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# mobilenetv2-typecoffee-3

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_64x64 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.4428
- Accuracy: 0.8733
- Precision: 0.8809
- Recall: 0.8742
- F1: 0.8751
- Precision Durariadorio 64x64: 0.9512
- Recall Durariadorio 64x64: 0.8125
- F1 Durariadorio 64x64: 0.8764
- Precision Mole 64x64: 0.9357
- Recall Mole 64x64: 0.9097
- F1 Mole 64x64: 0.9225
- Precision Quebrado 64x64: 0.8059
- Recall Quebrado 64x64: 0.9514
- F1 Quebrado 64x64: 0.8726
- Precision Riadorio 64x64: 0.7707
- Recall Riadorio 64x64: 0.7961
- F1 Riadorio 64x64: 0.7832
- Precision Riofechado 64x64: 0.9412
- Recall Riofechado 64x64: 0.9014
- F1 Riofechado 64x64: 0.9209

## 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 64x64 | Recall Durariadorio 64x64 | F1 Durariadorio 64x64 | Precision Mole 64x64 | Recall Mole 64x64 | F1 Mole 64x64 | Precision Quebrado 64x64 | Recall Quebrado 64x64 | F1 Quebrado 64x64 | Precision Riadorio 64x64 | Recall Riadorio 64x64 | F1 Riadorio 64x64 | Precision Riofechado 64x64 | Recall Riofechado 64x64 | F1 Riofechado 64x64 |
|:-------------:|:-----:|:-----:|:---------------:|:--------:|:---------:|:------:|:------:|:----------------------------:|:-------------------------:|:---------------------:|:--------------------:|:-----------------:|:-------------:|:------------------------:|:---------------------:|:-----------------:|:------------------------:|:---------------------:|:-----------------:|:--------------------------:|:-----------------------:|:-------------------:|
| 1.8339        | 1.0   | 364   | 1.3719          | 0.3815   | 0.5231    | 0.3834 | 0.3480 | 0.3265                       | 0.2222                    | 0.2645                | 0.2779               | 0.8472            | 0.4185        | 0.75                     | 0.6042                | 0.6692            | 0.3860                   | 0.1447                | 0.2105            | 0.875                      | 0.0986                  | 0.1772              |
| 0.8841        | 2.0   | 728   | 1.2402          | 0.4959   | 0.6099    | 0.4958 | 0.4690 | 0.4345                       | 0.4375                    | 0.4360                | 0.75                 | 0.25              | 0.375         | 0.9231                   | 0.25                  | 0.3934            | 0.5254                   | 0.6118                | 0.5653            | 0.4164                     | 0.9296                  | 0.5752              |
| 0.9358        | 3.0   | 1092  | 0.5863          | 0.7975   | 0.8044    | 0.8001 | 0.7957 | 0.6630                       | 0.8472                    | 0.7439                | 0.8403               | 0.6944            | 0.7605        | 0.8503                   | 0.9861                | 0.9132            | 0.7417                   | 0.5855                | 0.6544            | 0.9265                     | 0.8873                  | 0.9065              |
| 0.5744        | 4.0   | 1456  | 0.5526          | 0.8058   | 0.8012    | 0.8085 | 0.8009 | 0.784                        | 0.6806                    | 0.7286                | 0.8                  | 0.8056            | 0.8028        | 0.8606                   | 0.9861                | 0.9191            | 0.736                    | 0.6053                | 0.6643            | 0.8253                     | 0.9648                  | 0.8896              |
| 3.8423        | 5.0   | 1820  | 2.2945          | 0.4545   | 0.5793    | 0.4494 | 0.4180 | 0.4943                       | 0.2986                    | 0.3723                | 0.4118               | 0.6806            | 0.5131        | 1.0                      | 0.2361                | 0.3820            | 0.3994                   | 0.8487                | 0.5432            | 0.5909                     | 0.1831                  | 0.2796              |
| 0.9289        | 6.0   | 2184  | 1.0301          | 0.6736   | 0.7565    | 0.6724 | 0.6429 | 1.0                          | 0.1806                    | 0.3059                | 0.8067               | 0.6667            | 0.7300        | 0.6606                   | 1.0                   | 0.7956            | 0.5106                   | 0.7895                | 0.6202            | 0.8047                     | 0.7254                  | 0.7630              |
| 1.4282        | 7.0   | 2548  | 2.2074          | 0.4573   | 0.6324    | 0.4593 | 0.4141 | 0.3813                       | 0.7917                    | 0.5147                | 0.3992               | 0.7014            | 0.5088        | 1.0                      | 0.0625                | 0.1176            | 0.7925                   | 0.2763                | 0.4098            | 0.5893                     | 0.4648                  | 0.5197              |
| 0.8611        | 8.0   | 2912  | 0.7746          | 0.7879   | 0.8003    | 0.7895 | 0.7744 | 0.8732                       | 0.4306                    | 0.5767                | 0.8759               | 0.8819            | 0.8789        | 0.8218                   | 0.9931                | 0.8994            | 0.7222                   | 0.6842                | 0.7027            | 0.7083                     | 0.9577                  | 0.8144              |
| 0.9293        | 9.0   | 3276  | 1.0409          | 0.7107   | 0.7522    | 0.7112 | 0.7095 | 0.8068                       | 0.4931                    | 0.6121                | 0.9545               | 0.7292            | 0.8268        | 0.5975                   | 1.0                   | 0.7481            | 0.5952                   | 0.6579                | 0.625             | 0.8067                     | 0.6761                  | 0.7356              |
| 0.1113        | 10.0  | 3640  | 1.3318          | 0.6474   | 0.7588    | 0.6525 | 0.6272 | 0.9048                       | 0.3958                    | 0.5507                | 0.4537               | 0.9861            | 0.6214        | 0.8846                   | 0.6389                | 0.7419            | 0.8542                   | 0.2697                | 0.41              | 0.6970                     | 0.9718                  | 0.8118              |
| 0.5141        | 11.0  | 4004  | 1.3893          | 0.6653   | 0.7754    | 0.6668 | 0.6485 | 0.4462                       | 0.9792                    | 0.6130                | 0.9667               | 0.2014            | 0.3333        | 0.8898                   | 0.7847                | 0.8339            | 0.7107                   | 0.5658                | 0.6300            | 0.8636                     | 0.8028                  | 0.8321              |
| 0.2037        | 12.0  | 4368  | 1.9170          | 0.6405   | 0.7596    | 0.6422 | 0.6220 | 0.9032                       | 0.1944                    | 0.32                  | 0.9121               | 0.5764            | 0.7064        | 0.7901                   | 0.8889                | 0.8366            | 0.7699                   | 0.5724                | 0.6566            | 0.4225                     | 0.9789                  | 0.5902              |
| 0.7657        | 13.0  | 4732  | 1.2913          | 0.7094   | 0.7793    | 0.7150 | 0.6832 | 0.5721                       | 0.8819                    | 0.6940                | 0.9737               | 0.5139            | 0.6727        | 0.7989                   | 0.9653                | 0.8742            | 0.9091                   | 0.2632                | 0.4082            | 0.6429                     | 0.9507                  | 0.7670              |
| 1.7904        | 14.0  | 5096  | 1.5750          | 0.5771   | 0.7363    | 0.5736 | 0.5883 | 0.6311                       | 0.5347                    | 0.5789                | 1.0                  | 0.3403            | 0.5078        | 0.8972                   | 0.6667                | 0.7649            | 0.3607                   | 0.8684                | 0.5097            | 0.7927                     | 0.4577                  | 0.5804              |
| 1.8144        | 15.0  | 5460  | 0.8439          | 0.7397   | 0.7902    | 0.7404 | 0.7316 | 0.5870                       | 0.9375                    | 0.7219                | 0.7258               | 0.9375            | 0.8182        | 0.8605                   | 0.7708                | 0.8132            | 0.7931                   | 0.6053                | 0.6866            | 0.9846                     | 0.4507                  | 0.6184              |
| 0.787         | 16.0  | 5824  | 0.7087          | 0.7851   | 0.7908    | 0.7871 | 0.7813 | 0.8349                       | 0.6319                    | 0.7194                | 0.7862               | 0.8681            | 0.8251        | 0.8092                   | 0.8542                | 0.8311            | 0.7967                   | 0.6447                | 0.7127            | 0.7268                     | 0.9366                  | 0.8185              |
| 1.6885        | 17.0  | 6188  | 1.1906          | 0.6667   | 0.8084    | 0.6644 | 0.6495 | 1.0                          | 0.2014                    | 0.3353                | 1.0                  | 0.6111            | 0.7586        | 0.6825                   | 1.0                   | 0.8113            | 0.4396                   | 0.8618                | 0.5822            | 0.92                       | 0.6479                  | 0.7603              |
| 0.7317        | 18.0  | 6552  | 0.9377          | 0.7342   | 0.7888    | 0.7337 | 0.7421 | 0.7063                       | 0.7847                    | 0.7434                | 0.9036               | 0.5208            | 0.6608        | 0.8643                   | 0.8403                | 0.8521            | 0.5064                   | 0.7763                | 0.6130            | 0.9636                     | 0.7465                  | 0.8413              |
| 1.1095        | 19.0  | 6916  | 1.2331          | 0.7548   | 0.7869    | 0.7556 | 0.7375 | 0.9091                       | 0.3472                    | 0.5025                | 0.8926               | 0.75              | 0.8151        | 0.8114                   | 0.9861                | 0.8903            | 0.6550                   | 0.7368                | 0.6935            | 0.6667                     | 0.9577                  | 0.7861              |
| 0.3625        | 20.0  | 7280  | 0.9931          | 0.7410   | 0.7846    | 0.7424 | 0.7329 | 0.6329                       | 0.9097                    | 0.7464                | 0.9853               | 0.4653            | 0.6321        | 0.8673                   | 0.6806                | 0.7626            | 0.7357                   | 0.6776                | 0.7055            | 0.7020                     | 0.9789                  | 0.8176              |
| 0.9243        | 21.0  | 7644  | 1.7097          | 0.6309   | 0.7730    | 0.6292 | 0.5856 | 0.9032                       | 0.1944                    | 0.32                  | 1.0                  | 0.2222            | 0.3636        | 0.6792                   | 1.0                   | 0.8090            | 0.4197                   | 0.8421                | 0.5602            | 0.8630                     | 0.8873                  | 0.875               |
| 1.4692        | 22.0  | 8008  | 3.5682          | 0.4518   | 0.6827    | 0.4515 | 0.4158 | 0.8696                       | 0.1389                    | 0.2395                | 0.8615               | 0.3889            | 0.5359        | 0.76                     | 0.1319                | 0.2249            | 0.62                     | 0.6118                | 0.6159            | 0.3024                     | 0.9859                  | 0.4628              |
| 0.11          | 23.0  | 8372  | 1.5003          | 0.6983   | 0.7763    | 0.6972 | 0.6926 | 0.8889                       | 0.2778                    | 0.4233                | 0.7656               | 0.6806            | 0.7206        | 0.8733                   | 0.9097                | 0.8912            | 0.4496                   | 0.8224                | 0.5814            | 0.904                      | 0.7958                  | 0.8464              |
| 0.1686        | 24.0  | 8736  | 0.7475          | 0.7837   | 0.8280    | 0.7834 | 0.7885 | 0.7288                       | 0.8958                    | 0.8037                | 1.0                  | 0.5903            | 0.7424        | 0.8864                   | 0.8125                | 0.8478            | 0.5905                   | 0.8158                | 0.6851            | 0.9344                     | 0.8028                  | 0.8636              |
| 2.2972        | 25.0  | 9100  | 2.4067          | 0.6433   | 0.7428    | 0.6423 | 0.5978 | 0.9375                       | 0.1042                    | 0.1875                | 0.8514               | 0.4375            | 0.5780        | 0.7833                   | 0.9792                | 0.8704            | 0.44                     | 0.7961                | 0.5667            | 0.7017                     | 0.8944                  | 0.7864              |
| 0.7441        | 26.0  | 9464  | 1.5594          | 0.6736   | 0.8149    | 0.6714 | 0.6613 | 0.7969                       | 0.7083                    | 0.75                  | 1.0                  | 0.1597            | 0.2754        | 0.8731                   | 0.8125                | 0.8417            | 0.4134                   | 0.8947                | 0.5655            | 0.9911                     | 0.7817                  | 0.8740              |
| 0.2518        | 27.0  | 9828  | 1.4697          | 0.6956   | 0.7674    | 0.6954 | 0.6803 | 1.0                          | 0.2778                    | 0.4348                | 0.7642               | 0.6528            | 0.7041        | 0.8623                   | 0.8264                | 0.8440            | 0.4979                   | 0.7763                | 0.6067            | 0.7128                     | 0.9437                  | 0.8121              |
| 0.8784        | 28.0  | 10192 | 1.6700          | 0.6391   | 0.7410    | 0.6380 | 0.6292 | 0.95                         | 0.2639                    | 0.4130                | 0.7048               | 0.5139            | 0.5944        | 0.7065                   | 0.9861                | 0.8232            | 0.4116                   | 0.75                  | 0.5315            | 0.9320                     | 0.6761                  | 0.7837              |
| 1.1915        | 29.0  | 10556 | 0.9770          | 0.7975   | 0.8223    | 0.7984 | 0.7919 | 0.9351                       | 0.5                       | 0.6516                | 0.9058               | 0.8681            | 0.8865        | 0.8759                   | 0.8819                | 0.8789            | 0.7030                   | 0.7632                | 0.7319            | 0.6915                     | 0.9789                  | 0.8105              |
| 0.2653        | 30.0  | 10920 | 0.6579          | 0.8499   | 0.8601    | 0.8510 | 0.8497 | 0.9550                       | 0.7361                    | 0.8314                | 0.8759               | 0.8819            | 0.8789        | 0.7688                   | 0.9931                | 0.8667            | 0.7877                   | 0.7566                | 0.7718            | 0.9130                     | 0.8873                  | 0.9                 |
| 0.6757        | 31.0  | 11284 | 1.1712          | 0.7204   | 0.7686    | 0.7212 | 0.7020 | 0.6450                       | 0.7569                    | 0.6965                | 1.0                  | 0.2986            | 0.4599        | 0.8759                   | 0.8819                | 0.8789            | 0.5815                   | 0.7039                | 0.6369            | 0.7405                     | 0.9648                  | 0.8379              |
| 0.1863        | 32.0  | 11648 | 0.7389          | 0.7824   | 0.8141    | 0.7817 | 0.7839 | 0.7355                       | 0.7917                    | 0.7625                | 0.8947               | 0.8264            | 0.8592        | 0.825                    | 0.9167                | 0.8684            | 0.6154                   | 0.7895                | 0.6916            | 1.0                        | 0.5845                  | 0.7378              |
| 4.8154        | 33.0  | 12012 | 2.8633          | 0.6143   | 0.7092    | 0.6140 | 0.5631 | 0.7808                       | 0.3958                    | 0.5253                | 1.0                  | 0.1111            | 0.2           | 0.6636                   | 0.9861                | 0.7933            | 0.4756                   | 0.7039                | 0.5676            | 0.6263                     | 0.8732                  | 0.7294              |
| 0.3842        | 34.0  | 12376 | 0.5939          | 0.8430   | 0.8488    | 0.8459 | 0.8397 | 0.9084                       | 0.8264                    | 0.8655                | 0.7727               | 0.9444            | 0.85          | 0.8070                   | 0.9583                | 0.8762            | 0.8411                   | 0.5921                | 0.6950            | 0.9149                     | 0.9085                  | 0.9117              |
| 0.9703        | 35.0  | 12740 | 2.1655          | 0.5317   | 0.7189    | 0.5326 | 0.5165 | 0.3357                       | 0.9722                    | 0.4991                | 0.7703               | 0.7917            | 0.7808        | 0.8649                   | 0.2222                | 0.3536            | 0.7867                   | 0.3882                | 0.5198            | 0.8367                     | 0.2887                  | 0.4293              |
| 4.9934        | 36.0  | 13104 | 1.3484          | 0.6860   | 0.8082    | 0.6833 | 0.7067 | 0.8390                       | 0.6875                    | 0.7557                | 0.9434               | 0.6944            | 0.8           | 0.8632                   | 0.5694                | 0.6862            | 0.4198                   | 0.8947                | 0.5714            | 0.9759                     | 0.5704                  | 0.72                |
| 0.1061        | 37.0  | 13468 | 1.9914          | 0.6047   | 0.7035    | 0.6071 | 0.5994 | 0.7606                       | 0.375                     | 0.5023                | 0.4167               | 0.9722            | 0.5833        | 0.9                      | 0.4375                | 0.5888            | 0.6634                   | 0.4408                | 0.5296            | 0.7770                     | 0.8099                  | 0.7931              |
| 1.1014        | 38.0  | 13832 | 0.7707          | 0.8278   | 0.8347    | 0.8294 | 0.8284 | 0.7432                       | 0.7639                    | 0.7534                | 0.9825               | 0.7778            | 0.8682        | 0.8808                   | 0.9236                | 0.9017            | 0.7415                   | 0.7171                | 0.7291            | 0.8253                     | 0.9648                  | 0.8896              |
| 0.4693        | 39.0  | 14196 | 0.8032          | 0.7796   | 0.8153    | 0.7806 | 0.7751 | 0.9595                       | 0.4931                    | 0.6514                | 0.8897               | 0.8403            | 0.8643        | 0.8759                   | 0.8333                | 0.8541            | 0.7107                   | 0.7434                | 0.7267            | 0.6409                     | 0.9930                  | 0.7790              |
| 0.03          | 40.0  | 14560 | 2.2705          | 0.6212   | 0.7527    | 0.6183 | 0.6087 | 0.8983                       | 0.3681                    | 0.5222                | 0.9821               | 0.3819            | 0.55          | 0.6278                   | 0.9722                | 0.7629            | 0.4348                   | 0.8553                | 0.5765            | 0.8202                     | 0.5141                  | 0.6320              |
| 1.0635        | 41.0  | 14924 | 0.8656          | 0.7700   | 0.8146    | 0.7694 | 0.7701 | 0.8731                       | 0.8125                    | 0.8417                | 0.9610               | 0.5139            | 0.6697        | 0.8917                   | 0.7431                | 0.8106            | 0.5822                   | 0.8618                | 0.6950            | 0.7647                     | 0.9155                  | 0.8333              |
| 1.7808        | 42.0  | 15288 | 0.4428          | 0.8733   | 0.8809    | 0.8742 | 0.8751 | 0.9512                       | 0.8125                    | 0.8764                | 0.9357               | 0.9097            | 0.9225        | 0.8059                   | 0.9514                | 0.8726            | 0.7707                   | 0.7961                | 0.7832            | 0.9412                     | 0.9014                  | 0.9209              |
| 1.2959        | 43.0  | 15652 | 2.8245          | 0.5386   | 0.6741    | 0.5340 | 0.5194 | 0.4741                       | 0.3819                    | 0.4231                | 0.7273               | 0.8333            | 0.7767        | 0.8627                   | 0.3056                | 0.4513            | 0.3796                   | 0.8816                | 0.5307            | 0.9268                     | 0.2676                  | 0.4153              |
| 1.0648        | 44.0  | 16016 | 2.2485          | 0.6419   | 0.7630    | 0.6411 | 0.6168 | 0.9714                       | 0.2361                    | 0.3799                | 0.9667               | 0.4028            | 0.5686        | 0.8182                   | 0.8125                | 0.8153            | 0.4706                   | 0.7895                | 0.5897            | 0.5880                     | 0.9648                  | 0.7307              |
| 1.6683        | 45.0  | 16380 | 1.3286          | 0.7576   | 0.8073    | 0.7586 | 0.7488 | 0.9492                       | 0.3889                    | 0.5517                | 0.8794               | 0.8611            | 0.8702        | 0.8971                   | 0.8472                | 0.8714            | 0.7365                   | 0.7171                | 0.7267            | 0.5744                     | 0.9789                  | 0.7240              |
| 1.4987        | 46.0  | 16744 | 1.4056          | 0.6915   | 0.7938    | 0.6885 | 0.6877 | 0.7051                       | 0.7639                    | 0.7333                | 1.0                  | 0.7292            | 0.8434        | 0.7958                   | 0.7847                | 0.7902            | 0.4679                   | 0.8618                | 0.6065            | 1.0                        | 0.3028                  | 0.4649              |
| 0.1716        | 47.0  | 17108 | 0.9573          | 0.7645   | 0.8122    | 0.7645 | 0.7661 | 0.9310                       | 0.5625                    | 0.7013                | 0.6438               | 0.9792            | 0.7769        | 0.8561                   | 0.8264                | 0.8410            | 0.6298                   | 0.75                  | 0.6847            | 1.0                        | 0.7042                  | 0.8264              |
| 1.2902        | 48.0  | 17472 | 0.7744          | 0.8168   | 0.8580    | 0.8163 | 0.8245 | 0.8905                       | 0.8472                    | 0.8683                | 0.9901               | 0.6944            | 0.8163        | 0.8333                   | 0.9028                | 0.8667            | 0.5936                   | 0.8553                | 0.7008            | 0.9823                     | 0.7817                  | 0.8706              |
| 1.074         | 49.0  | 17836 | 5.5839          | 0.4105   | 0.6861    | 0.4055 | 0.3065 | 1.0                          | 0.0486                    | 0.0927                | 1.0                  | 0.0556            | 0.1053        | 0.4780                   | 0.9792                | 0.6424            | 0.3159                   | 0.7961                | 0.4523            | 0.6364                     | 0.1479                  | 0.24                |
| 0.3016        | 50.0  | 18200 | 1.3900          | 0.7273   | 0.7944    | 0.7266 | 0.7389 | 0.7636                       | 0.5833                    | 0.6614                | 0.9457               | 0.6042            | 0.7373        | 0.8176                   | 0.9028                | 0.8581            | 0.4727                   | 0.7961                | 0.5931            | 0.9725                     | 0.7465                  | 0.8446              |
| 0.7923        | 51.0  | 18564 | 1.1039          | 0.7369   | 0.8038    | 0.7354 | 0.7273 | 1.0                          | 0.5417                    | 0.7027                | 0.7394               | 0.9653            | 0.8373        | 0.5917                   | 0.8958                | 0.7127            | 0.7029                   | 0.8092                | 0.7523            | 0.9851                     | 0.4648                  | 0.6316              |
| 0.079         | 52.0  | 18928 | 0.9145          | 0.7686   | 0.8069    | 0.7685 | 0.7712 | 0.8440                       | 0.6389                    | 0.7273                | 0.9804               | 0.6944            | 0.8130        | 0.8974                   | 0.7292                | 0.8046            | 0.6188                   | 0.8224                | 0.7062            | 0.6939                     | 0.9577                  | 0.8047              |
| 0.7387        | 53.0  | 19292 | 1.1572          | 0.7645   | 0.8182    | 0.7636 | 0.7750 | 0.7744                       | 0.7153                    | 0.7437                | 0.9896               | 0.6597            | 0.7917        | 0.8699                   | 0.7431                | 0.8015            | 0.5347                   | 0.8618                | 0.6599            | 0.9225                     | 0.8380                  | 0.8782              |
| 0.4333        | 54.0  | 19656 | 0.8459          | 0.7727   | 0.8256    | 0.7723 | 0.7789 | 0.9074                       | 0.6806                    | 0.7778                | 0.9681               | 0.6319            | 0.7647        | 0.8814                   | 0.7222                | 0.7939            | 0.5458                   | 0.8618                | 0.6684            | 0.8253                     | 0.9648                  | 0.8896              |
| 0.135         | 55.0  | 20020 | 0.9281          | 0.7534   | 0.8099    | 0.7532 | 0.7554 | 0.6813                       | 0.7569                    | 0.7171                | 1.0                  | 0.4583            | 0.6286        | 0.8613                   | 0.8194                | 0.8399            | 0.5439                   | 0.8158                | 0.6526            | 0.9630                     | 0.9155                  | 0.9386              |
| 1.4615        | 56.0  | 20384 | 1.5940          | 0.7245   | 0.7685    | 0.7254 | 0.7098 | 0.6688                       | 0.7153                    | 0.6913                | 1.0                  | 0.3333            | 0.5           | 0.8121                   | 0.9306                | 0.8673            | 0.5544                   | 0.7039                | 0.6203            | 0.8072                     | 0.9437                  | 0.8701              |
| 0.6157        | 57.0  | 20748 | 0.7882          | 0.7810   | 0.8076    | 0.7860 | 0.7739 | 0.5907                       | 0.9722                    | 0.7349                | 0.9580               | 0.7917            | 0.8669        | 0.8129                   | 0.875                 | 0.8428            | 0.7273                   | 0.3684                | 0.4891            | 0.9493                     | 0.9225                  | 0.9357              |
| 0.2383        | 58.0  | 21112 | 1.1022          | 0.7466   | 0.8318    | 0.7452 | 0.7589 | 0.8739                       | 0.6736                    | 0.7608                | 0.9895               | 0.6528            | 0.7866        | 0.9022                   | 0.5764                | 0.7034            | 0.4842                   | 0.9079                | 0.6316            | 0.9091                     | 0.9155                  | 0.9123              |
| 0.0679        | 59.0  | 21476 | 1.0813          | 0.7851   | 0.8158    | 0.7855 | 0.7816 | 0.8411                       | 0.625                     | 0.7171                | 1.0                  | 0.6111            | 0.7586        | 0.8408                   | 0.9167                | 0.8771            | 0.7289                   | 0.7961                | 0.7610            | 0.6683                     | 0.9789                  | 0.7943              |
| 2.4259        | 60.0  | 21840 | 2.6947          | 0.5909   | 0.7476    | 0.5867 | 0.5688 | 0.5792                       | 0.8125                    | 0.6763                | 0.9252               | 0.6875            | 0.7888        | 0.8261                   | 0.3958                | 0.5352            | 0.4074                   | 0.8684                | 0.5546            | 1.0                        | 0.1690                  | 0.2892              |
| 0.011         | 61.0  | 22204 | 0.8938          | 0.7603   | 0.8205    | 0.7599 | 0.7670 | 0.9647                       | 0.5694                    | 0.7162                | 0.9905               | 0.7222            | 0.8353        | 0.6753                   | 0.9097                | 0.7751            | 0.5616                   | 0.8092                | 0.6631            | 0.9106                     | 0.7887                  | 0.8453              |
| 0.4961        | 62.0  | 22568 | 1.7525          | 0.6915   | 0.8236    | 0.6889 | 0.7159 | 0.9681                       | 0.6319                    | 0.7647                | 0.9327               | 0.6736            | 0.7823        | 0.8739                   | 0.6736                | 0.7608            | 0.4121                   | 0.8947                | 0.5643            | 0.9310                     | 0.5704                  | 0.7074              |
| 0.0413        | 63.0  | 22932 | 0.7127          | 0.8264   | 0.8341    | 0.8281 | 0.8268 | 0.7673                       | 0.8472                    | 0.8053                | 0.9576               | 0.7847            | 0.8626        | 0.8797                   | 0.8125                | 0.8448            | 0.7622                   | 0.7171                | 0.7390            | 0.8035                     | 0.9789                  | 0.8825              |
| 1.2568        | 64.0  | 23296 | 3.7240          | 0.5055   | 0.7495    | 0.5005 | 0.5234 | 0.9649                       | 0.3819                    | 0.5473                | 0.8171               | 0.4653            | 0.5929        | 0.8056                   | 0.4028                | 0.5370            | 0.3028                   | 0.9145                | 0.4550            | 0.8571                     | 0.3380                  | 0.4848              |
| 0.3057        | 65.0  | 23660 | 1.0150          | 0.7479   | 0.7988    | 0.7474 | 0.7517 | 0.9109                       | 0.6389                    | 0.7510                | 0.6233               | 0.9306            | 0.7465        | 0.8409                   | 0.7708                | 0.8043            | 0.6190                   | 0.7697                | 0.6862            | 1.0                        | 0.6268                  | 0.7706              |
| 0.5195        | 66.0  | 24024 | 7.4947          | 0.3953   | 0.6566    | 0.3941 | 0.3246 | 0.5714                       | 0.0278                    | 0.0530                | 1.0                  | 0.2014            | 0.3353        | 0.8947                   | 0.1181                | 0.2086            | 0.5323                   | 0.6513                | 0.5858            | 0.2845                     | 0.9718                  | 0.4402              |
| 0.0658        | 67.0  | 24388 | 0.5080          | 0.8320   | 0.8389    | 0.8330 | 0.8335 | 0.7892                       | 0.9097                    | 0.8452                | 0.9609               | 0.8542            | 0.9044        | 0.848                    | 0.7361                | 0.7881            | 0.7188                   | 0.7566                | 0.7372            | 0.8776                     | 0.9085                  | 0.8927              |
| 1.3597        | 68.0  | 24752 | 1.2537          | 0.7576   | 0.8153    | 0.7580 | 0.7413 | 1.0                          | 0.3056                    | 0.4681                | 0.6812               | 0.9792            | 0.8034        | 0.8506                   | 0.9097                | 0.8792            | 0.5765                   | 0.7434                | 0.6494            | 0.968                      | 0.8521                  | 0.9064              |
| 1.0185        | 69.0  | 25116 | 0.6910          | 0.8237   | 0.8381    | 0.8252 | 0.8283 | 0.7167                       | 0.8958                    | 0.7963                | 0.9535               | 0.8542            | 0.9011        | 0.8686                   | 0.8264                | 0.8470            | 0.6839                   | 0.6974                | 0.6906            | 0.968                      | 0.8521                  | 0.9064              |
| 1.5741        | 70.0  | 25480 | 4.0807          | 0.5826   | 0.7741    | 0.5802 | 0.5317 | 0.9583                       | 0.1597                    | 0.2738                | 0.9412               | 0.1111            | 0.1988        | 0.7791                   | 0.9306                | 0.8481            | 0.3548                   | 0.8684                | 0.5038            | 0.8369                     | 0.8310                  | 0.8339              |
| 0.0528        | 71.0  | 25844 | 0.9495          | 0.7645   | 0.8058    | 0.7642 | 0.7715 | 0.7257                       | 0.8819                    | 0.7962                | 0.9516               | 0.8194            | 0.8806        | 0.7879                   | 0.7222                | 0.7536            | 0.5637                   | 0.7566                | 0.6461            | 1.0                        | 0.6408                  | 0.7811              |
| 2.4556        | 72.0  | 26208 | 3.1869          | 0.5620   | 0.6926    | 0.5614 | 0.5393 | 0.7326                       | 0.4375                    | 0.5478                | 0.8246               | 0.6528            | 0.7287        | 1.0                      | 0.1597                | 0.2754            | 0.4234                   | 0.6908                | 0.525             | 0.4824                     | 0.8662                  | 0.6196              |
| 1.1308        | 73.0  | 26572 | 1.5193          | 0.7452   | 0.8115    | 0.7445 | 0.7366 | 0.8468                       | 0.6528                    | 0.7373                | 1.0                  | 0.3611            | 0.5306        | 0.8562                   | 0.9097                | 0.8822            | 0.5221                   | 0.8553                | 0.6484            | 0.8323                     | 0.9437                  | 0.8845              |
| 0.1167        | 74.0  | 26936 | 1.2731          | 0.7094   | 0.7975    | 0.7074 | 0.7241 | 0.7478                       | 0.5972                    | 0.6641                | 0.9333               | 0.7778            | 0.8485        | 0.8538                   | 0.7708                | 0.8102            | 0.4523                   | 0.8421                | 0.5885            | 1.0                        | 0.5493                  | 0.7091              |
| 0.2747        | 75.0  | 27300 | 0.5770          | 0.8650   | 0.8689    | 0.8674 | 0.8623 | 0.9048                       | 0.7917                    | 0.8444                | 0.8718               | 0.9444            | 0.9067        | 0.8274                   | 0.9653                | 0.8910            | 0.8957                   | 0.6776                | 0.7715            | 0.8447                     | 0.9577                  | 0.8977              |
| 0.7676        | 76.0  | 27664 | 0.9433          | 0.8030   | 0.8342    | 0.8030 | 0.8042 | 0.9107                       | 0.7083                    | 0.7969                | 1.0                  | 0.6458            | 0.7848        | 0.7611                   | 0.9514                | 0.8457            | 0.6477                   | 0.8224                | 0.7246            | 0.8514                     | 0.8873                  | 0.8690              |
| 0.8577        | 77.0  | 28028 | 1.2856          | 0.7521   | 0.7730    | 0.7578 | 0.7285 | 0.7016                       | 0.9306                    | 0.8                   | 0.6290               | 0.9653            | 0.7616        | 0.8377                   | 0.8958                | 0.8658            | 0.7059                   | 0.2368                | 0.3547            | 0.9908                     | 0.7606                  | 0.8606              |
| 0.3569        | 78.0  | 28392 | 1.0886          | 0.7741   | 0.8440    | 0.7733 | 0.7850 | 0.9506                       | 0.5347                    | 0.6844                | 0.9826               | 0.7847            | 0.8726        | 0.8623                   | 0.8264                | 0.8440            | 0.5077                   | 0.8684                | 0.6408            | 0.9167                     | 0.8521                  | 0.8832              |
| 0.8389        | 79.0  | 28756 | 2.0285          | 0.6226   | 0.8028    | 0.6193 | 0.6470 | 0.9178                       | 0.4653                    | 0.6175                | 0.9368               | 0.6181            | 0.7448        | 0.8333                   | 0.6944                | 0.7576            | 0.3566                   | 0.875                 | 0.5067            | 0.9692                     | 0.4437                  | 0.6087              |
| 1.0882        | 80.0  | 29120 | 1.5803          | 0.6970   | 0.7947    | 0.6953 | 0.6929 | 0.8652                       | 0.5347                    | 0.6609                | 0.9815               | 0.3681            | 0.5354        | 0.7010                   | 0.9444                | 0.8047            | 0.4781                   | 0.8618                | 0.6150            | 0.9478                     | 0.7676                  | 0.8482              |
| 0.6209        | 81.0  | 29484 | 1.2037          | 0.7796   | 0.8182    | 0.7853 | 0.7647 | 0.5755                       | 0.9792                    | 0.7249                | 0.8797               | 0.8125            | 0.8448        | 0.8693                   | 0.9236                | 0.8956            | 0.8519                   | 0.3026                | 0.4466            | 0.9149                     | 0.9085                  | 0.9117              |
| 0.1106        | 82.0  | 29848 | 0.6860          | 0.8168   | 0.8427    | 0.8176 | 0.8179 | 0.9775                       | 0.6042                    | 0.7468                | 0.7473               | 0.9444            | 0.8344        | 0.8551                   | 0.8194                | 0.8369            | 0.6556                   | 0.7763                | 0.7108            | 0.9781                     | 0.9437                  | 0.9606              |
| 0.0101        | 83.0  | 30212 | 6.1928          | 0.4904   | 0.6662    | 0.4894 | 0.4496 | 0.8571                       | 0.0833                    | 0.1519                | 0.9245               | 0.3403            | 0.4975        | 0.6543                   | 0.3681                | 0.4711            | 0.5381                   | 0.6974                | 0.6074            | 0.3570                     | 0.9577                  | 0.5201              |
| 0.9885        | 84.0  | 30576 | 1.1667          | 0.7479   | 0.7940    | 0.7517 | 0.7439 | 0.8571                       | 0.625                     | 0.7229                | 0.8193               | 0.9444            | 0.8774        | 0.8843                   | 0.7431                | 0.8075            | 0.8554                   | 0.4671                | 0.6043            | 0.5538                     | 0.9789                  | 0.7074              |
| 0.078         | 85.0  | 30940 | 0.7273          | 0.8168   | 0.8514    | 0.8164 | 0.8224 | 0.9905                       | 0.7222                    | 0.8353                | 0.8725               | 0.9028            | 0.8874        | 0.7590                   | 0.875                 | 0.8129            | 0.635                    | 0.8355                | 0.7216            | 1.0                        | 0.7465                  | 0.8548              |
| 1.4247        | 86.0  | 31304 | 1.0005          | 0.7769   | 0.8310    | 0.7813 | 0.7733 | 0.5586                       | 0.9931                    | 0.715                 | 0.9907               | 0.7361            | 0.8446        | 0.8611                   | 0.8611                | 0.8611            | 0.8732                   | 0.4079                | 0.5561            | 0.8716                     | 0.9085                  | 0.8897              |
| 0.3335        | 87.0  | 31668 | 1.4127          | 0.7617   | 0.7912    | 0.7621 | 0.7646 | 0.8947                       | 0.5903                    | 0.7113                | 0.8681               | 0.8681            | 0.8681        | 0.8621                   | 0.6944                | 0.7692            | 0.5659                   | 0.7632                | 0.6499            | 0.7651                     | 0.8944                  | 0.8247              |
| 0.0995        | 88.0  | 32032 | 1.0813          | 0.7658   | 0.8151    | 0.7675 | 0.7694 | 0.5738                       | 0.9722                    | 0.7216                | 0.9464               | 0.7361            | 0.8281        | 0.8377                   | 0.8958                | 0.8658            | 0.7177                   | 0.5855                | 0.6449            | 1.0                        | 0.6479                  | 0.7863              |
| 1.8463        | 89.0  | 32396 | 3.0008          | 0.5716   | 0.7663    | 0.5672 | 0.5426 | 0.9643                       | 0.375                     | 0.54                  | 0.9359               | 0.5069            | 0.6577        | 0.5895                   | 0.9375                | 0.7239            | 0.3871                   | 0.8684                | 0.5355            | 0.9545                     | 0.1479                  | 0.2561              |
| 0.0148        | 90.0  | 32760 | 0.5001          | 0.8623   | 0.8811    | 0.8622 | 0.8675 | 0.9021                       | 0.8958                    | 0.8990                | 0.9597               | 0.8264            | 0.8881        | 0.8806                   | 0.8194                | 0.8489            | 0.6786                   | 0.875                 | 0.7644            | 0.9845                     | 0.8944                  | 0.9373              |
| 0.2192        | 91.0  | 33124 | 0.6181          | 0.8595   | 0.8669    | 0.8606 | 0.8587 | 0.9630                       | 0.7222                    | 0.8254                | 0.9060               | 0.9375            | 0.9215        | 0.8639                   | 0.8819                | 0.8729            | 0.7947                   | 0.7895                | 0.7921            | 0.8070                     | 0.9718                  | 0.8818              |
| 2.2473        | 92.0  | 33488 | 0.6960          | 0.8306   | 0.8506    | 0.8301 | 0.8323 | 0.9344                       | 0.7917                    | 0.8571                | 0.9433               | 0.9236            | 0.9333        | 0.7333                   | 0.9167                | 0.8148            | 0.7095                   | 0.8355                | 0.7674            | 0.9327                     | 0.6831                  | 0.7886              |
| 0.0272        | 93.0  | 33852 | 1.6524          | 0.6584   | 0.7209    | 0.6600 | 0.6521 | 0.5794                       | 0.8611                    | 0.6927                | 0.6182               | 0.9444            | 0.7473        | 0.9012                   | 0.5069                | 0.6489            | 0.5328                   | 0.4803                | 0.5052            | 0.9730                     | 0.5070                  | 0.6667              |
| 0.0859        | 94.0  | 34216 | 1.7388          | 0.6529   | 0.8228    | 0.6502 | 0.6715 | 0.9375                       | 0.625                     | 0.75                  | 0.9818               | 0.375             | 0.5427        | 0.8322                   | 0.8264                | 0.8293            | 0.375                    | 0.8684                | 0.5238            | 0.9875                     | 0.5563                  | 0.7117              |
| 0.6228        | 95.0  | 34580 | 1.6017          | 0.6570   | 0.8381    | 0.6528 | 0.6709 | 0.9252                       | 0.6875                    | 0.7888                | 1.0                  | 0.7917            | 0.8837        | 0.8795                   | 0.5069                | 0.6432            | 0.3856                   | 0.9539                | 0.5492            | 1.0                        | 0.3239                  | 0.4894              |
| 0.3703        | 96.0  | 34944 | 1.7469          | 0.6970   | 0.7750    | 0.6965 | 0.6883 | 0.5455                       | 0.9583                    | 0.6952                | 0.9839               | 0.4236            | 0.5922        | 0.9231                   | 0.5                   | 0.6486            | 0.6464                   | 0.7697                | 0.7027            | 0.7763                     | 0.8310                  | 0.8027              |
| 2.6558        | 97.0  | 35308 | 1.6194          | 0.7025   | 0.8071    | 0.7008 | 0.7179 | 0.9070                       | 0.5417                    | 0.6783                | 0.9062               | 0.8056            | 0.8529        | 0.7945                   | 0.8056                | 0.8               | 0.4276                   | 0.8158                | 0.5611            | 1.0                        | 0.5352                  | 0.6972              |
| 1.1283        | 98.0  | 35672 | 1.3466          | 0.7287   | 0.8044    | 0.7269 | 0.7223 | 0.9579                       | 0.6319                    | 0.7615                | 0.7657               | 0.9306            | 0.8401        | 0.7901                   | 0.8889                | 0.8366            | 0.5083                   | 0.8026                | 0.6224            | 1.0                        | 0.3803                  | 0.5510              |
| 2.2577        | 99.0  | 36036 | 0.7778          | 0.7920   | 0.8171    | 0.7929 | 0.7984 | 0.7143                       | 0.9028                    | 0.7975                | 0.928                | 0.8056            | 0.8625        | 0.8359                   | 0.7431                | 0.7868            | 0.6158                   | 0.7171                | 0.6626            | 0.9912                     | 0.7958                  | 0.8828              |
| 0.8955        | 100.0 | 36400 | 1.7110          | 0.7369   | 0.8185    | 0.7359 | 0.7259 | 0.98                         | 0.3403                    | 0.5052                | 0.9663               | 0.5972            | 0.7382        | 0.7901                   | 0.9931                | 0.88              | 0.5116                   | 0.8684                | 0.6439            | 0.8446                     | 0.8803                  | 0.8621              |


### Framework versions

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

durariadorio_64x64 mole_64x64 quebrado_64x64 riadorio_64x64 riofechado_64x64