290e-03,5.497526113249037727e-03,1.456844420010995102e-02,5.497526113249038161e-04,2.748763056624519080e-04,7.009345794392522755e-02,1.924134139637163248e-03,8.246289169873557241e-04,8.246289169873557241e-04,2.748763056624519080e-04
-0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,2.748763056624519080e-04,3.298515667949422896e-03,8.246289169873557241e-04,5.497526113249038161e-04,1.374381528312259432e-03,9.345794392523363789e-03,7.421660252886201625e-03,2.199010445299615264e-03,1.621770203408466268e-02,3.023639362286970663e-03,4.398020890599230528e-03,8.796041781198461057e-03
-2.748763056624519080e-04,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,2.748763056624519080e-04,8.246289169873557241e-04,3.298515667949422896e-03,3.298515667949422896e-03,2.748763056624519080e-04,2.748763056624518863e-03,2.308960967564595984e-02,0.000000000000000000e+00,2.748763056624519080e-04
-0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,2.748763056624519080e-04,2.748763056624519080e-04,4.398020890599230528e-03,1.924134139637163248e-03,0.000000000000000000e+00,0.000000000000000000e+00,8.246289169873557241e-04,3.298515667949422896e-03,5.497526113249038161e-04,2.473886750962067064e-03,2.748763056624519080e-04,4.260582737768004585e-02,2.748763056624519080e-04
-0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,1.099505222649807632e-03,2.473886750962067064e-03,0.000000000000000000e+00,0.000000000000000000e+00,8.246289169873557241e-04,1.924134139637163248e-03,3.298515667949422896e-03,2.748763056624519080e-04,4.947773501924134128e-03,5.497526113249038161e-04,0.000000000000000000e+00,2.886201209455744807e-02

swin_b_cqt_16cls_2024-01-12_05-18-06/result.log

@@ -1,31 +0,0 @@
-                             precision    recall  f1-score   support
-
-                   Symphony      0.891     0.942     0.916       330
-                      Opera      0.940     0.846     0.890       149
-                       Solo      0.877     0.915     0.896       305
-                    Chamber      0.889     0.861     0.874       380
-           Pop_vocal_ballad      0.903     0.933     0.917       149
-         Adult_contemporary      0.490     0.474     0.482       211
-                   Teen_pop      0.412     0.319     0.360       191
-     Contemporary_dance_pop      0.678     0.531     0.595       194
-                  Dance_pop      0.589     0.635     0.611       255
-          Classic_indie_pop      0.369     0.367     0.368       177
-Chamber_cabaret_and_art_pop      0.429     0.433     0.431       201
-            Soul_or_r_and_b      0.578     0.651     0.612       392
-     Adult_alternative_rock      0.364     0.281     0.317       210
-    Uplifting_anthemic_rock      0.636     0.672     0.654       125
-                  Soft_rock      0.643     0.745     0.690       208
-               Acoustic_pop      0.580     0.652     0.614       161
-
-                   accuracy                          0.665      3638
-                  macro avg      0.642     0.641     0.639      3638
-               weighted avg      0.659     0.665     0.660      3638
-
-Class num     : 16
-Backbone      : swin_b
-Spect type    : cqt
-Start time    : 2024-01-11 03:40:26
-Finish time   : 2024-01-12 05:16:43
-Time cost     : 5776s
-Full finetune : True
-Focal loss    : True

swin_b_cqt_16cls_2024-01-12_05-18-06/save.pt

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:308eee3bb24cce1c1c99a299c8bbed9325c3523ca15675fd153fc3fe62f73ca0
-size 349241843

swin_b_mel_16cls_2024-01-11_20-32-43/acc.csv

@@ -1,41 +0,0 @@
-tra_acc_list,val_acc_list,lr_list
-18.237113402061855,17.48693978553753,0.001
-19.924398625429554,19.5215837228485,0.001
-27.0,26.972779763541382,0.001
-31.690721649484537,30.767115754742917,0.001
-34.59450171821306,35.6887544679681,0.001
-38.98281786941581,37.97085510035744,0.001
-44.39518900343643,42.12262854000549,0.001
-47.893470790378004,46.68682980478416,0.001
-52.10996563573883,51.883420401429746,0.001
-52.5807560137457,50.0687379708551,0.001
-56.05154639175258,54.79791036568601,0.001
-59.979381443298976,58.86719824030795,0.001
-62.30584192439863,61.42425075611768,0.001
-63.05498281786942,62.63403904316745,0.001
-64.80068728522338,64.00879846026946,0.001
-66.62542955326461,66.07093758592247,0.001
-68.0893470790378,66.67583172944734,0.001
-70.29553264604812,67.74814407478691,0.001
-69.39862542955326,66.95078361286775,0.001
-70.88659793814432,69.53533131701953,0.001
-72.98969072164948,72.58729722298598,0.0001
-73.56013745704468,71.40500412427825,0.0001
-73.12714776632302,71.15754742919988,0.0001
-73.67697594501719,71.56997525433049,0.0001
-73.88659793814433,72.03739345614517,0.0001
-73.7147766323024,72.20236458619742,0.0001
-74.62886597938144,72.58729722298598,1e-05
-74.23711340206187,72.44982128127577,1e-05
-74.51890034364261,72.99972504811659,1e-05
-74.38487972508591,73.19219136651085,1e-05
-74.24054982817869,72.00989826780312,1e-05
-74.57731958762886,72.22985977453945,1e-05
-74.49828178694158,72.44982128127577,1.0000000000000002e-06
-74.58075601374571,72.53230684630189,1.0000000000000002e-06
-74.79725085910654,72.03739345614517,1.0000000000000002e-06
-74.39862542955326,73.02722023645862,1.0000000000000002e-06
-74.4295532646048,72.55980203464394,1.0000000000000002e-06
-74.4914089347079,72.58729722298598,1.0000000000000002e-06
-74.53264604810997,72.17486939785537,1.0000000000000002e-07
-74.35051546391752,72.50481165795986,1.0000000000000002e-07

swin_b_mel_16cls_2024-01-11_20-32-43/mat.csv

@@ -1,16 +0,0 @@
-1.011544804837822970e-01,1.099505222649807632e-03,0.000000000000000000e+00,2.748763056624518863e-03,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00
-3.573391973611874696e-03,3.930731170973061905e-02,0.000000000000000000e+00,8.246289169873557241e-04,5.497526113249038161e-04,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00
-0.000000000000000000e+00,0.000000000000000000e+00,7.201759208356239839e-02,4.123144584936778295e-03,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,8.246289169873557241e-04,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00
-4.672897196261681894e-03,2.748763056624519080e-04,7.696536558548652991e-03,8.658603628367234073e-02,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,2.748763056624519080e-04,0.000000000000000000e+00,0.000000000000000000e+00,2.748763056624519080e-04,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00
-0.000000000000000000e+00,2.748763056624519080e-04,0.000000000000000000e+00,0.000000000000000000e+00,3.655854865310610019e-02,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,2.748763056624519080e-04,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,1.374381528312259432e-03,0.000000000000000000e+00
-0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,5.497526113249038161e-04,3.243540406816932536e-02,1.072017592083562322e-02,2.748763056624519080e-04,8.246289169873557241e-04,0.000000000000000000e+00,8.246289169873557241e-04,1.099505222649807632e-03,4.123144584936778295e-03,0.000000000000000000e+00,4.123144584936778295e-03,5.497526113249038161e-04
-0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,7.421660252886201625e-03,3.216052776250687140e-02,1.099505222649807632e-03,5.772402418911489960e-03,2.748763056624519080e-04,2.748763056624519080e-04,5.772402418911489960e-03,2.199010445299615264e-03,5.497526113249038161e-04,0.000000000000000000e+00,8.246289169873557241e-04
-0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,2.748763056624519080e-04,0.000000000000000000e+00,0.000000000000000000e+00,3.738317757009345516e-02,3.023639362286970663e-03,2.748763056624519080e-04,0.000000000000000000e+00,1.099505222649807545e-02,2.748763056624519080e-04,8.246289169873557241e-04,0.000000000000000000e+00,0.000000000000000000e+00
-0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,2.748763056624519080e-04,6.871907641561297159e-03,3.298515667949422896e-03,5.195162177020341138e-02,8.246289169873557241e-04,0.000000000000000000e+00,1.154480483782297992e-02,1.924134139637163248e-03,2.748763056624519080e-04,0.000000000000000000e+00,5.497526113249038161e-04
-0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,2.748763056624519080e-04,0.000000000000000000e+00,2.748763056624519080e-04,2.748763056624519080e-04,2.226498075865860488e-02,1.456844420010995102e-02,2.748763056624519080e-04,5.222649807586586361e-03,3.298515667949422896e-03,8.246289169873557241e-04,1.374381528312259432e-03
-0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,2.748763056624519080e-04,5.497526113249038161e-04,0.000000000000000000e+00,8.246289169873557241e-04,0.000000000000000000e+00,1.264431006047278712e-02,3.188565145684441743e-02,5.497526113249038161e-04,1.649257833974711448e-03,1.924134139637163248e-03,5.772402418911489960e-03,2.748763056624519080e-04
-0.000000000000000000e+00,0.000000000000000000e+00,5.497526113249038161e-04,0.000000000000000000e+00,5.497526113249038161e-04,3.848268279274326496e-03,4.398020890599230528e-03,8.796041781198461057e-03,1.181968114348543215e-02,0.000000000000000000e+00,8.246289169873557241e-04,6.926882902693787258e-02,1.099505222649807632e-03,2.748763056624519080e-04,8.246289169873557241e-04,0.000000000000000000e+00
-0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,2.748763056624519080e-04,0.000000000000000000e+00,1.924134139637163248e-03,1.924134139637163248e-03,0.000000000000000000e+00,5.497526113249038161e-04,6.597031335898845793e-03,1.099505222649807632e-03,1.924134139637163248e-03,2.199010445299615091e-02,3.848268279274326496e-03,8.246289169873557241e-04,1.484332050577240325e-02
-2.748763056624519080e-04,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,5.497526113249038161e-04,0.000000000000000000e+00,8.246289169873557241e-04,8.246289169873557241e-04,0.000000000000000000e+00,2.199010445299615264e-03,2.638812534359538317e-02,0.000000000000000000e+00,1.374381528312259432e-03
-0.000000000000000000e+00,2.748763056624519080e-04,0.000000000000000000e+00,0.000000000000000000e+00,5.497526113249038161e-04,7.696536558548652991e-03,0.000000000000000000e+00,2.748763056624519080e-04,0.000000000000000000e+00,5.497526113249038161e-04,4.947773501924134128e-03,2.748763056624519080e-04,1.099505222649807632e-03,5.497526113249038161e-04,3.380978559648158133e-02,0.000000000000000000e+00
-0.000000000000000000e+00,2.748763056624519080e-04,0.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,1.924134139637163248e-03,2.199010445299615264e-03,0.000000000000000000e+00,1.924134139637163248e-03,3.573391973611874696e-03,2.748763056624519080e-04,5.497526113249038161e-04,1.484332050577240325e-02,1.649257833974711448e-03,2.748763056624519080e-04,2.006597031335898701e-02