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# mobilenetv2-typecoffee-5

This model is a fine-tuned version of [google/mobilenet_v2_1.0_224](https://huggingface.co/google/mobilenet_v2_1.0_224) on the Master-Rapha7/TypeCoffee_32x32 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.4214
- Accuracy: 0.8520
- Precision: 0.8543
- Recall: 0.8531
- F1: 0.8530
- Precision Durariadorio 32x32: 0.8105
- Recall Durariadorio 32x32: 0.8542
- F1 Durariadorio 32x32: 0.8318
- Precision Mole 32x32: 0.9086
- Recall Mole 32x32: 0.8281
- F1 Mole 32x32: 0.8665
- Precision Quebrado 32x32: 0.8625
- Recall Quebrado 32x32: 0.9253
- F1 Quebrado 32x32: 0.8928
- Precision Riadorio 32x32: 0.7709
- Recall Riadorio 32x32: 0.7582
- F1 Riadorio 32x32: 0.7645
- Precision Riofechado 32x32: 0.9192
- Recall Riofechado 32x32: 0.8998
- F1 Riofechado 32x32: 0.9094

## Model description

More information needed

## Intended uses & limitations

More information needed

## Training and evaluation data

More information needed

## Training procedure

### Training hyperparameters

The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- num_epochs: 100.0

### Training results

| Training Loss | Epoch | Step   | Validation Loss | Accuracy | Precision | Recall | F1     | Precision Durariadorio 32x32 | Recall Durariadorio 32x32 | F1 Durariadorio 32x32 | Precision Mole 32x32 | Recall Mole 32x32 | F1 Mole 32x32 | Precision Quebrado 32x32 | Recall Quebrado 32x32 | F1 Quebrado 32x32 | Precision Riadorio 32x32 | Recall Riadorio 32x32 | F1 Riadorio 32x32 | Precision Riofechado 32x32 | Recall Riofechado 32x32 | F1 Riofechado 32x32 |
|:-------------:|:-----:|:------:|:---------------:|:--------:|:---------:|:------:|:------:|:----------------------------:|:-------------------------:|:---------------------:|:--------------------:|:-----------------:|:-------------:|:------------------------:|:---------------------:|:-----------------:|:------------------------:|:---------------------:|:-----------------:|:--------------------------:|:-----------------------:|:-------------------:|
| 1.1437        | 1.0   | 1453   | 0.9896          | 0.6055   | 0.6371    | 0.6049 | 0.6042 | 0.5118                       | 0.6042                    | 0.5541                | 0.6273               | 0.4705            | 0.5377        | 0.7538                   | 0.8663                | 0.8061            | 0.4676                   | 0.6283                | 0.5361            | 0.8248                     | 0.4552                  | 0.5866              |
| 0.9483        | 2.0   | 2906   | 0.8851          | 0.6561   | 0.6812    | 0.6611 | 0.6352 | 0.6019                       | 0.5590                    | 0.5797                | 0.7471               | 0.6823            | 0.7132        | 0.7504                   | 0.9132                | 0.8238            | 0.7647                   | 0.2566                | 0.3842            | 0.5421                     | 0.8946                  | 0.6751              |
| 0.8019        | 3.0   | 4359   | 0.7375          | 0.7133   | 0.7174    | 0.7151 | 0.7047 | 0.7552                       | 0.5035                    | 0.6042                | 0.7056               | 0.8281            | 0.7620        | 0.6929                   | 0.9635                | 0.8061            | 0.6601                   | 0.5493                | 0.5996            | 0.7732                     | 0.7311                  | 0.7516              |
| 0.8397        | 4.0   | 5812   | 0.6973          | 0.7339   | 0.7599    | 0.7355 | 0.7352 | 0.5708                       | 0.8403                    | 0.6798                | 0.7906               | 0.7274            | 0.7577        | 0.8135                   | 0.9010                | 0.8550            | 0.6988                   | 0.5724                | 0.6293            | 0.9258                     | 0.6362                  | 0.7542              |
| 0.8214        | 5.0   | 7265   | 0.6209          | 0.7639   | 0.7770    | 0.7653 | 0.7564 | 0.8522                       | 0.5104                    | 0.6384                | 0.6899               | 0.9271            | 0.7911        | 0.7723                   | 0.9601                | 0.8560            | 0.7067                   | 0.6382                | 0.6707            | 0.8637                     | 0.7909                  | 0.8257              |
| 0.9074        | 6.0   | 8718   | 0.6062          | 0.7580   | 0.7878    | 0.7582 | 0.7618 | 0.7020                       | 0.8056                    | 0.7502                | 0.9311               | 0.5868            | 0.7199        | 0.8555                   | 0.8837                | 0.8693            | 0.5754                   | 0.7401                | 0.6475            | 0.875                      | 0.7750                  | 0.8220              |
| 0.8228        | 7.0   | 10171  | 0.6415          | 0.7621   | 0.7812    | 0.7628 | 0.7600 | 0.6774                       | 0.7292                    | 0.7023                | 0.9341               | 0.5417            | 0.6857        | 0.8528                   | 0.9253                | 0.8876            | 0.6320                   | 0.7286                | 0.6769            | 0.8096                     | 0.8893                  | 0.8476              |
| 0.7683        | 8.0   | 11624  | 0.5603          | 0.7866   | 0.7937    | 0.7883 | 0.7826 | 0.7844                       | 0.6441                    | 0.7073                | 0.7361               | 0.9201            | 0.8179        | 0.7609                   | 0.9670                | 0.8517            | 0.7807                   | 0.6266                | 0.6953            | 0.9065                     | 0.7838                  | 0.8407              |
| 0.6675        | 9.0   | 13077  | 0.7410          | 0.7188   | 0.7695    | 0.7180 | 0.7228 | 0.6933                       | 0.7222                    | 0.7075                | 0.9178               | 0.5816            | 0.7120        | 0.92                     | 0.5990                | 0.7256            | 0.5342                   | 0.8224                | 0.6477            | 0.7822                     | 0.8647                  | 0.8214              |
| 0.7493        | 10.0  | 14530  | 0.5432          | 0.7928   | 0.8062    | 0.7941 | 0.7910 | 0.6846                       | 0.8628                    | 0.7634                | 0.9233               | 0.6267            | 0.7466        | 0.8119                   | 0.9514                | 0.8761            | 0.7505                   | 0.6826                | 0.7149            | 0.8607                     | 0.8471                  | 0.8539              |
| 0.7794        | 11.0  | 15983  | 0.5717          | 0.7886   | 0.7925    | 0.7895 | 0.7878 | 0.7760                       | 0.6858                    | 0.7281                | 0.8260               | 0.8160            | 0.8210        | 0.7737                   | 0.9618                | 0.8576            | 0.7044                   | 0.7056                | 0.7050            | 0.8825                     | 0.7786                  | 0.8273              |
| 0.6935        | 12.0  | 17436  | 0.5277          | 0.8055   | 0.8136    | 0.8069 | 0.8010 | 0.9144                       | 0.5938                    | 0.72                  | 0.7840               | 0.9201            | 0.8466        | 0.8057                   | 0.9288                | 0.8629            | 0.7465                   | 0.7023                | 0.7237            | 0.8174                     | 0.8893                  | 0.8519              |
| 0.6499        | 13.0  | 18889  | 0.4573          | 0.8231   | 0.8292    | 0.8236 | 0.8246 | 0.8                          | 0.7917                    | 0.7958                | 0.8783               | 0.8142            | 0.8450        | 0.8249                   | 0.9323                | 0.8753            | 0.7189                   | 0.7697                | 0.7434            | 0.9238                     | 0.8102                  | 0.8633              |
| 0.6982        | 14.0  | 20342  | 0.6069          | 0.7818   | 0.7949    | 0.7828 | 0.7831 | 0.6640                       | 0.8785                    | 0.7564                | 0.8384               | 0.8108            | 0.8244        | 0.8993                   | 0.6979                | 0.7859            | 0.7540                   | 0.7007                | 0.7263            | 0.8188                     | 0.8260                  | 0.8224              |
| 0.7184        | 15.0  | 21795  | 0.6539          | 0.7625   | 0.7959    | 0.7623 | 0.7562 | 0.9402                       | 0.4913                    | 0.6454                | 0.7606               | 0.8993            | 0.8242        | 0.7152                   | 0.9635                | 0.8210            | 0.6490                   | 0.7632                | 0.7014            | 0.9144                     | 0.6942                  | 0.7892              |
| 0.6292        | 16.0  | 23248  | 0.4354          | 0.8434   | 0.8430    | 0.8448 | 0.8427 | 0.8450                       | 0.7760                    | 0.8090                | 0.8464               | 0.8993            | 0.8721        | 0.8744                   | 0.8941                | 0.8841            | 0.8098                   | 0.7352                | 0.7707            | 0.8395                     | 0.9192                  | 0.8775              |
| 0.6507        | 17.0  | 24701  | 0.4339          | 0.8365   | 0.8390    | 0.8373 | 0.8375 | 0.8312                       | 0.7778                    | 0.8036                | 0.8845               | 0.8247            | 0.8535        | 0.8746                   | 0.8837                | 0.8791            | 0.7387                   | 0.7812                | 0.7594            | 0.8659                     | 0.9192                  | 0.8917              |
| 0.6504        | 18.0  | 26154  | 0.4613          | 0.8293   | 0.8384    | 0.8304 | 0.8305 | 0.7278                       | 0.9097                    | 0.8086                | 0.9153               | 0.7691            | 0.8358        | 0.8600                   | 0.9062                | 0.8825            | 0.7696                   | 0.7253                | 0.7468            | 0.9194                     | 0.8418                  | 0.8789              |
| 0.6098        | 19.0  | 27607  | 1.0089          | 0.6833   | 0.7793    | 0.6816 | 0.6783 | 0.5381                       | 0.9201                    | 0.6791                | 0.9423               | 0.5104            | 0.6622        | 0.8601                   | 0.8003                | 0.8291            | 0.5604                   | 0.7780                | 0.6515            | 0.9956                     | 0.3989                  | 0.5696              |
| 0.6226        | 20.0  | 29060  | 0.4602          | 0.8355   | 0.8379    | 0.8368 | 0.8355 | 0.8109                       | 0.8264                    | 0.8186                | 0.8356               | 0.8646            | 0.8498        | 0.8316                   | 0.9514                | 0.8874            | 0.775                    | 0.7138                | 0.7432            | 0.9364                     | 0.8278                  | 0.8787              |
| 0.5477        | 21.0  | 30513  | 0.6087          | 0.7924   | 0.8108    | 0.7940 | 0.7886 | 0.7119                       | 0.875                     | 0.7850                | 0.9544               | 0.6181            | 0.7503        | 0.7588                   | 0.9774                | 0.8543            | 0.8333                   | 0.6579                | 0.7353            | 0.7957                     | 0.8418                  | 0.8181              |
| 0.6007        | 22.0  | 31966  | 0.4432          | 0.8410   | 0.8451    | 0.8439 | 0.8371 | 0.7990                       | 0.8628                    | 0.8297                | 0.8508               | 0.9010            | 0.8752        | 0.8647                   | 0.9323                | 0.8972            | 0.8960                   | 0.5954                | 0.7154            | 0.8148                     | 0.9279                  | 0.8677              |
| 0.6439        | 23.0  | 33419  | 0.4214          | 0.8520   | 0.8543    | 0.8531 | 0.8530 | 0.8105                       | 0.8542                    | 0.8318                | 0.9086               | 0.8281            | 0.8665        | 0.8625                   | 0.9253                | 0.8928            | 0.7709                   | 0.7582                | 0.7645            | 0.9192                     | 0.8998                  | 0.9094              |
| 0.6058        | 24.0  | 34872  | 0.5593          | 0.8017   | 0.8086    | 0.8033 | 0.8012 | 0.7716                       | 0.7917                    | 0.7815                | 0.9172               | 0.7691            | 0.8366        | 0.7411                   | 0.9392                | 0.8285            | 0.7934                   | 0.6694                | 0.7261            | 0.8197                     | 0.8471                  | 0.8332              |
| 0.6746        | 25.0  | 36325  | 0.4657          | 0.8365   | 0.8385    | 0.8392 | 0.8332 | 0.8243                       | 0.8229                    | 0.8236                | 0.8812               | 0.8889            | 0.8850        | 0.8315                   | 0.9427                | 0.8836            | 0.8555                   | 0.6135                | 0.7146            | 0.8                        | 0.9279                  | 0.8592              |
| 0.5352        | 26.0  | 37778  | 0.4285          | 0.8413   | 0.8434    | 0.8427 | 0.8417 | 0.8551                       | 0.8299                    | 0.8423                | 0.9049               | 0.8420            | 0.8723        | 0.8715                   | 0.8594                | 0.8654            | 0.7755                   | 0.7385                | 0.7565            | 0.8100                     | 0.9438                  | 0.8718              |
| 0.6651        | 27.0  | 39231  | 0.5568          | 0.8265   | 0.8425    | 0.8298 | 0.8233 | 0.6822                       | 0.9427                    | 0.7915                | 0.8915               | 0.8420            | 0.8661        | 0.8678                   | 0.9115                | 0.8891            | 0.8952                   | 0.5477                | 0.6796            | 0.8759                     | 0.9051                  | 0.8902              |
| 0.5999        | 28.0  | 40684  | 0.6360          | 0.7838   | 0.8009    | 0.7852 | 0.7853 | 0.6978                       | 0.8819                    | 0.7791                | 0.7812               | 0.9115            | 0.8413        | 0.8810                   | 0.7708                | 0.8222            | 0.6776                   | 0.6464                | 0.6616            | 0.9667                     | 0.7153                  | 0.8222              |
| 0.542         | 29.0  | 42137  | 0.4588          | 0.8317   | 0.8461    | 0.8318 | 0.8354 | 0.8878                       | 0.7552                    | 0.8161                | 0.9062               | 0.8385            | 0.8711        | 0.8757                   | 0.8194                | 0.8466            | 0.6649                   | 0.8388                | 0.7418            | 0.8958                     | 0.9069                  | 0.9013              |
| 0.4775        | 30.0  | 43590  | 0.5173          | 0.8213   | 0.8209    | 0.8234 | 0.8209 | 0.8013                       | 0.8611                    | 0.8301                | 0.8042               | 0.8559            | 0.8293        | 0.8725                   | 0.8316                | 0.8516            | 0.7590                   | 0.6579                | 0.7048            | 0.8677                     | 0.9104                  | 0.8885              |
| 0.5762        | 31.0  | 45043  | 0.5442          | 0.8117   | 0.8230    | 0.8124 | 0.8135 | 0.8436                       | 0.7587                    | 0.7989                | 0.9224               | 0.7639            | 0.8357        | 0.8729                   | 0.8108                | 0.8407            | 0.6825                   | 0.7812                | 0.7285            | 0.7938                     | 0.9473                  | 0.8638              |
| 0.4745        | 32.0  | 46496  | 0.4626          | 0.8410   | 0.8445    | 0.8419 | 0.8425 | 0.8029                       | 0.8767                    | 0.8382                | 0.8957               | 0.8351            | 0.8643        | 0.8793                   | 0.8351                | 0.8566            | 0.75                     | 0.7697                | 0.7597            | 0.8944                     | 0.8928                  | 0.8936              |
| 0.4433        | 33.0  | 47949  | 0.7783          | 0.7828   | 0.8055    | 0.7841 | 0.7732 | 0.9617                       | 0.4792                    | 0.6396                | 0.8282               | 0.8785            | 0.8526        | 0.7624                   | 0.9635                | 0.8512            | 0.7729                   | 0.6941                | 0.7314            | 0.7026                     | 0.9051                  | 0.7911              |
| 0.5862        | 34.0  | 49402  | 0.5676          | 0.8348   | 0.8412    | 0.8380 | 0.8297 | 0.8079                       | 0.8472                    | 0.8271                | 0.7948               | 0.8941            | 0.8415        | 0.8441                   | 0.9497                | 0.8938            | 0.9151                   | 0.5674                | 0.7005            | 0.8439                     | 0.9315                  | 0.8855              |
| 0.5729        | 35.0  | 50855  | 0.4472          | 0.8389   | 0.8379    | 0.8411 | 0.8373 | 0.8478                       | 0.8316                    | 0.8396                | 0.8733               | 0.9097            | 0.8912        | 0.8294                   | 0.8611                | 0.8450            | 0.804                    | 0.6612                | 0.7256            | 0.8349                     | 0.9420                  | 0.8852              |
| 0.5992        | 36.0  | 52308  | 0.5261          | 0.8213   | 0.8282    | 0.8227 | 0.8202 | 0.8262                       | 0.7674                    | 0.7957                | 0.9464               | 0.7361            | 0.8281        | 0.8117                   | 0.9427                | 0.8723            | 0.7635                   | 0.7220                | 0.7422            | 0.7935                     | 0.9455                  | 0.8629              |
| 0.4596        | 37.0  | 53761  | 0.4428          | 0.8540   | 0.8540    | 0.8557 | 0.8533 | 0.8512                       | 0.8142                    | 0.8323                | 0.8402               | 0.9219            | 0.8791        | 0.8491                   | 0.9184                | 0.8824            | 0.8308                   | 0.7188                | 0.7707            | 0.8988                     | 0.9051                  | 0.9019              |
| 0.5097        | 38.0  | 55214  | 0.4856          | 0.8337   | 0.8394    | 0.8344 | 0.8363 | 0.8370                       | 0.8472                    | 0.8421                | 0.8818               | 0.8681            | 0.8749        | 0.8485                   | 0.8264                | 0.8373            | 0.7072                   | 0.7747                | 0.7394            | 0.9223                     | 0.8559                  | 0.8879              |
| 0.4476        | 39.0  | 56667  | 0.6009          | 0.8024   | 0.8070    | 0.8050 | 0.7994 | 0.8419                       | 0.7951                    | 0.8179                | 0.7377               | 0.9375            | 0.8257        | 0.8745                   | 0.75                  | 0.8075            | 0.7700                   | 0.6003                | 0.6747            | 0.8109                     | 0.9420                  | 0.8715              |
| 0.4583        | 40.0  | 58120  | 0.5397          | 0.8361   | 0.8430    | 0.8391 | 0.8326 | 0.7434                       | 0.8854                    | 0.8082                | 0.8468               | 0.8924            | 0.8690        | 0.8401                   | 0.9392                | 0.8869            | 0.8914                   | 0.5806                | 0.7032            | 0.8934                     | 0.8981                  | 0.8957              |
| 0.5016        | 41.0  | 59573  | 0.5419          | 0.8224   | 0.8274    | 0.8237 | 0.8225 | 0.7983                       | 0.8385                    | 0.8180                | 0.8536               | 0.8906            | 0.8717        | 0.7729                   | 0.9097                | 0.8357            | 0.7768                   | 0.6924                | 0.7322            | 0.9353                     | 0.7873                  | 0.8550              |
| 0.408         | 42.0  | 61026  | 0.5450          | 0.8238   | 0.8344    | 0.8248 | 0.8244 | 0.9122                       | 0.7031                    | 0.7941                | 0.7483               | 0.9497            | 0.8370        | 0.8669                   | 0.8368                | 0.8516            | 0.7295                   | 0.7451                | 0.7372            | 0.9150                     | 0.8893                  | 0.9020              |
| 0.4116        | 43.0  | 62479  | 0.5567          | 0.8048   | 0.8198    | 0.8053 | 0.8086 | 0.7471                       | 0.8924                    | 0.8133                | 0.8900               | 0.7865            | 0.8350        | 0.8526                   | 0.7830                | 0.8163            | 0.6671                   | 0.7615                | 0.7112            | 0.9423                     | 0.8032                  | 0.8672              |
| 0.5416        | 44.0  | 63932  | 0.5574          | 0.8127   | 0.8267    | 0.8129 | 0.8136 | 0.8704                       | 0.7812                    | 0.8234                | 0.8619               | 0.8993            | 0.8802        | 0.8836                   | 0.6458                | 0.7462            | 0.6557                   | 0.8174                | 0.7277            | 0.8618                     | 0.9209                  | 0.8904              |
| 0.6373        | 45.0  | 65385  | 0.5181          | 0.8258   | 0.8389    | 0.8260 | 0.8298 | 0.8659                       | 0.7847                    | 0.8233                | 0.9075               | 0.8351            | 0.8698        | 0.8616                   | 0.8108                | 0.8354            | 0.6636                   | 0.8240                | 0.7351            | 0.8957                     | 0.8752                  | 0.8853              |
| 0.4469        | 46.0  | 66838  | 0.4808          | 0.8361   | 0.8461    | 0.8368 | 0.8395 | 0.8210                       | 0.8837                    | 0.8512                | 0.9304               | 0.8351            | 0.8801        | 0.8776                   | 0.7969                | 0.8353            | 0.6877                   | 0.7895                | 0.7351            | 0.9141                     | 0.8787                  | 0.8961              |
| 0.5169        | 47.0  | 68291  | 0.6467          | 0.8079   | 0.8294    | 0.8081 | 0.8104 | 0.9231                       | 0.6667                    | 0.7742                | 0.9183               | 0.8003            | 0.8553        | 0.7641                   | 0.9392                | 0.8427            | 0.6514                   | 0.7961                | 0.7165            | 0.8899                     | 0.8383                  | 0.8633              |
| 0.4898        | 48.0  | 69744  | 0.5967          | 0.8120   | 0.8268    | 0.8124 | 0.8116 | 0.9197                       | 0.6163                    | 0.7380                | 0.8849               | 0.8542            | 0.8693        | 0.8452                   | 0.8628                | 0.8540            | 0.6736                   | 0.8043                | 0.7331            | 0.8105                     | 0.9244                  | 0.8637              |
| 0.4576        | 49.0  | 71197  | 0.5606          | 0.8234   | 0.8350    | 0.8237 | 0.8267 | 0.8728                       | 0.7743                    | 0.8206                | 0.8928               | 0.8819            | 0.8873        | 0.8039                   | 0.8681                | 0.8347            | 0.6770                   | 0.7928                | 0.7303            | 0.9287                     | 0.8014                  | 0.8604              |
| 0.455         | 50.0  | 72650  | 0.6599          | 0.8021   | 0.8166    | 0.8048 | 0.8014 | 0.6590                       | 0.9462                    | 0.7769                | 0.8919               | 0.8021            | 0.8446        | 0.8615                   | 0.8420                | 0.8516            | 0.7941                   | 0.5707                | 0.6641            | 0.8768                     | 0.8629                  | 0.8698              |
| 0.4791        | 51.0  | 74103  | 0.4719          | 0.8334   | 0.8348    | 0.8345 | 0.8344 | 0.8217                       | 0.8403                    | 0.8309                | 0.875                | 0.875             | 0.875         | 0.8690                   | 0.8177                | 0.8426            | 0.7422                   | 0.7434                | 0.7428            | 0.8659                     | 0.8963                  | 0.8808              |
| 0.4923        | 52.0  | 75556  | 0.5172          | 0.8289   | 0.8339    | 0.8302 | 0.8301 | 0.7482                       | 0.9028                    | 0.8183                | 0.8667               | 0.8351            | 0.8506        | 0.8785                   | 0.8281                | 0.8525            | 0.7680                   | 0.7188                | 0.7426            | 0.9079                     | 0.8664                  | 0.8867              |
| 0.3447        | 53.0  | 77009  | 0.6166          | 0.8286   | 0.8385    | 0.8297 | 0.8266 | 0.9570                       | 0.6562                    | 0.7786                | 0.7920               | 0.9583            | 0.8672        | 0.8344                   | 0.8837                | 0.8583            | 0.7533                   | 0.7434                | 0.7483            | 0.8557                     | 0.9069                  | 0.8805              |
| 0.3916        | 54.0  | 78462  | 0.5289          | 0.8320   | 0.8399    | 0.8328 | 0.8343 | 0.7988                       | 0.8889                    | 0.8414                | 0.9418               | 0.7865            | 0.8571        | 0.8444                   | 0.8385                | 0.8415            | 0.7152                   | 0.7681                | 0.7407            | 0.8996                     | 0.8822                  | 0.8909              |
| 0.4174        | 55.0  | 79915  | 0.8007          | 0.7886   | 0.8067    | 0.7912 | 0.7883 | 0.6498                       | 0.9340                    | 0.7664                | 0.9432               | 0.7205            | 0.8169        | 0.8213                   | 0.8854                | 0.8521            | 0.7446                   | 0.5707                | 0.6462            | 0.8745                     | 0.8453                  | 0.8597              |
| 0.3712        | 56.0  | 81368  | 0.6271          | 0.8138   | 0.8200    | 0.8151 | 0.8137 | 0.8671                       | 0.7361                    | 0.7962                | 0.8921               | 0.8472            | 0.8691        | 0.8369                   | 0.8194                | 0.8281            | 0.7608                   | 0.7220                | 0.7409            | 0.7431                     | 0.9508                  | 0.8342              |
| 0.3353        | 57.0  | 82821  | 0.8486          | 0.7718   | 0.7907    | 0.7732 | 0.7700 | 0.8481                       | 0.6493                    | 0.7355                | 0.9196               | 0.7153            | 0.8047        | 0.6983                   | 0.9444                | 0.8030            | 0.7834                   | 0.6661                | 0.72              | 0.7042                     | 0.8910                  | 0.7867              |
| 0.4091        | 58.0  | 84274  | 0.7401          | 0.8069   | 0.8199    | 0.8107 | 0.7987 | 0.8852                       | 0.75                      | 0.8120                | 0.7347               | 0.9566            | 0.8311        | 0.8365                   | 0.9062                | 0.87              | 0.8721                   | 0.4934                | 0.6303            | 0.7711                     | 0.9473                  | 0.8502              |
| 0.4316        | 59.0  | 85727  | 0.6575          | 0.7976   | 0.8139    | 0.7972 | 0.8009 | 0.8346                       | 0.7708                    | 0.8014                | 0.8569               | 0.8837            | 0.8701        | 0.8252                   | 0.7951                | 0.8099            | 0.6391                   | 0.8125                | 0.7154            | 0.9135                     | 0.7241                  | 0.8078              |
| 0.352         | 60.0  | 87180  | 0.7022          | 0.8138   | 0.8279    | 0.8144 | 0.8153 | 0.8683                       | 0.7552                    | 0.8078                | 0.9367               | 0.7188            | 0.8134        | 0.8586                   | 0.8542                | 0.8564            | 0.6737                   | 0.7878                | 0.7263            | 0.8024                     | 0.9561                  | 0.8725              |
| 0.3877        | 61.0  | 88633  | 0.6978          | 0.8179   | 0.8279    | 0.8210 | 0.8142 | 0.7105                       | 0.9288                    | 0.8051                | 0.8995               | 0.8542            | 0.8762        | 0.8232                   | 0.8889                | 0.8548            | 0.8608                   | 0.5493                | 0.6707            | 0.8454                     | 0.8840                  | 0.8643              |
| 0.4239        | 62.0  | 90086  | 0.5458          | 0.8272   | 0.8368    | 0.8274 | 0.8294 | 0.8318                       | 0.7986                    | 0.8149                | 0.8694               | 0.8785            | 0.8739        | 0.8176                   | 0.8872                | 0.8510            | 0.7086                   | 0.7961                | 0.7498            | 0.9567                     | 0.7768                  | 0.8574              |
| 0.4038        | 63.0  | 91539  | 0.5327          | 0.8327   | 0.8416    | 0.8337 | 0.8345 | 0.7674                       | 0.9167                    | 0.8354                | 0.9470               | 0.7760            | 0.8531        | 0.8322                   | 0.8524                | 0.8422            | 0.7443                   | 0.7516                | 0.7480            | 0.9168                     | 0.8717                  | 0.8937              |
| 0.3743        | 64.0  | 92992  | 0.5202          | 0.8413   | 0.8468    | 0.8422 | 0.8436 | 0.8630                       | 0.8420                    | 0.8524                | 0.9331               | 0.8472            | 0.8881        | 0.8595                   | 0.8281                | 0.8435            | 0.7149                   | 0.7796                | 0.7459            | 0.8638                     | 0.9139                  | 0.8881              |
| 0.3162        | 65.0  | 94445  | 0.7327          | 0.8272   | 0.8298    | 0.8287 | 0.8243 | 0.8787                       | 0.6788                    | 0.7659                | 0.8429               | 0.9132            | 0.8767        | 0.8047                   | 0.9444                | 0.8690            | 0.8007                   | 0.7072                | 0.7511            | 0.8218                     | 0.8998                  | 0.8591              |
| 0.3394        | 66.0  | 95898  | 0.5431          | 0.8317   | 0.8341    | 0.8328 | 0.8331 | 0.8442                       | 0.8090                    | 0.8262                | 0.8797               | 0.8889            | 0.8843        | 0.8616                   | 0.8212                | 0.8409            | 0.7172                   | 0.7467                | 0.7317            | 0.8676                     | 0.8981                  | 0.8826              |
| 0.4806        | 67.0  | 97351  | 0.5874          | 0.8210   | 0.8339    | 0.8212 | 0.8231 | 0.7866                       | 0.8576                    | 0.8206                | 0.8720               | 0.875             | 0.8735        | 0.8423                   | 0.8715                | 0.8567            | 0.6971                   | 0.7796                | 0.7360            | 0.9716                     | 0.7223                  | 0.8286              |
| 0.4937        | 68.0  | 98804  | 0.5646          | 0.8182   | 0.8194    | 0.8203 | 0.8169 | 0.7892                       | 0.8646                    | 0.8252                | 0.7918               | 0.9045            | 0.8444        | 0.8669                   | 0.7917                | 0.8276            | 0.7923                   | 0.6464                | 0.7120            | 0.8569                     | 0.8946                  | 0.8753              |
| 0.2899        | 69.0  | 100257 | 0.6118          | 0.8341   | 0.8351    | 0.8359 | 0.8334 | 0.7955                       | 0.8576                    | 0.8254                | 0.9006               | 0.8021            | 0.8485        | 0.8497                   | 0.9028                | 0.8754            | 0.7872                   | 0.6875                | 0.7340            | 0.8424                     | 0.9297                  | 0.8839              |
| 0.2905        | 70.0  | 101710 | 0.6764          | 0.8134   | 0.8268    | 0.8145 | 0.8091 | 0.9659                       | 0.5903                    | 0.7328                | 0.8165               | 0.9271            | 0.8683        | 0.7765                   | 0.9288                | 0.8458            | 0.7646                   | 0.7319                | 0.7479            | 0.8105                     | 0.8946                  | 0.8505              |
| 0.3629        | 71.0  | 103163 | 0.5410          | 0.8317   | 0.8309    | 0.8341 | 0.8301 | 0.8035                       | 0.8733                    | 0.8369                | 0.8660               | 0.9201            | 0.8923        | 0.8074                   | 0.8663                | 0.8358            | 0.7860                   | 0.6283                | 0.6984            | 0.8917                     | 0.8822                  | 0.8869              |
| 0.4107        | 72.0  | 104616 | 0.6758          | 0.8086   | 0.8358    | 0.8082 | 0.8141 | 0.8083                       | 0.8490                    | 0.8281                | 0.9246               | 0.8733            | 0.8982        | 0.8521                   | 0.7899                | 0.8198            | 0.6182                   | 0.8257                | 0.7070            | 0.9756                     | 0.7030                  | 0.8172              |
| 0.4228        | 73.0  | 106069 | 0.6898          | 0.8041   | 0.8110    | 0.8062 | 0.8038 | 0.7178                       | 0.9184                    | 0.8058                | 0.8481               | 0.9115            | 0.8787        | 0.8852                   | 0.7361                | 0.8038            | 0.7084                   | 0.6234                | 0.6632            | 0.8953                     | 0.8418                  | 0.8678              |
| 0.4379        | 74.0  | 107522 | 0.6787          | 0.8186   | 0.8245    | 0.8209 | 0.8176 | 0.7285                       | 0.9132                    | 0.8105                | 0.9030               | 0.8247            | 0.8621        | 0.8707                   | 0.7951                | 0.8312            | 0.7930                   | 0.6365                | 0.7062            | 0.8274                     | 0.9350                  | 0.8779              |
| 0.4287        | 75.0  | 108975 | 0.7383          | 0.8138   | 0.8175    | 0.8170 | 0.8089 | 0.8211                       | 0.8524                    | 0.8365                | 0.7476               | 0.9566            | 0.8393        | 0.8509                   | 0.8420                | 0.8464            | 0.8184                   | 0.5411                | 0.6515            | 0.8495                     | 0.8928                  | 0.8706              |
| 0.3734        | 76.0  | 110428 | 0.6164          | 0.8258   | 0.8353    | 0.8265 | 0.8283 | 0.8884                       | 0.7326                    | 0.8030                | 0.9057               | 0.8507            | 0.8774        | 0.8163                   | 0.8715                | 0.8430            | 0.6805                   | 0.7812                | 0.7274            | 0.8854                     | 0.8963                  | 0.8908              |
| 0.3053        | 77.0  | 111881 | 0.6833          | 0.8127   | 0.8267    | 0.8137 | 0.8128 | 0.7661                       | 0.8872                    | 0.8222                | 0.9717               | 0.6562            | 0.7834        | 0.8270                   | 0.8715                | 0.8487            | 0.7028                   | 0.7467                | 0.7241            | 0.8658                     | 0.9069                  | 0.8858              |
| 0.4056        | 78.0  | 113334 | 0.7220          | 0.8059   | 0.8178    | 0.8070 | 0.8036 | 0.9381                       | 0.6319                    | 0.7552                | 0.7586               | 0.9601            | 0.8475        | 0.8474                   | 0.8194                | 0.8332            | 0.7285                   | 0.7237                | 0.7261            | 0.8166                     | 0.8998                  | 0.8562              |
| 0.2861        | 79.0  | 114787 | 0.5705          | 0.8403   | 0.8435    | 0.8416 | 0.8413 | 0.7876                       | 0.9010                    | 0.8405                | 0.8973               | 0.8194            | 0.8566        | 0.8535                   | 0.8698                | 0.8616            | 0.7625                   | 0.7286                | 0.7452            | 0.9167                     | 0.8893                  | 0.9028              |
| 0.4598        | 80.0  | 116240 | 0.5696          | 0.8386   | 0.8384    | 0.8405 | 0.8380 | 0.8630                       | 0.8420                    | 0.8524                | 0.8858               | 0.8889            | 0.8873        | 0.8479                   | 0.8420                | 0.8449            | 0.7759                   | 0.6891                | 0.7300            | 0.8193                     | 0.9402                  | 0.8756              |
| 0.2818        | 81.0  | 117693 | 0.5117          | 0.8379   | 0.8401    | 0.8391 | 0.8383 | 0.9008                       | 0.7882                    | 0.8407                | 0.8859               | 0.9028            | 0.8942        | 0.7981                   | 0.8715                | 0.8332            | 0.7705                   | 0.7401                | 0.7550            | 0.8453                     | 0.8928                  | 0.8684              |
| 0.3172        | 82.0  | 119146 | 0.6467          | 0.8172   | 0.8296    | 0.8176 | 0.8197 | 0.9146                       | 0.7066                    | 0.7973                | 0.8741               | 0.8559            | 0.8649        | 0.8235                   | 0.8507                | 0.8369            | 0.6676                   | 0.7961                | 0.7262            | 0.8681                     | 0.8787                  | 0.8734              |
| 0.2857        | 83.0  | 120599 | 0.5935          | 0.8320   | 0.8378    | 0.8340 | 0.8308 | 0.7820                       | 0.8906                    | 0.8328                | 0.9409               | 0.7743            | 0.8495        | 0.8291                   | 0.9010                | 0.8636            | 0.8276                   | 0.6711                | 0.7411            | 0.8095                     | 0.9332                  | 0.8669              |
| 0.4051        | 84.0  | 122052 | 0.6718          | 0.8151   | 0.8209    | 0.8168 | 0.8151 | 0.7852                       | 0.8316                    | 0.8078                | 0.9283               | 0.7413            | 0.8243        | 0.8616                   | 0.8646                | 0.8631            | 0.7366                   | 0.6990                | 0.7173            | 0.7926                     | 0.9473                  | 0.8631              |
| 0.5564        | 85.0  | 123505 | 0.6895          | 0.8024   | 0.8172    | 0.8040 | 0.8012 | 0.7017                       | 0.9149                    | 0.7943                | 0.9540               | 0.6476            | 0.7715        | 0.8133                   | 0.8698                | 0.8406            | 0.7615                   | 0.6826                | 0.7199            | 0.8555                     | 0.9051                  | 0.8796              |
| 0.304         | 86.0  | 124958 | 0.8515          | 0.7897   | 0.8019    | 0.7919 | 0.7857 | 0.9134                       | 0.6406                    | 0.7531                | 0.7182               | 0.9514            | 0.8185        | 0.7644                   | 0.8958                | 0.8249            | 0.7752                   | 0.6069                | 0.6808            | 0.8382                     | 0.8647                  | 0.8512              |
| 0.3907        | 87.0  | 126411 | 1.1472          | 0.7570   | 0.7973    | 0.7568 | 0.7534 | 0.9427                       | 0.4566                    | 0.6152                | 0.9198               | 0.7569            | 0.8305        | 0.7908                   | 0.8663                | 0.8268            | 0.5835                   | 0.8043                | 0.6763            | 0.7496                     | 0.8998                  | 0.8179              |
| 0.3848        | 88.0  | 127864 | 0.8595          | 0.7959   | 0.8235    | 0.7956 | 0.7967 | 0.9459                       | 0.5764                    | 0.7163                | 0.8328               | 0.9253            | 0.8766        | 0.8234                   | 0.8420                | 0.8326            | 0.6170                   | 0.8240                | 0.7056            | 0.8986                     | 0.8102                  | 0.8521              |
| 0.3333        | 89.0  | 129317 | 0.7752          | 0.8028   | 0.8178    | 0.8053 | 0.8003 | 0.8670                       | 0.6788                    | 0.7614                | 0.8944               | 0.8819            | 0.8881        | 0.8381                   | 0.8628                | 0.8503            | 0.8162                   | 0.6135                | 0.7005            | 0.6734                     | 0.9895                  | 0.8014              |
| 0.3305        | 90.0  | 130770 | 0.7524          | 0.7976   | 0.8101    | 0.7986 | 0.7987 | 0.8301                       | 0.7378                    | 0.7812                | 0.7148               | 0.9444            | 0.8138        | 0.8388                   | 0.8490                | 0.8438            | 0.7169                   | 0.6957                | 0.7062            | 0.9499                     | 0.7663                  | 0.8482              |
| 0.3058        | 91.0  | 132223 | 0.7231          | 0.8234   | 0.8256    | 0.8246 | 0.8242 | 0.8617                       | 0.7899                    | 0.8243                | 0.8177               | 0.8958            | 0.8550        | 0.8585                   | 0.8108                | 0.8339            | 0.7292                   | 0.7352                | 0.7322            | 0.8608                     | 0.8910                  | 0.8756              |
| 0.2857        | 92.0  | 133676 | 0.6262          | 0.8227   | 0.8272    | 0.8241 | 0.8232 | 0.8810                       | 0.7708                    | 0.8222                | 0.8868               | 0.8837            | 0.8852        | 0.8563                   | 0.7865                | 0.8199            | 0.7182                   | 0.7253                | 0.7218            | 0.7939                     | 0.9543                  | 0.8667              |
| 0.3236        | 93.0  | 135129 | 0.6963          | 0.8014   | 0.8212    | 0.8016 | 0.8051 | 0.7284                       | 0.9219                    | 0.8138                | 0.9145               | 0.7795            | 0.8416        | 0.8615                   | 0.7778                | 0.8175            | 0.6643                   | 0.7681                | 0.7124            | 0.9372                     | 0.7610                  | 0.8400              |
| 0.3231        | 94.0  | 136582 | 0.8142          | 0.7948   | 0.8094    | 0.7966 | 0.7944 | 0.7996                       | 0.7691                    | 0.7841                | 0.9622               | 0.7066            | 0.8148        | 0.8297                   | 0.8628                | 0.8460            | 0.7495                   | 0.6743                | 0.7100            | 0.7059                     | 0.9701                  | 0.8172              |
| 0.434         | 95.0  | 138035 | 0.6152          | 0.8241   | 0.8246    | 0.8265 | 0.8227 | 0.7687                       | 0.9115                    | 0.8340                | 0.8569               | 0.8837            | 0.8701        | 0.8485                   | 0.8559                | 0.8522            | 0.7678                   | 0.6201                | 0.6861            | 0.8813                     | 0.8612                  | 0.8711              |
| 0.2914        | 96.0  | 139488 | 0.6123          | 0.8255   | 0.8282    | 0.8268 | 0.8262 | 0.7705                       | 0.8802                    | 0.8217                | 0.8643               | 0.8958            | 0.8798        | 0.8507                   | 0.8212                | 0.8357            | 0.7566                   | 0.7105                | 0.7328            | 0.8987                     | 0.8260                  | 0.8608              |
| 0.5311        | 97.0  | 140941 | 0.6176          | 0.8389   | 0.8486    | 0.8394 | 0.8424 | 0.8904                       | 0.7899                    | 0.8372                | 0.9052               | 0.8785            | 0.8916        | 0.8499                   | 0.8455                | 0.8477            | 0.6835                   | 0.8026                | 0.7383            | 0.9142                     | 0.8805                  | 0.8970              |
| 0.335         | 98.0  | 142394 | 0.6316          | 0.8258   | 0.8374    | 0.8264 | 0.8293 | 0.8675                       | 0.8299                    | 0.8483                | 0.9259               | 0.7812            | 0.8475        | 0.8545                   | 0.8160                | 0.8348            | 0.6671                   | 0.7944                | 0.7252            | 0.8721                     | 0.9104                  | 0.8908              |
| 0.2365        | 99.0  | 143847 | 0.6399          | 0.8131   | 0.8284    | 0.8132 | 0.8170 | 0.8489                       | 0.8385                    | 0.8437                | 0.8905               | 0.8611            | 0.8756        | 0.7934                   | 0.8333                | 0.8129            | 0.6566                   | 0.7862                | 0.7156            | 0.9529                     | 0.7469                  | 0.8374              |
| 0.4297        | 100.0 | 145300 | 0.7762          | 0.8059   | 0.8219    | 0.8061 | 0.8072 | 0.9204                       | 0.6823                    | 0.7836                | 0.8418               | 0.8681            | 0.8547        | 0.7765                   | 0.9288                | 0.8458            | 0.6695                   | 0.7796                | 0.7204            | 0.9014                     | 0.7715                  | 0.8314              |


### Framework versions

- Transformers 4.48.3
- Pytorch 2.5.1+cu124
- Datasets 3.3.2
- Tokenizers 0.21.0

durariadorio_32x32 mole_32x32 quebrado_32x32 riadorio_32x32 riofechado_32x32