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# mobilenetv2-typecoffee-6

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_16x16 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.9977
- Accuracy: 0.6484
- Precision: 0.6521
- Recall: 0.6499
- F1: 0.6481
- Precision Durariadorio 16x16: 0.6117
- Recall Durariadorio 16x16: 0.6476
- F1 Durariadorio 16x16: 0.6291
- Precision Mole 16x16: 0.6444
- Recall Mole 16x16: 0.7439
- F1 Mole 16x16: 0.6906
- Precision Quebrado 16x16: 0.7168
- Recall Quebrado 16x16: 0.7635
- F1 Quebrado 16x16: 0.7394
- Precision Riadorio 16x16: 0.5405
- Recall Riadorio 16x16: 0.5049
- F1 Riadorio 16x16: 0.5221
- Precision Riofechado 16x16: 0.7474
- Recall Riofechado 16x16: 0.5896
- F1 Riofechado 16x16: 0.6591

## 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 16x16 | Recall Durariadorio 16x16 | F1 Durariadorio 16x16 | Precision Mole 16x16 | Recall Mole 16x16 | F1 Mole 16x16 | Precision Quebrado 16x16 | Recall Quebrado 16x16 | F1 Quebrado 16x16 | Precision Riadorio 16x16 | Recall Riadorio 16x16 | F1 Riadorio 16x16 | Precision Riofechado 16x16 | Recall Riofechado 16x16 | F1 Riofechado 16x16 |
|:-------------:|:-----:|:------:|:---------------:|:--------:|:---------:|:------:|:------:|:----------------------------:|:-------------------------:|:---------------------:|:--------------------:|:-----------------:|:-------------:|:------------------------:|:---------------------:|:-----------------:|:------------------------:|:---------------------:|:-----------------:|:--------------------------:|:-----------------------:|:-------------------:|
| 1.2625        | 1.0   | 5812   | 1.6692          | 0.4037   | 0.4782    | 0.4022 | 0.3558 | 0.5077                       | 0.2014                    | 0.2884                | 0.7417               | 0.1159            | 0.2005        | 0.4020                   | 0.9197                | 0.5595            | 0.3520                   | 0.5103                | 0.4166            | 0.3875                     | 0.2638                  | 0.3139              |
| 1.2046        | 2.0   | 11624  | 1.4500          | 0.4525   | 0.5101    | 0.4517 | 0.4112 | 0.5068                       | 0.3728                    | 0.4296                | 0.7453               | 0.1029            | 0.1808        | 0.4531                   | 0.9284                | 0.6090            | 0.3914                   | 0.5016                | 0.4397            | 0.4540                     | 0.3529                  | 0.3971              |
| 1.1274        | 3.0   | 17436  | 1.2716          | 0.5298   | 0.5536    | 0.5309 | 0.5182 | 0.5601                       | 0.3924                    | 0.4615                | 0.7089               | 0.4227            | 0.5296        | 0.4842                   | 0.9106                | 0.6322            | 0.5134                   | 0.4260                | 0.4656            | 0.5015                     | 0.5026                  | 0.5021              |
| 1.138         | 4.0   | 23248  | 1.1629          | 0.5511   | 0.6036    | 0.5514 | 0.5411 | 0.4085                       | 0.6619                    | 0.5052                | 0.6667               | 0.5130            | 0.5798        | 0.6363                   | 0.8286                | 0.7198            | 0.4929                   | 0.4716                | 0.4820            | 0.8137                     | 0.2818                  | 0.4187              |
| 1.1274        | 5.0   | 29060  | 1.8812          | 0.4208   | 0.5119    | 0.4213 | 0.3963 | 0.5736                       | 0.3433                    | 0.4295                | 0.6998               | 0.2478            | 0.3660        | 0.3307                   | 0.9709                | 0.4933            | 0.5429                   | 0.3302                | 0.4106            | 0.4125                     | 0.2142                  | 0.2820              |
| 1.1279        | 6.0   | 34872  | 1.1897          | 0.5340   | 0.6094    | 0.5350 | 0.5403 | 0.3720                       | 0.8077                    | 0.5094                | 0.7060               | 0.4627            | 0.5590        | 0.7809                   | 0.5647                | 0.6554            | 0.4942                   | 0.4182                | 0.4530            | 0.6939                     | 0.4219                  | 0.5247              |
| 1.058         | 7.0   | 40684  | 1.5140          | 0.5188   | 0.5621    | 0.5174 | 0.4943 | 0.7164                       | 0.2687                    | 0.3908                | 0.6128               | 0.2878            | 0.3916        | 0.5492                   | 0.9006                | 0.6823            | 0.4179                   | 0.6427                | 0.5065            | 0.5144                     | 0.4873                  | 0.5005              |
| 1.0996        | 8.0   | 46496  | 1.2113          | 0.5762   | 0.6049    | 0.5799 | 0.5530 | 0.5131                       | 0.5456                    | 0.5288                | 0.4731               | 0.8624            | 0.6110        | 0.7035                   | 0.8589                | 0.7735            | 0.5741                   | 0.2134                | 0.3112            | 0.7610                     | 0.4192                  | 0.5406              |
| 1.0587        | 9.0   | 52308  | 2.0438          | 0.4199   | 0.4449    | 0.4234 | 0.3784 | 0.4612                       | 0.2452                    | 0.3202                | 0.5010               | 0.2144            | 0.3003        | 0.3869                   | 0.8563                | 0.5330            | 0.4523                   | 0.1501                | 0.2254            | 0.4231                     | 0.6510                  | 0.5129              |
| 0.9988        | 10.0  | 58120  | 1.2635          | 0.5622   | 0.6269    | 0.5646 | 0.5670 | 0.3884                       | 0.8273                    | 0.5286                | 0.68                 | 0.4353            | 0.5308        | 0.8403                   | 0.6302                | 0.7202            | 0.5170                   | 0.3503                | 0.4176            | 0.7087                     | 0.5799                  | 0.6379              |
| 1.0754        | 11.0  | 63932  | 1.2551          | 0.5402   | 0.5648    | 0.5416 | 0.5280 | 0.6612                       | 0.3668                    | 0.4718                | 0.6002               | 0.5877            | 0.5939        | 0.4749                   | 0.9080                | 0.6236            | 0.4877                   | 0.3980                | 0.4383            | 0.6001                     | 0.4473                  | 0.5126              |
| 0.9792        | 12.0  | 69744  | 1.1130          | 0.5909   | 0.6336    | 0.5910 | 0.5967 | 0.5380                       | 0.6450                    | 0.5867                | 0.6287               | 0.7018            | 0.6632        | 0.8552                   | 0.4922                | 0.6248            | 0.4332                   | 0.5773                | 0.4950            | 0.7130                     | 0.5386                  | 0.6137              |
| 0.9902        | 13.0  | 75556  | 1.7618          | 0.5069   | 0.5646    | 0.5062 | 0.4692 | 0.6817                       | 0.1897                    | 0.2968                | 0.7108               | 0.2305            | 0.3481        | 0.5603                   | 0.9193                | 0.6963            | 0.4503                   | 0.5851                | 0.5089            | 0.4196                     | 0.6067                  | 0.4961              |
| 1.0104        | 14.0  | 81368  | 1.2619          | 0.5685   | 0.5930    | 0.5680 | 0.5674 | 0.5790                       | 0.4627                    | 0.5144                | 0.6687               | 0.3837            | 0.4876        | 0.7634                   | 0.7548                | 0.7591            | 0.4355                   | 0.6197                | 0.5115            | 0.5186                     | 0.6194                  | 0.5645              |
| 1.0061        | 15.0  | 87180  | 1.2753          | 0.5459   | 0.6480    | 0.5439 | 0.5399 | 0.4603                       | 0.7070                    | 0.5576                | 0.7841               | 0.2144            | 0.3367        | 0.8868                   | 0.5851                | 0.7050            | 0.4004                   | 0.7109                | 0.5123            | 0.7084                     | 0.5022                  | 0.5877              |
| 1.0244        | 16.0  | 92992  | 1.1749          | 0.5976   | 0.6072    | 0.6005 | 0.5860 | 0.6103                       | 0.4779                    | 0.5360                | 0.6754               | 0.5799            | 0.6240        | 0.5897                   | 0.8772                | 0.7053            | 0.6251                   | 0.3565                | 0.4540            | 0.5354                     | 0.7112                  | 0.6109              |
| 0.9428        | 17.0  | 98804  | 1.5114          | 0.5323   | 0.5746    | 0.5342 | 0.5212 | 0.5866                       | 0.4544                    | 0.5121                | 0.7265               | 0.3863            | 0.5044        | 0.4402                   | 0.9384                | 0.5993            | 0.5061                   | 0.3557                | 0.4178            | 0.6135                     | 0.5364                  | 0.5724              |
| 1.01          | 18.0  | 104616 | 1.2251          | 0.6045   | 0.6491    | 0.6042 | 0.5962 | 0.7151                       | 0.3954                    | 0.5092                | 0.7972               | 0.3889            | 0.5228        | 0.7216                   | 0.8359                | 0.7746            | 0.4595                   | 0.6641                | 0.5431            | 0.5520                     | 0.7366                  | 0.6311              |
| 0.9718        | 19.0  | 110428 | 1.5229          | 0.5230   | 0.5801    | 0.5265 | 0.4906 | 0.5040                       | 0.5972                    | 0.5467                | 0.8532               | 0.2144            | 0.3427        | 0.5845                   | 0.8724                | 0.7000            | 0.5310                   | 0.2397                | 0.3303            | 0.4277                     | 0.7090                  | 0.5335              |
| 1.0278        | 20.0  | 116240 | 1.8706          | 0.4949   | 0.6150    | 0.4966 | 0.4757 | 0.4317                       | 0.6020                    | 0.5028                | 0.8457               | 0.1380            | 0.2373        | 0.8845                   | 0.5152                | 0.6511            | 0.5237                   | 0.4091                | 0.4594            | 0.3893                     | 0.8187                  | 0.5277              |
| 0.9218        | 21.0  | 122052 | 2.4841          | 0.4389   | 0.4934    | 0.4423 | 0.3747 | 0.4871                       | 0.2452                    | 0.3262                | 0.3765               | 0.7951            | 0.5110        | 0.4594                   | 0.9084                | 0.6102            | 0.4320                   | 0.0822                | 0.1382            | 0.7123                     | 0.1804                  | 0.2879              |
| 0.9428        | 22.0  | 127864 | 1.3792          | 0.5750   | 0.6286    | 0.5790 | 0.5715 | 0.5966                       | 0.5521                    | 0.5735                | 0.7476               | 0.5039            | 0.6020        | 0.8167                   | 0.6710                | 0.7367            | 0.5645                   | 0.2841                | 0.3780            | 0.4176                     | 0.8837                  | 0.5672              |
| 0.9655        | 23.0  | 133676 | 1.0168          | 0.6582   | 0.6850    | 0.6617 | 0.6480 | 0.5303                       | 0.7409                    | 0.6181                | 0.6220               | 0.7769            | 0.6909        | 0.7292                   | 0.8542                | 0.7867            | 0.7668                   | 0.3339                | 0.4652            | 0.7770                     | 0.6027                  | 0.6789              |
| 0.9555        | 24.0  | 139488 | 1.3301          | 0.5775   | 0.6266    | 0.5812 | 0.5469 | 0.7714                       | 0.2344                    | 0.3595                | 0.5999               | 0.6918            | 0.6426        | 0.6177                   | 0.8485                | 0.7149            | 0.6728                   | 0.3018                | 0.4167            | 0.4712                     | 0.8292                  | 0.6009              |
| 0.9223        | 25.0  | 145300 | 0.9977          | 0.6484   | 0.6521    | 0.6499 | 0.6481 | 0.6117                       | 0.6476                    | 0.6291                | 0.6444               | 0.7439            | 0.6906        | 0.7168                   | 0.7635                | 0.7394            | 0.5405                   | 0.5049                | 0.5221            | 0.7474                     | 0.5896                  | 0.6591              |
| 0.9173        | 26.0  | 151112 | 1.1396          | 0.6089   | 0.6132    | 0.6098 | 0.6064 | 0.6331                       | 0.4427                    | 0.5211                | 0.6615               | 0.6862            | 0.6736        | 0.6317                   | 0.7743                | 0.6958            | 0.4870                   | 0.5304                | 0.5078            | 0.6527                     | 0.6155                  | 0.6335              |
| 0.9415        | 27.0  | 156924 | 2.3761          | 0.4914   | 0.5752    | 0.4919 | 0.4544 | 0.3927                       | 0.6246                    | 0.4822                | 0.8830               | 0.0720            | 0.1332        | 0.5918                   | 0.8173                | 0.6865            | 0.4004                   | 0.4498                | 0.4237            | 0.6083                     | 0.4956                  | 0.5462              |
| 0.8774        | 28.0  | 162736 | 2.6208          | 0.4556   | 0.4789    | 0.4593 | 0.4250 | 0.6447                       | 0.2331                    | 0.3424                | 0.4919               | 0.4631            | 0.4771        | 0.4246                   | 0.8030                | 0.5555            | 0.3879                   | 0.1587                | 0.2253            | 0.4452                     | 0.6387                  | 0.5247              |
| 0.9192        | 29.0  | 168548 | 1.4115          | 0.5582   | 0.6661    | 0.5546 | 0.5623 | 0.5501                       | 0.5786                    | 0.5640                | 0.7143               | 0.3971            | 0.5105        | 0.8507                   | 0.5786                | 0.6887            | 0.3844                   | 0.8392                | 0.5273            | 0.8309                     | 0.3797                  | 0.5212              |
| 0.9385        | 30.0  | 174360 | 1.7991          | 0.5242   | 0.6013    | 0.5258 | 0.4951 | 0.8682                       | 0.1801                    | 0.2983                | 0.6005               | 0.6471            | 0.6229        | 0.4334                   | 0.9523                | 0.5957            | 0.5297                   | 0.3701                | 0.4357            | 0.5747                     | 0.4794                  | 0.5227              |
| 0.8657        | 31.0  | 180172 | 1.5598          | 0.5604   | 0.6076    | 0.5600 | 0.5487 | 0.7050                       | 0.1940                    | 0.3043                | 0.5674               | 0.6502            | 0.6060        | 0.7655                   | 0.7001                | 0.7314            | 0.3876                   | 0.6147                | 0.4754            | 0.6124                     | 0.6409                  | 0.6263              |
| 0.9113        | 32.0  | 185984 | 1.5645          | 0.5471   | 0.5585    | 0.5502 | 0.5393 | 0.5583                       | 0.4154                    | 0.4764                | 0.6045               | 0.5651            | 0.5841        | 0.6806                   | 0.6910                | 0.6858            | 0.5007                   | 0.3121                | 0.3845            | 0.4483                     | 0.7673                  | 0.5660              |
| 0.7984        | 33.0  | 191796 | 1.9436          | 0.5234   | 0.5926    | 0.5261 | 0.4854 | 0.7592                       | 0.1437                    | 0.2416                | 0.7091               | 0.4783            | 0.5713        | 0.4905                   | 0.9327                | 0.6429            | 0.5586                   | 0.3273                | 0.4128            | 0.4456                     | 0.7485                  | 0.5587              |
| 0.8127        | 34.0  | 197608 | 1.5944          | 0.5472   | 0.6128    | 0.5480 | 0.5344 | 0.6432                       | 0.4327                    | 0.5174                | 0.4922               | 0.7852            | 0.6051        | 0.9132                   | 0.2878                | 0.4376            | 0.4700                   | 0.5160                | 0.4920            | 0.5452                     | 0.7182                  | 0.6198              |
| 0.8669        | 35.0  | 203420 | 1.3820          | 0.6149   | 0.6440    | 0.6154 | 0.6036 | 0.6784                       | 0.5100                    | 0.5823                | 0.7929               | 0.3607            | 0.4958        | 0.5846                   | 0.8984                | 0.7083            | 0.5163                   | 0.5876                | 0.5496            | 0.6478                     | 0.7204                  | 0.6822              |
| 0.8443        | 36.0  | 209232 | 1.5135          | 0.5782   | 0.5985    | 0.5781 | 0.5678 | 0.6336                       | 0.4414                    | 0.5203                | 0.5498               | 0.7431            | 0.6320        | 0.648                    | 0.8086                | 0.7194            | 0.4598                   | 0.5456                | 0.4991            | 0.7014                     | 0.3516                  | 0.4684              |
| 0.8108        | 37.0  | 215044 | 1.4274          | 0.6031   | 0.6483    | 0.6056 | 0.6011 | 0.5206                       | 0.7300                    | 0.6078                | 0.6865               | 0.5920            | 0.6357        | 0.8774                   | 0.5                   | 0.6370            | 0.6460                   | 0.4120                | 0.5031            | 0.5110                     | 0.7941                  | 0.6219              |
| 0.8155        | 38.0  | 220856 | 2.1082          | 0.5718   | 0.5900    | 0.5727 | 0.5611 | 0.5689                       | 0.5373                    | 0.5527                | 0.7209               | 0.3173            | 0.4406        | 0.5964                   | 0.8312                | 0.6945            | 0.4600                   | 0.5132                | 0.4851            | 0.6037                     | 0.6646                  | 0.6327              |
| 0.8587        | 39.0  | 226668 | 1.2546          | 0.6413   | 0.6524    | 0.6442 | 0.6351 | 0.5574                       | 0.6549                    | 0.6023                | 0.5898               | 0.7426            | 0.6574        | 0.7458                   | 0.7986                | 0.7713            | 0.7196                   | 0.3799                | 0.4973            | 0.6491                     | 0.6449                  | 0.6470              |
| 0.8124        | 40.0  | 232480 | 1.8312          | 0.5579   | 0.5858    | 0.5629 | 0.5373 | 0.4888                       | 0.6150                    | 0.5447                | 0.6586               | 0.5165            | 0.5789        | 0.7529                   | 0.6997                | 0.7253            | 0.5702                   | 0.1587                | 0.2483            | 0.4585                     | 0.8248                  | 0.5894              |
| 0.8602        | 41.0  | 238292 | 1.9507          | 0.5134   | 0.5892    | 0.5146 | 0.5000 | 0.5973                       | 0.3902                    | 0.4720                | 0.6989               | 0.2196            | 0.3342        | 0.7692                   | 0.5816                | 0.6624            | 0.4921                   | 0.4873                | 0.4897            | 0.3885                     | 0.8942                  | 0.5417              |
| 0.8136        | 42.0  | 244104 | 1.2960          | 0.6210   | 0.6213    | 0.6227 | 0.6174 | 0.6458                       | 0.5564                    | 0.5978                | 0.6721               | 0.6680            | 0.6700        | 0.6059                   | 0.8142                | 0.6948            | 0.5570                   | 0.4663                | 0.5076            | 0.6257                     | 0.6084                  | 0.6170              |
| 0.8146        | 43.0  | 249916 | 1.5908          | 0.5647   | 0.5820    | 0.5687 | 0.5432 | 0.5705                       | 0.4214                    | 0.4848                | 0.6037               | 0.6150            | 0.6093        | 0.5778                   | 0.8668                | 0.6934            | 0.6651                   | 0.2360                | 0.3484            | 0.4929                     | 0.7041                  | 0.5799              |
| 0.8045        | 44.0  | 255728 | 2.1165          | 0.5435   | 0.6027    | 0.5436 | 0.5250 | 0.6968                       | 0.375                     | 0.4876                | 0.8010               | 0.2812            | 0.4163        | 0.4908                   | 0.9158                | 0.6391            | 0.4781                   | 0.5440                | 0.5089            | 0.5469                     | 0.6018                  | 0.5730              |
| 0.8172        | 45.0  | 261540 | 2.4596          | 0.5096   | 0.6248    | 0.5128 | 0.5039 | 0.7288                       | 0.2496                    | 0.3718                | 0.6504               | 0.5048            | 0.5684        | 0.8274                   | 0.5660                | 0.6722            | 0.5714                   | 0.3109                | 0.4027            | 0.3458                     | 0.9328                  | 0.5045              |
| 0.7635        | 46.0  | 267352 | 1.6403          | 0.5456   | 0.6158    | 0.5429 | 0.5529 | 0.5380                       | 0.3806                    | 0.4459                | 0.6343               | 0.4757            | 0.5437        | 0.8389                   | 0.6237                | 0.7155            | 0.3719                   | 0.7685                | 0.5013            | 0.6959                     | 0.4662                  | 0.5584              |
| 0.7885        | 47.0  | 273164 | 1.7048          | 0.5754   | 0.6149    | 0.5775 | 0.5724 | 0.4429                       | 0.6671                    | 0.5324                | 0.7703               | 0.3741            | 0.5037        | 0.7741                   | 0.6888                | 0.7290            | 0.5489                   | 0.4157                | 0.4731            | 0.5380                     | 0.7419                  | 0.6237              |
| 0.8135        | 48.0  | 278976 | 1.3005          | 0.6211   | 0.6418    | 0.6230 | 0.6218 | 0.6381                       | 0.5938                    | 0.6151                | 0.6928               | 0.5755            | 0.6287        | 0.8042                   | 0.6098                | 0.6937            | 0.5398                   | 0.5016                | 0.5200            | 0.5342                     | 0.8341                  | 0.6512              |
| 0.8136        | 49.0  | 284788 | 1.7161          | 0.5690   | 0.5809    | 0.5705 | 0.5596 | 0.5968                       | 0.4536                    | 0.5154                | 0.6844               | 0.4028            | 0.5071        | 0.5826                   | 0.8116                | 0.6783            | 0.5104                   | 0.4650                | 0.4867            | 0.5306                     | 0.7195                  | 0.6108              |
| 0.7742        | 50.0  | 290600 | 1.5161          | 0.5997   | 0.6067    | 0.6009 | 0.6006 | 0.5444                       | 0.6380                    | 0.5875                | 0.6864               | 0.5330            | 0.6000        | 0.6999                   | 0.7613                | 0.7293            | 0.4729                   | 0.4910                | 0.4817            | 0.6299                     | 0.5812                  | 0.6046              |
| 0.7774        | 51.0  | 296412 | 4.2904          | 0.4461   | 0.5894    | 0.4508 | 0.4202 | 0.6654                       | 0.1493                    | 0.2439                | 0.5924               | 0.4896            | 0.5361        | 0.8191                   | 0.5443                | 0.6540            | 0.5688                   | 0.1291                | 0.2105            | 0.3013                     | 0.9416                  | 0.4566              |
| 0.7166        | 52.0  | 302224 | 2.6086          | 0.5367   | 0.5850    | 0.5397 | 0.5122 | 0.6281                       | 0.3555                    | 0.4540                | 0.4136               | 0.9210            | 0.5709        | 0.6617                   | 0.8251                | 0.7344            | 0.4680                   | 0.2348                | 0.3127            | 0.7534                     | 0.3622                  | 0.4892              |
| 0.7684        | 53.0  | 308036 | 2.5523          | 0.5268   | 0.5602    | 0.5295 | 0.4903 | 0.6517                       | 0.1697                    | 0.2693                | 0.5046               | 0.7331            | 0.5978        | 0.4800                   | 0.9227                | 0.6315            | 0.5375                   | 0.2919                | 0.3784            | 0.6270                     | 0.5299                  | 0.5744              |
| 0.7749        | 54.0  | 313848 | 2.1679          | 0.5323   | 0.6005    | 0.5360 | 0.5274 | 0.5914                       | 0.4184                    | 0.4901                | 0.7419               | 0.4280            | 0.5428        | 0.7818                   | 0.6671                | 0.7199            | 0.5097                   | 0.2693                | 0.3524            | 0.3777                     | 0.8973                  | 0.5316              |
| 0.7422        | 55.0  | 319660 | 1.3644          | 0.6202   | 0.6819    | 0.6187 | 0.6235 | 0.5310                       | 0.7170                    | 0.6102                | 0.7858               | 0.4666            | 0.5855        | 0.8068                   | 0.7088                | 0.7546            | 0.4655                   | 0.7290                | 0.5682            | 0.8206                     | 0.4719                  | 0.5992              |
| 0.7326        | 56.0  | 325472 | 1.6948          | 0.6008   | 0.6421    | 0.6013 | 0.5895 | 0.6777                       | 0.4180                    | 0.5170                | 0.7943               | 0.3485            | 0.4845        | 0.7396                   | 0.8286                | 0.7816            | 0.4917                   | 0.5958                | 0.5388            | 0.5074                     | 0.8156                  | 0.6256              |
| 0.7648        | 57.0  | 331284 | 1.9124          | 0.5460   | 0.5785    | 0.5464 | 0.5449 | 0.5254                       | 0.5074                    | 0.5162                | 0.7337               | 0.3420            | 0.4665        | 0.7054                   | 0.6923                | 0.6988            | 0.4079                   | 0.5362                | 0.4633            | 0.5201                     | 0.6541                  | 0.5794              |
| 0.7768        | 58.0  | 337096 | 2.0001          | 0.5515   | 0.6271    | 0.5547 | 0.5314 | 0.5096                       | 0.5998                    | 0.5510                | 0.8704               | 0.2448            | 0.3821        | 0.7121                   | 0.7739                | 0.7417            | 0.6209                   | 0.3178                | 0.4205            | 0.4226                     | 0.8371                  | 0.5616              |
| 0.7521        | 59.0  | 342908 | 2.1328          | 0.5616   | 0.5853    | 0.5636 | 0.5562 | 0.4727                       | 0.6059                    | 0.5311                | 0.5094               | 0.7261            | 0.5988        | 0.7370                   | 0.7470                | 0.7420            | 0.4509                   | 0.3458                | 0.3914            | 0.7561                     | 0.3933                  | 0.5175              |
| 0.7693        | 60.0  | 348720 | 2.0178          | 0.5387   | 0.5614    | 0.5399 | 0.5341 | 0.6972                       | 0.3407                    | 0.4577                | 0.56                 | 0.6562            | 0.6043        | 0.5339                   | 0.7240                | 0.6146            | 0.3921                   | 0.4301                | 0.4102            | 0.6238                     | 0.5487                  | 0.5838              |
| 0.7369        | 61.0  | 354532 | 1.8310          | 0.5869   | 0.6164    | 0.5900 | 0.5759 | 0.6740                       | 0.4110                    | 0.5106                | 0.7007               | 0.5273            | 0.6018        | 0.6516                   | 0.8424                | 0.7348            | 0.5999                   | 0.3581                | 0.4485            | 0.4558                     | 0.8108                  | 0.5836              |
| 0.7791        | 62.0  | 360344 | 3.3122          | 0.4796   | 0.5204    | 0.4814 | 0.4547 | 0.6131                       | 0.2552                    | 0.3604                | 0.6397               | 0.2912            | 0.4002        | 0.4378                   | 0.8867                | 0.5862            | 0.4395                   | 0.3495                | 0.3894            | 0.4718                     | 0.6242                  | 0.5374              |
| 0.7385        | 63.0  | 366156 | 2.7403          | 0.5317   | 0.5487    | 0.5335 | 0.5204 | 0.5388                       | 0.5091                    | 0.5235                | 0.6591               | 0.5195            | 0.5811        | 0.4790                   | 0.9002                | 0.6253            | 0.4569                   | 0.3396                | 0.3896            | 0.6097                     | 0.3990                  | 0.4824              |
| 0.6977        | 64.0  | 371968 | 3.8466          | 0.4547   | 0.5072    | 0.4577 | 0.4241 | 0.6136                       | 0.1840                    | 0.2831                | 0.5676               | 0.2843            | 0.3788        | 0.5798                   | 0.7739                | 0.6629            | 0.4322                   | 0.2492                | 0.3161            | 0.3426                     | 0.7972                  | 0.4793              |
| 0.7026        | 65.0  | 377780 | 2.2445          | 0.5336   | 0.5846    | 0.5334 | 0.5219 | 0.6372                       | 0.4779                    | 0.5461                | 0.6531               | 0.4518            | 0.5341        | 0.4459                   | 0.9167                | 0.6               | 0.4843                   | 0.5074                | 0.4956            | 0.7028                     | 0.3134                  | 0.4335              |
| 0.7319        | 66.0  | 383592 | 1.8517          | 0.5921   | 0.6097    | 0.5940 | 0.5934 | 0.5156                       | 0.6020                    | 0.5555                | 0.5821               | 0.7292            | 0.6474        | 0.8411                   | 0.5629                | 0.6745            | 0.4964                   | 0.4276                | 0.4595            | 0.6131                     | 0.6484                  | 0.6303              |
| 0.7037        | 67.0  | 389404 | 1.6035          | 0.6197   | 0.6541    | 0.6205 | 0.6211 | 0.6533                       | 0.4874                    | 0.5583                | 0.7281               | 0.5347            | 0.6166        | 0.8408                   | 0.6510                | 0.7339            | 0.5427                   | 0.5925                | 0.5665            | 0.5053                     | 0.8367                  | 0.6301              |
| 0.7307        | 68.0  | 395216 | 2.4152          | 0.5647   | 0.6316    | 0.5692 | 0.5429 | 0.5066                       | 0.5955                    | 0.5475                | 0.8107               | 0.3681            | 0.5063        | 0.6879                   | 0.8168                | 0.7468            | 0.7131                   | 0.2188                | 0.3348            | 0.4398                     | 0.8468                  | 0.5789              |
| 0.731         | 69.0  | 401028 | 3.0934          | 0.4891   | 0.5599    | 0.4921 | 0.4684 | 0.6102                       | 0.4193                    | 0.4970                | 0.7122               | 0.3147            | 0.4365        | 0.3881                   | 0.9666                | 0.5538            | 0.5608                   | 0.2294                | 0.3256            | 0.5280                     | 0.5303                  | 0.5291              |
| 0.7365        | 70.0  | 406840 | 1.7706          | 0.5989   | 0.6174    | 0.6003 | 0.5913 | 0.6586                       | 0.4722                    | 0.5501                | 0.5229               | 0.8168            | 0.6376        | 0.6442                   | 0.7960                | 0.7121            | 0.5197                   | 0.4404                | 0.4767            | 0.7416                     | 0.4763                  | 0.5801              |
| 0.7129        | 71.0  | 412652 | 1.9947          | 0.5514   | 0.6603    | 0.5481 | 0.5586 | 0.7073                       | 0.3555                    | 0.4731                | 0.7332               | 0.4175            | 0.5321        | 0.7925                   | 0.6797                | 0.7318            | 0.3516                   | 0.8244                | 0.4929            | 0.7169                     | 0.4636                  | 0.5630              |
| 0.6914        | 72.0  | 418464 | 2.5763          | 0.5167   | 0.5818    | 0.5157 | 0.5044 | 0.4784                       | 0.6866                    | 0.5639                | 0.7268               | 0.3325            | 0.4562        | 0.5528                   | 0.7183                | 0.6248            | 0.3971                   | 0.5559                | 0.4633            | 0.7541                     | 0.2853                  | 0.4140              |
| 0.6815        | 73.0  | 424276 | 2.3497          | 0.5551   | 0.5953    | 0.5563 | 0.5521 | 0.6806                       | 0.3043                    | 0.4205                | 0.6536               | 0.5846            | 0.6172        | 0.7610                   | 0.6480                | 0.7000            | 0.4260                   | 0.4844                | 0.4533            | 0.4553                     | 0.7603                  | 0.5695              |
| 0.7438        | 74.0  | 430088 | 3.6554          | 0.4889   | 0.6087    | 0.4886 | 0.4610 | 0.6236                       | 0.3207                    | 0.4236                | 0.8442               | 0.1011            | 0.1806        | 0.7997                   | 0.6359                | 0.7084            | 0.3633                   | 0.5818                | 0.4473            | 0.4127                     | 0.8033                  | 0.5453              |
| 0.6709        | 75.0  | 435900 | 2.0066          | 0.6008   | 0.6045    | 0.6033 | 0.5884 | 0.6725                       | 0.3867                    | 0.4910                | 0.6082               | 0.6797            | 0.6419        | 0.6225                   | 0.8372                | 0.7140            | 0.5517                   | 0.3968                | 0.4616            | 0.5675                     | 0.7160                  | 0.6332              |
| 0.76          | 76.0  | 441712 | 1.7663          | 0.5992   | 0.6356    | 0.5986 | 0.5949 | 0.6654                       | 0.4566                    | 0.5416                | 0.7895               | 0.3989            | 0.5300        | 0.7035                   | 0.8021                | 0.7495            | 0.4595                   | 0.6669                | 0.5441            | 0.5599                     | 0.6686                  | 0.6094              |
| 0.7148        | 77.0  | 447524 | 2.0687          | 0.6083   | 0.6330    | 0.6080 | 0.6120 | 0.6335                       | 0.5056                    | 0.5624                | 0.6311               | 0.6593            | 0.6449        | 0.7473                   | 0.7522                | 0.7497            | 0.4352                   | 0.6188                | 0.5110            | 0.7179                     | 0.5040                  | 0.5922              |
| 0.6471        | 78.0  | 453336 | 3.5390          | 0.4843   | 0.5407    | 0.4854 | 0.4555 | 0.7602                       | 0.1623                    | 0.2675                | 0.5483               | 0.5004            | 0.5233        | 0.4311                   | 0.9206                | 0.5872            | 0.4446                   | 0.3746                | 0.4066            | 0.5194                     | 0.4693                  | 0.4931              |
| 0.7424        | 79.0  | 459148 | 2.3235          | 0.5606   | 0.6087    | 0.5637 | 0.5556 | 0.4784                       | 0.7075                    | 0.5708                | 0.7296               | 0.4262            | 0.5381        | 0.8071                   | 0.5629                | 0.6633            | 0.5565                   | 0.3302                | 0.4145            | 0.4721                     | 0.7915                  | 0.5914              |
| 0.7054        | 80.0  | 464960 | 3.6877          | 0.4990   | 0.5770    | 0.5002 | 0.4718 | 0.3735                       | 0.8186                    | 0.5129                | 0.7128               | 0.0894            | 0.1589        | 0.7956                   | 0.6489                | 0.7148            | 0.4430                   | 0.3960                | 0.4182            | 0.5601                     | 0.5483                  | 0.5541              |
| 0.6304        | 81.0  | 470772 | 2.7415          | 0.5360   | 0.5735    | 0.5394 | 0.5115 | 0.4136                       | 0.7409                    | 0.5309                | 0.5405               | 0.6545            | 0.5921        | 0.6376                   | 0.7904                | 0.7058            | 0.5196                   | 0.1854                | 0.2733            | 0.7564                     | 0.3257                  | 0.4554              |
| 0.7155        | 82.0  | 476584 | 2.7197          | 0.5313   | 0.5558    | 0.5320 | 0.5323 | 0.5025                       | 0.4735                    | 0.4876                | 0.6630               | 0.3698            | 0.4748        | 0.7162                   | 0.6714                | 0.6931            | 0.3879                   | 0.4910                | 0.4334            | 0.5092                     | 0.6545                  | 0.5728              |
| 0.6031        | 83.0  | 482396 | 2.0149          | 0.5929   | 0.6357    | 0.5956 | 0.5856 | 0.6568                       | 0.4154                    | 0.5089                | 0.5173               | 0.8168            | 0.6335        | 0.8628                   | 0.5595                | 0.6788            | 0.6258                   | 0.3906                | 0.4810            | 0.5158                     | 0.7959                  | 0.6259              |
| 0.6239        | 84.0  | 488208 | 2.4324          | 0.5538   | 0.6084    | 0.5545 | 0.5352 | 0.4871                       | 0.6745                    | 0.5657                | 0.8627               | 0.2509            | 0.3887        | 0.5444                   | 0.8724                | 0.6704            | 0.5                      | 0.4766                | 0.488             | 0.6478                     | 0.4982                  | 0.5633              |
| 0.6656        | 85.0  | 494020 | 2.6047          | 0.5341   | 0.5676    | 0.5330 | 0.5389 | 0.5842                       | 0.4080                    | 0.4804                | 0.6188               | 0.5087            | 0.5584        | 0.7051                   | 0.6693                | 0.6867            | 0.3702                   | 0.6164                | 0.4626            | 0.5597                     | 0.4627                  | 0.5066              |
| 0.6743        | 86.0  | 499832 | 2.3569          | 0.5811   | 0.5956    | 0.5854 | 0.5653 | 0.5293                       | 0.4944                    | 0.5112                | 0.6458               | 0.6055            | 0.625         | 0.6936                   | 0.7713                | 0.7304            | 0.6217                   | 0.2447                | 0.3511            | 0.4875                     | 0.8112                  | 0.6090              |
| 0.6588        | 87.0  | 505644 | 2.1204          | 0.5947   | 0.6213    | 0.5971 | 0.5896 | 0.5594                       | 0.6254                    | 0.5906                | 0.7598               | 0.4036            | 0.5272        | 0.7491                   | 0.7465                | 0.7478            | 0.5464                   | 0.4235                | 0.4772            | 0.4919                     | 0.7862                  | 0.6052              |
| 0.6914        | 88.0  | 511456 | 3.1284          | 0.5051   | 0.5568    | 0.5039 | 0.4926 | 0.6088                       | 0.3134                    | 0.4138                | 0.7347               | 0.2921            | 0.4180        | 0.5543                   | 0.7756                | 0.6465            | 0.3783                   | 0.6118                | 0.4676            | 0.5078                     | 0.5268                  | 0.5171              |
| 0.6262        | 89.0  | 517268 | 2.3910          | 0.5641   | 0.6059    | 0.5673 | 0.5319 | 0.7953                       | 0.2192                    | 0.3437                | 0.5283               | 0.7548            | 0.6215        | 0.5409                   | 0.8607                | 0.6643            | 0.5945                   | 0.3039                | 0.4022            | 0.5707                     | 0.6980                  | 0.6280              |
| 0.6209        | 90.0  | 523080 | 3.3476          | 0.4826   | 0.5516    | 0.4862 | 0.4752 | 0.3511                       | 0.7886                    | 0.4859                | 0.5591               | 0.4353            | 0.4895        | 0.8627                   | 0.4336                | 0.5771            | 0.4466                   | 0.1838                | 0.2604            | 0.5385                     | 0.5896                  | 0.5629              |
| 0.6806        | 91.0  | 528892 | 3.0868          | 0.5251   | 0.5438    | 0.5264 | 0.5099 | 0.6458                       | 0.2595                    | 0.3703                | 0.6048               | 0.4722            | 0.5303        | 0.5530                   | 0.8312                | 0.6641            | 0.4041                   | 0.4297                | 0.4165            | 0.5116                     | 0.6396                  | 0.5685              |
| 0.6452        | 92.0  | 534704 | 2.9336          | 0.5532   | 0.6052    | 0.5524 | 0.5364 | 0.6882                       | 0.3468                    | 0.4612                | 0.7733               | 0.3095            | 0.4420        | 0.5319                   | 0.8728                | 0.6610            | 0.4517                   | 0.6308                | 0.5264            | 0.5809                     | 0.6023                  | 0.5914              |
| 0.7151        | 93.0  | 540516 | 2.4665          | 0.5535   | 0.6065    | 0.5529 | 0.5360 | 0.5988                       | 0.4696                    | 0.5264                | 0.8445               | 0.2452            | 0.3801        | 0.5560                   | 0.8615                | 0.6759            | 0.4449                   | 0.6110                | 0.5149            | 0.5881                     | 0.5773                  | 0.5826              |
| 0.6112        | 94.0  | 546328 | 2.5413          | 0.5656   | 0.5860    | 0.5660 | 0.5434 | 0.6813                       | 0.2218                    | 0.3346                | 0.6448               | 0.5469            | 0.5918        | 0.5683                   | 0.8989                | 0.6964            | 0.5101                   | 0.5395                | 0.5244            | 0.5252                     | 0.6229                  | 0.5699              |
| 0.6329        | 95.0  | 552140 | 2.4825          | 0.5741   | 0.5935    | 0.5754 | 0.5659 | 0.5737                       | 0.5187                    | 0.5448                | 0.7532               | 0.4332            | 0.5500        | 0.5380                   | 0.8919                | 0.6711            | 0.5457                   | 0.4544                | 0.4958            | 0.5568                     | 0.5790                  | 0.5677              |
| 0.6281        | 96.0  | 557952 | 1.9398          | 0.5998   | 0.6073    | 0.6039 | 0.5876 | 0.5117                       | 0.6654                    | 0.5785                | 0.6928               | 0.5638            | 0.6217        | 0.7149                   | 0.7726                | 0.7426            | 0.5688                   | 0.2636                | 0.3602            | 0.5482                     | 0.7542                  | 0.6349              |
| 0.6549        | 97.0  | 563764 | 2.9523          | 0.5368   | 0.5574    | 0.5376 | 0.5173 | 0.6224                       | 0.3455                    | 0.4443                | 0.5288               | 0.7083            | 0.6056        | 0.5107                   | 0.8789                | 0.6460            | 0.4900                   | 0.4235                | 0.4543            | 0.6353                     | 0.3319                  | 0.4360              |
| 0.6468        | 98.0  | 569576 | 2.7905          | 0.5503   | 0.5699    | 0.5503 | 0.5437 | 0.6375                       | 0.3984                    | 0.4904                | 0.6687               | 0.5590            | 0.6090        | 0.5370                   | 0.8433                | 0.6562            | 0.4346                   | 0.5271                | 0.4764            | 0.5717                     | 0.4236                  | 0.4866              |
| 0.6366        | 99.0  | 575388 | 2.2962          | 0.5737   | 0.6114    | 0.5757 | 0.5667 | 0.5676                       | 0.4501                    | 0.5021                | 0.7789               | 0.3885            | 0.5184        | 0.7234                   | 0.7717                | 0.7467            | 0.5370                   | 0.4383                | 0.4827            | 0.4499                     | 0.8301                  | 0.5836              |
| 0.6384        | 100.0 | 581200 | 1.8486          | 0.6184   | 0.6367    | 0.6194 | 0.6204 | 0.5979                       | 0.5512                    | 0.5736                | 0.5639               | 0.7756            | 0.6530        | 0.8543                   | 0.6081                | 0.7104            | 0.5330                   | 0.5312                | 0.5321            | 0.6344                     | 0.6308                  | 0.6326              |


### Framework versions

- Transformers 4.49.0
- Pytorch 2.6.0+cu118
- Datasets 3.3.2
- Tokenizers 0.21.0

durariadorio_16x16 mole_16x16 quebrado_16x16 riadorio_16x16 riofechado_16x16