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# segformer-finetuned-riviera2

This model is a fine-tuned version of [peldrak/segformer-finetuned-coasts-final](https://huggingface.co/peldrak/segformer-finetuned-coasts-final) on the peldrak/riviera_labeled_split2 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.2172
- Mean Iou: 0.5684
- Mean Accuracy: 0.7041
- Overall Accuracy: 0.9037
- Accuracy Water: 0.9782
- Accuracy Whitewater: 0.0031
- Accuracy Sand: 0.9694
- Accuracy Rocky Terrain: 0.8474
- Accuracy Agricultural: 0.8818
- Accuracy Vegetation: 0.9453
- Accuracy Road: 0.5085
- Accuracy Development: 0.7910
- Accuracy Other Natural Terrain: 0.4118
- Accuracy Unknown: nan
- Iou Water: 0.9541
- Iou Whitewater: 0.0031
- Iou Sand: 0.8472
- Iou Rocky Terrain: 0.7939
- Iou Agricultural: 0.7881
- Iou Vegetation: 0.8610
- Iou Road: 0.4506
- Iou Development: 0.6761
- Iou Other Natural Terrain: 0.3104
- Iou Unknown: 0.0

## 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: 6e-05
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 30

### Training results

| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sand | Accuracy Rocky Terrain | Accuracy Agricultural | Accuracy Vegetation | Accuracy Road | Accuracy Development | Accuracy Other Natural Terrain | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sand | Iou Rocky Terrain | Iou Agricultural | Iou Vegetation | Iou Road | Iou Development | Iou Other Natural Terrain | Iou Unknown |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-------------:|:----------------------:|:---------------------:|:-------------------:|:-------------:|:--------------------:|:------------------------------:|:----------------:|:---------:|:--------------:|:--------:|:-----------------:|:----------------:|:--------------:|:--------:|:---------------:|:-------------------------:|:-----------:|
| 1.6151        | 0.24  | 20   | 1.4156          | 0.0850   | 0.1749        | 0.3514           | 0.9391         | 0.0113              | 0.0           | 0.1553                 | 0.0248                | 0.1658              | 0.0035        | 0.1890               | 0.0857                         | nan              | 0.3854    | 0.0012         | 0.0      | 0.1345            | 0.0110           | 0.1615         | 0.0017   | 0.1034          | 0.0518                    | 0.0         |
| 1.3149        | 0.49  | 40   | 1.0378          | 0.2239   | 0.3363        | 0.6043           | 0.9571         | 0.0318              | 0.2679        | 0.5472                 | 0.0248                | 0.6780              | 0.0           | 0.4390               | 0.0811                         | nan              | 0.6123    | 0.0184         | 0.2520   | 0.5089            | 0.0141           | 0.5632         | 0.0      | 0.2247          | 0.0456                    | 0.0         |
| 1.1554        | 0.73  | 60   | 0.7989          | 0.3289   | 0.4401        | 0.7722           | 0.9818         | 0.0                 | 0.8295        | 0.6482                 | 0.0581                | 0.9606              | 0.0008        | 0.4676               | 0.0146                         | nan              | 0.8261    | 0.0            | 0.7142   | 0.6253            | 0.0523           | 0.7241         | 0.0008   | 0.3334          | 0.0130                    | 0.0         |
| 1.0181        | 0.98  | 80   | 0.6544          | 0.3592   | 0.4747        | 0.8043           | 0.9692         | 0.0                 | 0.8957        | 0.7580                 | 0.3678                | 0.9693              | 0.0001        | 0.3088               | 0.0032                         | nan              | 0.9121    | 0.0            | 0.6664   | 0.7171            | 0.2835           | 0.7605         | 0.0001   | 0.2489          | 0.0031                    | 0.0         |
| 1.119         | 1.22  | 100  | 0.5360          | 0.3739   | 0.4880        | 0.8252           | 0.9764         | 0.0                 | 0.9123        | 0.7932                 | 0.5894                | 0.9776              | 0.0           | 0.1422               | 0.0008                         | nan              | 0.9300    | 0.0            | 0.7082   | 0.7339            | 0.4630           | 0.7700         | 0.0      | 0.1329          | 0.0008                    | 0.0         |
| 0.8191        | 1.46  | 120  | 0.4732          | 0.4115   | 0.5270        | 0.8487           | 0.9860         | 0.0                 | 0.8930        | 0.8134                 | 0.7485                | 0.9750              | 0.0           | 0.3256               | 0.0019                         | nan              | 0.9360    | 0.0            | 0.7421   | 0.7490            | 0.6024           | 0.8003         | 0.0      | 0.2832          | 0.0018                    | 0.0         |
| 0.7274        | 1.71  | 140  | 0.4744          | 0.4010   | 0.5172        | 0.8459           | 0.9847         | 0.0                 | 0.8945        | 0.7845                 | 0.7891                | 0.9754              | 0.0           | 0.2258               | 0.0011                         | nan              | 0.9485    | 0.0            | 0.7668   | 0.7512            | 0.5327           | 0.8076         | 0.0      | 0.2025          | 0.0011                    | 0.0         |
| 0.3963        | 1.95  | 160  | 0.4212          | 0.4143   | 0.5289        | 0.8491           | 0.9835         | 0.0                 | 0.9249        | 0.8669                 | 0.6654                | 0.9796              | 0.0           | 0.3312               | 0.0084                         | nan              | 0.9514    | 0.0            | 0.7786   | 0.7736            | 0.5481           | 0.7861         | 0.0      | 0.2971          | 0.0082                    | 0.0         |
| 0.8763        | 2.2   | 180  | 0.3832          | 0.4210   | 0.5390        | 0.8587           | 0.9798         | 0.0                 | 0.9471        | 0.7914                 | 0.9032                | 0.9688              | 0.0           | 0.2596               | 0.0012                         | nan              | 0.9483    | 0.0            | 0.8401   | 0.7517            | 0.6183           | 0.8151         | 0.0      | 0.2348          | 0.0012                    | 0.0         |
| 0.868         | 2.44  | 200  | 0.3764          | 0.4061   | 0.5216        | 0.8472           | 0.9793         | 0.0                 | 0.9666        | 0.8200                 | 0.7151                | 0.9764              | 0.0           | 0.2267               | 0.0103                         | nan              | 0.9514    | 0.0            | 0.6926   | 0.7764            | 0.6398           | 0.7901         | 0.0      | 0.2007          | 0.0102                    | 0.0         |
| 0.7492        | 2.68  | 220  | 0.3502          | 0.4267   | 0.5626        | 0.8629           | 0.9742         | 0.0                 | 0.9717        | 0.8473                 | 0.9721                | 0.9408              | 0.0           | 0.3376               | 0.0200                         | nan              | 0.9493    | 0.0            | 0.7071   | 0.7902            | 0.6701           | 0.8511         | 0.0      | 0.2796          | 0.0192                    | 0.0         |
| 0.9957        | 2.93  | 240  | 0.3382          | 0.4572   | 0.5778        | 0.8688           | 0.9842         | 0.0                 | 0.9534        | 0.8633                 | 0.7888                | 0.9593              | 0.0           | 0.5910               | 0.0602                         | nan              | 0.9527    | 0.0            | 0.8231   | 0.8012            | 0.6499           | 0.8112         | 0.0      | 0.4790          | 0.0545                    | 0.0         |
| 0.416         | 3.17  | 260  | 0.3426          | 0.4475   | 0.5700        | 0.8617           | 0.9725         | 0.0                 | 0.9648        | 0.8810                 | 0.7076                | 0.9640              | 0.0           | 0.5665               | 0.0738                         | nan              | 0.9499    | 0.0            | 0.7928   | 0.7900            | 0.6095           | 0.8113         | 0.0      | 0.4584          | 0.0628                    | 0.0         |
| 0.3574        | 3.41  | 280  | 0.3294          | 0.4534   | 0.5701        | 0.8659           | 0.9835         | 0.0                 | 0.9498        | 0.7931                 | 0.7716                | 0.9674              | 0.0           | 0.6177               | 0.0481                         | nan              | 0.9441    | 0.0            | 0.8365   | 0.7578            | 0.6388           | 0.8089         | 0.0      | 0.5038          | 0.0438                    | 0.0         |
| 0.2504        | 3.66  | 300  | 0.3045          | 0.4381   | 0.5590        | 0.8596           | 0.9787         | 0.0                 | 0.9376        | 0.8223                 | 0.8269                | 0.9575              | 0.0           | 0.4316               | 0.0765                         | nan              | 0.9492    | 0.0            | 0.7856   | 0.7767            | 0.6163           | 0.8214         | 0.0      | 0.3681          | 0.0637                    | 0.0         |
| 0.3342        | 3.9   | 320  | 0.3037          | 0.4675   | 0.5986        | 0.8712           | 0.9712         | 0.0                 | 0.9625        | 0.9100                 | 0.7707                | 0.9492              | 0.0           | 0.7293               | 0.0942                         | nan              | 0.9492    | 0.0            | 0.8752   | 0.7814            | 0.6541           | 0.8159         | 0.0      | 0.5153          | 0.0836                    | 0.0         |
| 0.7272        | 4.15  | 340  | 0.3025          | 0.4617   | 0.5795        | 0.8694           | 0.9742         | 0.0                 | 0.9665        | 0.8396                 | 0.7763                | 0.9678              | 0.0           | 0.6223               | 0.0689                         | nan              | 0.9486    | 0.0            | 0.8327   | 0.7980            | 0.6451           | 0.8157         | 0.0      | 0.5163          | 0.0605                    | 0.0         |
| 0.452         | 4.39  | 360  | 0.2799          | 0.4589   | 0.5891        | 0.8688           | 0.9723         | 0.0                 | 0.9796        | 0.8554                 | 0.8382                | 0.9439              | 0.0           | 0.5294               | 0.1836                         | nan              | 0.9510    | 0.0            | 0.7637   | 0.7978            | 0.6793           | 0.8367         | 0.0      | 0.4202          | 0.1405                    | 0.0         |
| 0.2372        | 4.63  | 380  | 0.2749          | 0.4642   | 0.5891        | 0.8765           | 0.9755         | 0.0                 | 0.9684        | 0.8436                 | 0.9190                | 0.9569              | 0.0           | 0.5282               | 0.1100                         | nan              | 0.9493    | 0.0            | 0.7809   | 0.7960            | 0.7737           | 0.8389         | 0.0      | 0.4060          | 0.0969                    | 0.0         |
| 1.3141        | 4.88  | 400  | 0.2875          | 0.4723   | 0.6004        | 0.8726           | 0.9700         | 0.0                 | 0.9573        | 0.8714                 | 0.7878                | 0.9529              | 0.0           | 0.7587               | 0.1054                         | nan              | 0.9449    | 0.0            | 0.8715   | 0.7964            | 0.6752           | 0.8177         | 0.0      | 0.5243          | 0.0929                    | 0.0         |
| 0.605         | 5.12  | 420  | 0.2752          | 0.4653   | 0.6031        | 0.8722           | 0.9752         | 0.0                 | 0.9356        | 0.8359                 | 0.9082                | 0.9332              | 0.0010        | 0.7404               | 0.0986                         | nan              | 0.9462    | 0.0            | 0.8710   | 0.7879            | 0.6188           | 0.8482         | 0.0010   | 0.4905          | 0.0892                    | 0.0         |
| 0.3456        | 5.37  | 440  | 0.2907          | 0.4721   | 0.5955        | 0.8717           | 0.9761         | 0.0                 | 0.9655        | 0.8499                 | 0.7721                | 0.9535              | 0.0           | 0.6785               | 0.1641                         | nan              | 0.9531    | 0.0            | 0.8718   | 0.7986            | 0.6161           | 0.8207         | 0.0      | 0.5316          | 0.1291                    | 0.0         |
| 0.4065        | 5.61  | 460  | 0.2588          | 0.4707   | 0.6035        | 0.8751           | 0.9735         | 0.0                 | 0.9728        | 0.8768                 | 0.8025                | 0.9485              | 0.0           | 0.5470               | 0.3100                         | nan              | 0.9528    | 0.0            | 0.7724   | 0.8075            | 0.6647           | 0.8490         | 0.0      | 0.4260          | 0.2346                    | 0.0         |
| 0.5515        | 5.85  | 480  | 0.2509          | 0.4817   | 0.6075        | 0.8803           | 0.9607         | 0.0                 | 0.9654        | 0.8643                 | 0.8910                | 0.9597              | 0.0000        | 0.6962               | 0.1303                         | nan              | 0.9444    | 0.0            | 0.8502   | 0.7854            | 0.7400           | 0.8362         | 0.0000   | 0.5515          | 0.1096                    | 0.0         |
| 0.7913        | 6.1   | 500  | 0.2392          | 0.4835   | 0.6074        | 0.8854           | 0.9772         | 0.0                 | 0.9578        | 0.8821                 | 0.9384                | 0.9594              | 0.0244        | 0.6102               | 0.1169                         | nan              | 0.9511    | 0.0            | 0.8279   | 0.8049            | 0.7936           | 0.8365         | 0.0244   | 0.4897          | 0.1072                    | 0.0         |
| 0.3186        | 6.34  | 520  | 0.2556          | 0.4736   | 0.6009        | 0.8775           | 0.9769         | 0.0                 | 0.9765        | 0.8601                 | 0.9007                | 0.9478              | 0.0386        | 0.5438               | 0.1636                         | nan              | 0.9521    | 0.0            | 0.7805   | 0.8029            | 0.7483           | 0.8328         | 0.0385   | 0.4392          | 0.1420                    | 0.0         |
| 0.2549        | 6.59  | 540  | 0.2342          | 0.5138   | 0.6555        | 0.8909           | 0.9748         | 0.0                 | 0.9533        | 0.8514                 | 0.8781                | 0.9276              | 0.0280        | 0.7772               | 0.5094                         | nan              | 0.9512    | 0.0            | 0.8886   | 0.7891            | 0.7547           | 0.8588         | 0.0279   | 0.5303          | 0.3371                    | 0.0         |
| 0.3034        | 6.83  | 560  | 0.2574          | 0.4892   | 0.6058        | 0.8794           | 0.9819         | 0.0                 | 0.9563        | 0.7993                 | 0.7777                | 0.9666              | 0.0356        | 0.7305               | 0.2041                         | nan              | 0.9505    | 0.0            | 0.8925   | 0.7697            | 0.6993           | 0.8226         | 0.0355   | 0.5656          | 0.1561                    | 0.0         |
| 0.2759        | 7.07  | 580  | 0.2417          | 0.5055   | 0.6355        | 0.8899           | 0.9735         | 0.0                 | 0.9789        | 0.8397                 | 0.9129                | 0.9483              | 0.0845        | 0.6354               | 0.3465                         | nan              | 0.9530    | 0.0            | 0.8171   | 0.7897            | 0.7572           | 0.8530         | 0.0840   | 0.5311          | 0.2698                    | 0.0         |
| 0.4661        | 7.32  | 600  | 0.2272          | 0.5198   | 0.6647        | 0.8944           | 0.9787         | 0.0                 | 0.9780        | 0.8505                 | 0.8440                | 0.9286              | 0.0697        | 0.6809               | 0.6515                         | nan              | 0.9552    | 0.0            | 0.8088   | 0.7960            | 0.7438           | 0.8682         | 0.0691   | 0.5247          | 0.4328                    | 0.0         |
| 0.1629        | 7.56  | 620  | 0.2331          | 0.5248   | 0.6639        | 0.8916           | 0.9782         | 0.0                 | 0.9591        | 0.8574                 | 0.8627                | 0.9262              | 0.1268        | 0.7364               | 0.5286                         | nan              | 0.9539    | 0.0            | 0.8723   | 0.8011            | 0.6613           | 0.8493         | 0.1252   | 0.5734          | 0.4116                    | 0.0         |
| 0.1212        | 7.8   | 640  | 0.2431          | 0.5138   | 0.6604        | 0.8841           | 0.9727         | 0.0                 | 0.9811        | 0.8664                 | 0.7576                | 0.9201              | 0.1052        | 0.7484               | 0.5919                         | nan              | 0.9543    | 0.0            | 0.8160   | 0.7970            | 0.6137           | 0.8406         | 0.1039   | 0.5809          | 0.4314                    | 0.0         |
| 0.4444        | 8.05  | 660  | 0.2277          | 0.5174   | 0.6470        | 0.8938           | 0.9807         | 0.0                 | 0.9616        | 0.8141                 | 0.9088                | 0.9461              | 0.0907        | 0.7961               | 0.3247                         | nan              | 0.9518    | 0.0            | 0.8687   | 0.7832            | 0.7780           | 0.8490         | 0.0901   | 0.5943          | 0.2586                    | 0.0         |
| 0.2176        | 8.29  | 680  | 0.2123          | 0.5327   | 0.6734        | 0.9001           | 0.9774         | 0.0                 | 0.9701        | 0.8768                 | 0.8724                | 0.9365              | 0.1111        | 0.8156               | 0.5004                         | nan              | 0.9541    | 0.0            | 0.8617   | 0.8040            | 0.7823           | 0.8657         | 0.1092   | 0.5785          | 0.3715                    | 0.0         |
| 0.4515        | 8.54  | 700  | 0.2545          | 0.5198   | 0.6586        | 0.8886           | 0.9852         | 0.0                 | 0.9652        | 0.8208                 | 0.9443                | 0.9214              | 0.2593        | 0.7064               | 0.3252                         | nan              | 0.9517    | 0.0            | 0.8370   | 0.7896            | 0.6680           | 0.8531         | 0.2441   | 0.5716          | 0.2833                    | 0.0         |
| 0.2276        | 8.78  | 720  | 0.2427          | 0.5161   | 0.6488        | 0.8869           | 0.9730         | 0.0                 | 0.9757        | 0.8662                 | 0.8668                | 0.9466              | 0.2834        | 0.7261               | 0.2011                         | nan              | 0.9521    | 0.0            | 0.8300   | 0.8106            | 0.7177           | 0.8432         | 0.2632   | 0.5765          | 0.1681                    | 0.0         |
| 0.1664        | 9.02  | 740  | 0.2403          | 0.5174   | 0.6477        | 0.8924           | 0.9731         | 0.0                 | 0.9722        | 0.8425                 | 0.8760                | 0.9551              | 0.1686        | 0.7817               | 0.2597                         | nan              | 0.9516    | 0.0            | 0.8776   | 0.7910            | 0.7536           | 0.8527         | 0.1648   | 0.5767          | 0.2062                    | 0.0         |
| 0.1256        | 9.27  | 760  | 0.2232          | 0.5293   | 0.6719        | 0.8913           | 0.9753         | 0.0                 | 0.9694        | 0.8536                 | 0.8344                | 0.9224              | 0.1563        | 0.7175               | 0.6187                         | nan              | 0.9520    | 0.0            | 0.8567   | 0.7925            | 0.7405           | 0.8617         | 0.1530   | 0.5946          | 0.3420                    | 0.0         |
| 0.336         | 9.51  | 780  | 0.2125          | 0.5451   | 0.6873        | 0.9017           | 0.9794         | 0.0                 | 0.9741        | 0.8796                 | 0.8795                | 0.9323              | 0.2422        | 0.7836               | 0.5153                         | nan              | 0.9522    | 0.0            | 0.8579   | 0.7945            | 0.7699           | 0.8705         | 0.2256   | 0.5934          | 0.3870                    | 0.0         |
| 0.2018        | 9.76  | 800  | 0.2224          | 0.5404   | 0.6681        | 0.8984           | 0.9822         | 0.0                 | 0.9652        | 0.8555                 | 0.8950                | 0.9519              | 0.3185        | 0.7221               | 0.3220                         | nan              | 0.9531    | 0.0            | 0.8535   | 0.8067            | 0.7567           | 0.8584         | 0.2949   | 0.6183          | 0.2621                    | 0.0         |
| 0.1682        | 10.0  | 820  | 0.2187          | 0.5320   | 0.6820        | 0.8924           | 0.9718         | 0.0                 | 0.9814        | 0.8696                 | 0.8334                | 0.9177              | 0.1967        | 0.8444               | 0.5228                         | nan              | 0.9521    | 0.0            | 0.8742   | 0.7917            | 0.7417           | 0.8515         | 0.1852   | 0.5529          | 0.3707                    | 0.0         |
| 0.176         | 10.24 | 840  | 0.2228          | 0.5335   | 0.6621        | 0.8964           | 0.9811         | 0.0                 | 0.9741        | 0.8623                 | 0.8578                | 0.9513              | 0.2482        | 0.7291               | 0.3547                         | nan              | 0.9553    | 0.0            | 0.8520   | 0.8082            | 0.7474           | 0.8587         | 0.2369   | 0.6102          | 0.2662                    | 0.0         |
| 0.4021        | 10.49 | 860  | 0.2221          | 0.5370   | 0.6793        | 0.8973           | 0.9742         | 0.0                 | 0.9634        | 0.8676                 | 0.9133                | 0.9356              | 0.2970        | 0.7645               | 0.3982                         | nan              | 0.9533    | 0.0            | 0.8641   | 0.7969            | 0.7135           | 0.8725         | 0.2745   | 0.5827          | 0.3125                    | 0.0         |
| 0.2189        | 10.73 | 880  | 0.2594          | 0.5157   | 0.6489        | 0.8857           | 0.9846         | 0.0                 | 0.9684        | 0.8699                 | 0.7198                | 0.9467              | 0.2024        | 0.8028               | 0.3458                         | nan              | 0.9562    | 0.0            | 0.8654   | 0.8160            | 0.6462           | 0.8367         | 0.1928   | 0.5791          | 0.2648                    | 0.0         |
| 0.218         | 10.98 | 900  | 0.2445          | 0.5208   | 0.6623        | 0.8853           | 0.9734         | 0.0                 | 0.9834        | 0.8650                 | 0.7271                | 0.9380              | 0.2457        | 0.7985               | 0.4296                         | nan              | 0.9561    | 0.0            | 0.8233   | 0.8043            | 0.6560           | 0.8406         | 0.2276   | 0.5827          | 0.3177                    | 0.0         |
| 0.3402        | 11.22 | 920  | 0.2789          | 0.5181   | 0.6438        | 0.8821           | 0.9728         | 0.0                 | 0.9665        | 0.8725                 | 0.6840                | 0.9599              | 0.2502        | 0.7863               | 0.3024                         | nan              | 0.9507    | 0.0            | 0.8598   | 0.8023            | 0.6413           | 0.8265         | 0.2387   | 0.6396          | 0.2225                    | 0.0         |
| 0.2232        | 11.46 | 940  | 0.2219          | 0.5387   | 0.6810        | 0.8920           | 0.9705         | 0.0                 | 0.9498        | 0.9055                 | 0.7311                | 0.9404              | 0.2678        | 0.7632               | 0.6004                         | nan              | 0.9490    | 0.0            | 0.8674   | 0.7808            | 0.6552           | 0.8561         | 0.2553   | 0.6268          | 0.3965                    | 0.0         |
| 0.1727        | 11.71 | 960  | 0.2741          | 0.5328   | 0.6593        | 0.8880           | 0.9812         | 0.0                 | 0.9682        | 0.8166                 | 0.7600                | 0.9648              | 0.4642        | 0.7672               | 0.2112                         | nan              | 0.9554    | 0.0            | 0.8701   | 0.7751            | 0.6763           | 0.8300         | 0.4070   | 0.6312          | 0.1824                    | 0.0         |
| 0.3027        | 11.95 | 980  | 0.2126          | 0.5477   | 0.6784        | 0.9005           | 0.9774         | 0.0                 | 0.9702        | 0.8705                 | 0.8597                | 0.9570              | 0.3690        | 0.7887               | 0.3127                         | nan              | 0.9542    | 0.0            | 0.8645   | 0.8041            | 0.7646           | 0.8582         | 0.3354   | 0.6361          | 0.2600                    | 0.0         |
| 0.2245        | 12.2  | 1000 | 0.2490          | 0.5254   | 0.6482        | 0.8899           | 0.9833         | 0.0                 | 0.9638        | 0.8135                 | 0.7925                | 0.9626              | 0.2752        | 0.8146               | 0.2286                         | nan              | 0.9548    | 0.0            | 0.8727   | 0.7852            | 0.7239           | 0.8352         | 0.2619   | 0.6371          | 0.1834                    | 0.0         |
| 0.1551        | 12.44 | 1020 | 0.2332          | 0.5364   | 0.6875        | 0.8924           | 0.9766         | 0.0                 | 0.9856        | 0.8760                 | 0.8783                | 0.9118              | 0.3322        | 0.6270               | 0.5995                         | nan              | 0.9571    | 0.0            | 0.7598   | 0.8028            | 0.7604           | 0.8562         | 0.2982   | 0.5043          | 0.4247                    | 0.0         |
| 0.3828        | 12.68 | 1040 | 0.2138          | 0.5437   | 0.6753        | 0.8979           | 0.9799         | 0.0                 | 0.9477        | 0.8984                 | 0.8723                | 0.9574              | 0.4473        | 0.6534               | 0.3209                         | nan              | 0.9542    | 0.0            | 0.8187   | 0.8072            | 0.7887           | 0.8580         | 0.3793   | 0.5674          | 0.2640                    | 0.0         |
| 0.0929        | 12.93 | 1060 | 0.2544          | 0.5186   | 0.6501        | 0.8855           | 0.9783         | 0.0                 | 0.9709        | 0.8634                 | 0.7491                | 0.9542              | 0.3067        | 0.6526               | 0.3757                         | nan              | 0.9549    | 0.0            | 0.8048   | 0.8069            | 0.6771           | 0.8418         | 0.2878   | 0.5185          | 0.2948                    | 0.0         |
| 0.2362        | 13.17 | 1080 | 0.2353          | 0.5278   | 0.6661        | 0.8877           | 0.9763         | 0.0                 | 0.9807        | 0.8577                 | 0.8281                | 0.9374              | 0.3786        | 0.6547               | 0.3816                         | nan              | 0.9531    | 0.0            | 0.7907   | 0.8045            | 0.7260           | 0.8447         | 0.3395   | 0.5196          | 0.3001                    | 0.0         |
| 0.1954        | 13.41 | 1100 | 0.2073          | 0.5580   | 0.7009        | 0.9019           | 0.9762         | 0.0                 | 0.9681        | 0.8902                 | 0.8184                | 0.9348              | 0.3367        | 0.7731               | 0.6111                         | nan              | 0.9548    | 0.0            | 0.8642   | 0.8120            | 0.7373           | 0.8679         | 0.3120   | 0.6404          | 0.3918                    | 0.0         |
| 0.2412        | 13.66 | 1120 | 0.2144          | 0.5520   | 0.6946        | 0.9022           | 0.9808         | 0.0                 | 0.9764        | 0.8460                 | 0.8418                | 0.9352              | 0.3048        | 0.7065               | 0.6605                         | nan              | 0.9554    | 0.0            | 0.8265   | 0.7963            | 0.7536           | 0.8773         | 0.2868   | 0.6078          | 0.4162                    | 0.0         |
| 0.2167        | 13.9  | 1140 | 0.2111          | 0.5577   | 0.6947        | 0.9005           | 0.9753         | 0.0                 | 0.9744        | 0.8242                 | 0.8303                | 0.9442              | 0.3808        | 0.7631               | 0.5597                         | nan              | 0.9516    | 0.0            | 0.8487   | 0.7825            | 0.7616           | 0.8716         | 0.3440   | 0.6640          | 0.3534                    | 0.0         |
| 0.0952        | 14.15 | 1160 | 0.2637          | 0.5279   | 0.6724        | 0.8863           | 0.9740         | 0.0                 | 0.9860        | 0.8767                 | 0.7933                | 0.9334              | 0.4219        | 0.5904               | 0.4754                         | nan              | 0.9531    | 0.0            | 0.7480   | 0.8056            | 0.7181           | 0.8535         | 0.3615   | 0.4894          | 0.3497                    | 0.0         |
| 0.1032        | 14.39 | 1180 | 0.2484          | 0.5403   | 0.6730        | 0.8921           | 0.9769         | 0.0                 | 0.9724        | 0.8537                 | 0.7452                | 0.9591              | 0.4251        | 0.8313               | 0.2934                         | nan              | 0.9553    | 0.0            | 0.8613   | 0.7993            | 0.6934           | 0.8405         | 0.3786   | 0.6417          | 0.2331                    | 0.0         |
| 0.2301        | 14.63 | 1200 | 0.2167          | 0.5450   | 0.6843        | 0.8969           | 0.9752         | 0.0                 | 0.9785        | 0.8525                 | 0.9088                | 0.9402              | 0.4511        | 0.6742               | 0.3782                         | nan              | 0.9534    | 0.0            | 0.8015   | 0.7952            | 0.7726           | 0.8610         | 0.3911   | 0.5705          | 0.3044                    | 0.0         |
| 0.3602        | 14.88 | 1220 | 0.2154          | 0.5522   | 0.7015        | 0.8960           | 0.9738         | 0.0                 | 0.9770        | 0.8642                 | 0.7977                | 0.9202              | 0.3336        | 0.7938               | 0.6533                         | nan              | 0.9495    | 0.0            | 0.8433   | 0.7947            | 0.7288           | 0.8638         | 0.3085   | 0.6520          | 0.3817                    | 0.0         |
| 0.1081        | 15.12 | 1240 | 0.2512          | 0.5321   | 0.6634        | 0.8872           | 0.9717         | 0.0                 | 0.9707        | 0.8631                 | 0.7590                | 0.9627              | 0.4839        | 0.6768               | 0.2828                         | nan              | 0.9508    | 0.0            | 0.8181   | 0.7973            | 0.6834           | 0.8401         | 0.4158   | 0.5872          | 0.2285                    | 0.0         |
| 0.138         | 15.37 | 1260 | 0.1995          | 0.5660   | 0.7144        | 0.9028           | 0.9747         | 0.0                 | 0.9687        | 0.8627                 | 0.8566                | 0.9240              | 0.3978        | 0.8400               | 0.6048                         | nan              | 0.9511    | 0.0            | 0.8700   | 0.7965            | 0.7700           | 0.8698         | 0.3606   | 0.6542          | 0.3876                    | 0.0         |
| 0.1254        | 15.61 | 1280 | 0.2302          | 0.5517   | 0.6866        | 0.8994           | 0.9652         | 0.0                 | 0.9730        | 0.8691                 | 0.9000                | 0.9510              | 0.4196        | 0.7253               | 0.3762                         | nan              | 0.9483    | 0.0            | 0.8413   | 0.7915            | 0.7688           | 0.8603         | 0.3770   | 0.6323          | 0.2976                    | 0.0         |
| 0.0939        | 15.85 | 1300 | 0.2252          | 0.5506   | 0.6884        | 0.8930           | 0.9853         | 0.0                 | 0.9585        | 0.8488                 | 0.7720                | 0.9348              | 0.4332        | 0.7397               | 0.5235                         | nan              | 0.9494    | 0.0            | 0.8510   | 0.8047            | 0.6791           | 0.8478         | 0.3833   | 0.6327          | 0.3582                    | 0.0         |
| 0.079         | 16.1  | 1320 | 0.2439          | 0.5381   | 0.6686        | 0.8888           | 0.9764         | 0.0                 | 0.9686        | 0.8422                 | 0.7464                | 0.9577              | 0.4522        | 0.6807               | 0.3930                         | nan              | 0.9544    | 0.0            | 0.8271   | 0.7930            | 0.6805           | 0.8475         | 0.3958   | 0.6125          | 0.2706                    | 0.0         |
| 0.1409        | 16.34 | 1340 | 0.2244          | 0.5567   | 0.7105        | 0.8928           | 0.9660         | 0.0                 | 0.9787        | 0.8779                 | 0.7602                | 0.9191              | 0.4474        | 0.7951               | 0.6504                         | nan              | 0.9501    | 0.0            | 0.8409   | 0.7902            | 0.6957           | 0.8539         | 0.3926   | 0.6588          | 0.3851                    | 0.0         |
| 0.3714        | 16.59 | 1360 | 0.2480          | 0.5451   | 0.6732        | 0.8965           | 0.9827         | 0.0                 | 0.9692        | 0.8453                 | 0.9122                | 0.9530              | 0.4942        | 0.7125               | 0.1900                         | nan              | 0.9553    | 0.0            | 0.8439   | 0.8058            | 0.7744           | 0.8417         | 0.4262   | 0.6336          | 0.1704                    | 0.0         |
| 0.2288        | 16.83 | 1380 | 0.2100          | 0.5634   | 0.7029        | 0.9011           | 0.9767         | 0.0                 | 0.9704        | 0.8758                 | 0.8995                | 0.9382              | 0.5412        | 0.7601               | 0.3645                         | nan              | 0.9520    | 0.0            | 0.8497   | 0.8046            | 0.7688           | 0.8513         | 0.4448   | 0.6575          | 0.3057                    | 0.0         |
| 0.2297        | 17.07 | 1400 | 0.2083          | 0.5629   | 0.7053        | 0.9023           | 0.9720         | 0.0                 | 0.9721        | 0.8785                 | 0.9438                | 0.9305              | 0.4819        | 0.7221               | 0.4466                         | nan              | 0.9514    | 0.0            | 0.8451   | 0.7942            | 0.7728           | 0.8596         | 0.4149   | 0.6409          | 0.3503                    | 0.0         |
| 0.1961        | 17.32 | 1420 | 0.2102          | 0.5588   | 0.6962        | 0.9023           | 0.9768         | 0.0                 | 0.9704        | 0.8353                 | 0.8819                | 0.9435              | 0.4188        | 0.7559               | 0.4831                         | nan              | 0.9528    | 0.0            | 0.8311   | 0.7837            | 0.7888           | 0.8673         | 0.3779   | 0.6372          | 0.3493                    | 0.0         |
| 0.1938        | 17.56 | 1440 | 0.2151          | 0.5554   | 0.6917        | 0.8999           | 0.9775         | 0.0                 | 0.9638        | 0.8859                 | 0.8447                | 0.9448              | 0.4199        | 0.8143               | 0.3742                         | nan              | 0.9525    | 0.0            | 0.8517   | 0.8075            | 0.7688           | 0.8574         | 0.3760   | 0.6574          | 0.2831                    | 0.0         |
| 0.283         | 17.8  | 1460 | 0.2285          | 0.5502   | 0.6886        | 0.8971           | 0.9752         | 0.0                 | 0.9658        | 0.8285                 | 0.7796                | 0.9470              | 0.3540        | 0.8388               | 0.5087                         | nan              | 0.9553    | 0.0            | 0.8671   | 0.7779            | 0.7223           | 0.8636         | 0.3317   | 0.6615          | 0.3227                    | 0.0         |
| 0.2744        | 18.05 | 1480 | 0.2301          | 0.5532   | 0.6929        | 0.8974           | 0.9741         | 0.0                 | 0.9831        | 0.8644                 | 0.7817                | 0.9473              | 0.4503        | 0.7601               | 0.4751                         | nan              | 0.9550    | 0.0            | 0.8186   | 0.7977            | 0.7268           | 0.8598         | 0.3918   | 0.6399          | 0.3421                    | 0.0         |
| 0.0956        | 18.29 | 1500 | 0.2140          | 0.5637   | 0.7149        | 0.9026           | 0.9717         | 0.0                 | 0.9813        | 0.8585                 | 0.9085                | 0.9223              | 0.4672        | 0.7189               | 0.6055                         | nan              | 0.9535    | 0.0            | 0.8169   | 0.7947            | 0.7597           | 0.8727         | 0.3985   | 0.6146          | 0.4264                    | 0.0         |
| 0.0477        | 18.54 | 1520 | 0.2209          | 0.5551   | 0.6878        | 0.8975           | 0.9692         | 0.0                 | 0.9696        | 0.8742                 | 0.8338                | 0.9573              | 0.5019        | 0.7648               | 0.3190                         | nan              | 0.9495    | 0.0            | 0.8549   | 0.7934            | 0.7518           | 0.8579         | 0.4426   | 0.6592          | 0.2416                    | 0.0         |
| 0.3598        | 18.78 | 1540 | 0.2430          | 0.5330   | 0.6704        | 0.8890           | 0.9762         | 0.0                 | 0.9813        | 0.8502                 | 0.8685                | 0.9383              | 0.4623        | 0.5791               | 0.3782                         | nan              | 0.9527    | 0.0            | 0.7785   | 0.7953            | 0.7300           | 0.8520         | 0.4042   | 0.5312          | 0.2861                    | 0.0         |
| 0.1007        | 19.02 | 1560 | 0.2182          | 0.5626   | 0.7106        | 0.8983           | 0.9772         | 0.0                 | 0.9776        | 0.8621                 | 0.8359                | 0.9232              | 0.4950        | 0.7717               | 0.5527                         | nan              | 0.9560    | 0.0            | 0.8457   | 0.7943            | 0.7189           | 0.8602         | 0.4321   | 0.6575          | 0.3613                    | 0.0         |
| 0.1631        | 19.27 | 1580 | 0.2335          | 0.5543   | 0.6887        | 0.8983           | 0.9767         | 0.0                 | 0.9741        | 0.8444                 | 0.8350                | 0.9533              | 0.5018        | 0.6999               | 0.4135                         | nan              | 0.9555    | 0.0            | 0.8328   | 0.7923            | 0.7482           | 0.8629         | 0.4291   | 0.6299          | 0.2924                    | 0.0         |
| 0.4344        | 19.51 | 1600 | 0.2087          | 0.5602   | 0.6987        | 0.9025           | 0.9797         | 0.0                 | 0.9657        | 0.8446                 | 0.8997                | 0.9404              | 0.4632        | 0.7297               | 0.4654                         | nan              | 0.9533    | 0.0            | 0.8205   | 0.7975            | 0.7871           | 0.8685         | 0.4160   | 0.6058          | 0.3531                    | 0.0         |
| 0.0956        | 19.76 | 1620 | 0.2287          | 0.5574   | 0.6894        | 0.9007           | 0.9774         | 0.0                 | 0.9667        | 0.8465                 | 0.8975                | 0.9511              | 0.4834        | 0.8058               | 0.2760                         | nan              | 0.9546    | 0.0            | 0.8582   | 0.7967            | 0.7856           | 0.8517         | 0.4333   | 0.6646          | 0.2291                    | 0.0         |
| 0.1634        | 20.0  | 1640 | 0.2126          | 0.5576   | 0.6997        | 0.9003           | 0.9725         | 0.0                 | 0.9783        | 0.8538                 | 0.8832                | 0.9374              | 0.4600        | 0.7096               | 0.5020                         | nan              | 0.9523    | 0.0            | 0.8042   | 0.7903            | 0.7842           | 0.8664         | 0.4073   | 0.5994          | 0.3719                    | 0.0         |
| 0.1048        | 20.24 | 1660 | 0.2254          | 0.5588   | 0.6831        | 0.9017           | 0.9784         | 0.0                 | 0.9590        | 0.8543                 | 0.8564                | 0.9646              | 0.4542        | 0.7924               | 0.2885                         | nan              | 0.9534    | 0.0            | 0.8616   | 0.7995            | 0.7886           | 0.8552         | 0.4168   | 0.6842          | 0.2289                    | 0.0         |
| 0.1636        | 20.49 | 1680 | 0.2063          | 0.5713   | 0.7097        | 0.9046           | 0.9746         | 0.0                 | 0.9741        | 0.8597                 | 0.8250                | 0.9483              | 0.5023        | 0.7629               | 0.5409                         | nan              | 0.9537    | 0.0            | 0.8468   | 0.7972            | 0.7660           | 0.8728         | 0.4351   | 0.6817          | 0.3597                    | 0.0         |
| 0.0753        | 20.73 | 1700 | 0.2005          | 0.5738   | 0.7122        | 0.9053           | 0.9742         | 0.0                 | 0.9762        | 0.8687                 | 0.8586                | 0.9470              | 0.5485        | 0.7920               | 0.4442                         | nan              | 0.9536    | 0.0            | 0.8456   | 0.8049            | 0.7854           | 0.8662         | 0.4710   | 0.6828          | 0.3289                    | 0.0         |
| 0.1346        | 20.98 | 1720 | 0.1977          | 0.5762   | 0.7246        | 0.9065           | 0.9759         | 0.0                 | 0.9775        | 0.8651                 | 0.8993                | 0.9239              | 0.5007        | 0.7995               | 0.5794                         | nan              | 0.9548    | 0.0            | 0.8379   | 0.7961            | 0.7913           | 0.8679         | 0.4392   | 0.6660          | 0.4089                    | 0.0         |
| 0.1527        | 21.22 | 1740 | 0.2123          | 0.5662   | 0.7087        | 0.9025           | 0.9759         | 0.0002              | 0.9621        | 0.8524                 | 0.9264                | 0.9353              | 0.5505        | 0.7677               | 0.4078                         | nan              | 0.9542    | 0.0002         | 0.8533   | 0.7906            | 0.7497           | 0.8610         | 0.4724   | 0.6514          | 0.3290                    | 0.0         |
| 0.1149        | 21.46 | 1760 | 0.2262          | 0.5623   | 0.6926        | 0.9003           | 0.9734         | 0.0                 | 0.9632        | 0.8380                 | 0.8228                | 0.9623              | 0.5167        | 0.7898               | 0.3669                         | nan              | 0.9523    | 0.0            | 0.8536   | 0.7847            | 0.7638           | 0.8602         | 0.4552   | 0.6804          | 0.2725                    | 0.0         |
| 0.3336        | 21.71 | 1780 | 0.2176          | 0.5647   | 0.7053        | 0.9023           | 0.9713         | 0.0003              | 0.9803        | 0.8546                 | 0.8731                | 0.9426              | 0.4990        | 0.7902               | 0.4361                         | nan              | 0.9543    | 0.0003         | 0.8273   | 0.7953            | 0.7841           | 0.8632         | 0.4397   | 0.6565          | 0.3267                    | 0.0         |
| 0.0924        | 21.95 | 1800 | 0.2271          | 0.5608   | 0.6933        | 0.9011           | 0.9834         | 0.0                 | 0.9709        | 0.8338                 | 0.8657                | 0.9472              | 0.4902        | 0.7430               | 0.4059                         | nan              | 0.9577    | 0.0            | 0.8354   | 0.7946            | 0.7788           | 0.8591         | 0.4359   | 0.6520          | 0.2945                    | 0.0         |
| 0.256         | 22.2  | 1820 | 0.2140          | 0.5659   | 0.7010        | 0.9038           | 0.9820         | 0.0                 | 0.9697        | 0.8401                 | 0.9119                | 0.9435              | 0.5189        | 0.7867               | 0.3560                         | nan              | 0.9560    | 0.0            | 0.8462   | 0.7987            | 0.8078           | 0.8582         | 0.4515   | 0.6594          | 0.2817                    | 0.0         |
| 0.202         | 22.44 | 1840 | 0.2358          | 0.5589   | 0.6907        | 0.9001           | 0.9766         | 0.0                 | 0.9760        | 0.8359                 | 0.8945                | 0.9526              | 0.5406        | 0.7420               | 0.2981                         | nan              | 0.9553    | 0.0            | 0.8391   | 0.7915            | 0.7924           | 0.8522         | 0.4572   | 0.6613          | 0.2397                    | 0.0         |
| 0.1456        | 22.68 | 1860 | 0.2115          | 0.5669   | 0.7125        | 0.9016           | 0.9762         | 0.0                 | 0.9801        | 0.8582                 | 0.8871                | 0.9267              | 0.5130        | 0.8054               | 0.4657                         | nan              | 0.9556    | 0.0            | 0.8310   | 0.8008            | 0.7886           | 0.8585         | 0.4425   | 0.6588          | 0.3335                    | 0.0         |
| 0.1198        | 22.93 | 1880 | 0.2233          | 0.5631   | 0.6997        | 0.9020           | 0.9745         | 0.0                 | 0.9731        | 0.8563                 | 0.9047                | 0.9484              | 0.5580        | 0.7858               | 0.2967                         | nan              | 0.9529    | 0.0            | 0.8405   | 0.8011            | 0.7914           | 0.8561         | 0.4715   | 0.6652          | 0.2520                    | 0.0         |
| 0.0804        | 23.17 | 1900 | 0.2075          | 0.5719   | 0.7090        | 0.9047           | 0.9791         | 0.0                 | 0.9686        | 0.8542                 | 0.8664                | 0.9434              | 0.5174        | 0.7723               | 0.4800                         | nan              | 0.9552    | 0.0            | 0.8456   | 0.7995            | 0.7842           | 0.8636         | 0.4512   | 0.6765          | 0.3429                    | 0.0         |
| 0.0779        | 23.41 | 1920 | 0.2217          | 0.5630   | 0.7025        | 0.9007           | 0.9736         | 0.0001              | 0.9774        | 0.8596                 | 0.8837                | 0.9422              | 0.5470        | 0.7558               | 0.3832                         | nan              | 0.9544    | 0.0001         | 0.8258   | 0.7991            | 0.7705           | 0.8559         | 0.4602   | 0.6611          | 0.3032                    | 0.0         |
| 0.1159        | 23.66 | 1940 | 0.2122          | 0.5690   | 0.7134        | 0.9030           | 0.9772         | 0.0002              | 0.9767        | 0.8574                 | 0.8913                | 0.9275              | 0.4955        | 0.7959               | 0.4990                         | nan              | 0.9538    | 0.0002         | 0.8307   | 0.8004            | 0.7766           | 0.8612         | 0.4343   | 0.6650          | 0.3683                    | 0.0         |
| 0.1           | 23.9  | 1960 | 0.1988          | 0.5762   | 0.7116        | 0.9078           | 0.9834         | 0.0                 | 0.9523        | 0.8439                 | 0.8919                | 0.9463              | 0.5231        | 0.8031               | 0.4608                         | nan              | 0.9543    | 0.0            | 0.8620   | 0.7983            | 0.7991           | 0.8662         | 0.4611   | 0.6719          | 0.3492                    | 0.0         |
| 0.1052        | 24.15 | 1980 | 0.2147          | 0.5672   | 0.7012        | 0.9048           | 0.9778         | 0.0                 | 0.9704        | 0.8441                 | 0.8915                | 0.9499              | 0.5004        | 0.7622               | 0.4146                         | nan              | 0.9550    | 0.0            | 0.8396   | 0.7916            | 0.8009           | 0.8624         | 0.4403   | 0.6608          | 0.3219                    | 0.0         |
| 0.1478        | 24.39 | 2000 | 0.2206          | 0.5638   | 0.6950        | 0.9040           | 0.9815         | 0.0                 | 0.9657        | 0.8313                 | 0.8904                | 0.9530              | 0.4869        | 0.7536               | 0.3929                         | nan              | 0.9557    | 0.0            | 0.8433   | 0.7884            | 0.7959           | 0.8606         | 0.4347   | 0.6515          | 0.3081                    | 0.0         |
| 0.1752        | 24.63 | 2020 | 0.2048          | 0.5700   | 0.7085        | 0.9058           | 0.9793         | 0.0                 | 0.9668        | 0.8566                 | 0.9095                | 0.9430              | 0.5319        | 0.7519               | 0.4372                         | nan              | 0.9535    | 0.0            | 0.8458   | 0.7987            | 0.7801           | 0.8670         | 0.4597   | 0.6460          | 0.3492                    | 0.0         |
| 0.0451        | 24.88 | 2040 | 0.2171          | 0.5666   | 0.7053        | 0.9025           | 0.9799         | 0.0                 | 0.9748        | 0.8552                 | 0.8761                | 0.9405              | 0.5371        | 0.7711               | 0.4131                         | nan              | 0.9545    | 0.0            | 0.8309   | 0.8008            | 0.7878           | 0.8586         | 0.4534   | 0.6644          | 0.3154                    | 0.0         |
| 0.4243        | 25.12 | 2060 | 0.2341          | 0.5595   | 0.6916        | 0.8999           | 0.9746         | 0.0                 | 0.9764        | 0.8444                 | 0.8887                | 0.9491              | 0.4996        | 0.7703               | 0.3211                         | nan              | 0.9515    | 0.0            | 0.8327   | 0.7956            | 0.7984           | 0.8537         | 0.4397   | 0.6689          | 0.2545                    | 0.0         |
| 0.0585        | 25.37 | 2080 | 0.2213          | 0.5660   | 0.7007        | 0.9033           | 0.9820         | 0.0                 | 0.9652        | 0.8551                 | 0.9015                | 0.9435              | 0.5187        | 0.7915               | 0.3485                         | nan              | 0.9542    | 0.0            | 0.8466   | 0.8024            | 0.7984           | 0.8564         | 0.4574   | 0.6699          | 0.2748                    | 0.0         |
| 0.2001        | 25.61 | 2100 | 0.2246          | 0.5644   | 0.7026        | 0.9009           | 0.9783         | 0.0                 | 0.9724        | 0.8691                 | 0.8753                | 0.9397              | 0.5349        | 0.7871               | 0.3667                         | nan              | 0.9539    | 0.0            | 0.8358   | 0.8023            | 0.7863           | 0.8541         | 0.4617   | 0.6681          | 0.2817                    | 0.0         |
| 0.0681        | 25.85 | 2120 | 0.2243          | 0.5653   | 0.7001        | 0.9033           | 0.9774         | 0.0071              | 0.9602        | 0.8607                 | 0.8942                | 0.9492              | 0.5104        | 0.8085               | 0.3328                         | nan              | 0.9538    | 0.0071         | 0.8526   | 0.7975            | 0.7950           | 0.8573         | 0.4517   | 0.6706          | 0.2679                    | 0.0         |
| 0.3011        | 26.1  | 2140 | 0.2142          | 0.5695   | 0.7099        | 0.9029           | 0.9755         | 0.0022              | 0.9730        | 0.8624                 | 0.8863                | 0.9383              | 0.5417        | 0.7982               | 0.4115                         | nan              | 0.9541    | 0.0021         | 0.8424   | 0.8006            | 0.7913           | 0.8590         | 0.4633   | 0.6755          | 0.3067                    | 0.0         |
| 0.1124        | 26.34 | 2160 | 0.2134          | 0.5678   | 0.7069        | 0.9014           | 0.9740         | 0.0097              | 0.9692        | 0.8475                 | 0.8710                | 0.9399              | 0.5086        | 0.8119               | 0.4309                         | nan              | 0.9526    | 0.0097         | 0.8497   | 0.7935            | 0.7773           | 0.8598         | 0.4480   | 0.6745          | 0.3125                    | 0.0         |
| 0.2631        | 26.59 | 2180 | 0.2171          | 0.5685   | 0.7043        | 0.9042           | 0.9764         | 0.0165              | 0.9626        | 0.8486                 | 0.8985                | 0.9481              | 0.5077        | 0.8124               | 0.3682                         | nan              | 0.9540    | 0.0164         | 0.8554   | 0.7937            | 0.7880           | 0.8606         | 0.4499   | 0.6734          | 0.2935                    | 0.0         |
| 0.0783        | 26.83 | 2200 | 0.2094          | 0.5699   | 0.7120        | 0.9031           | 0.9788         | 0.0                 | 0.9649        | 0.8464                 | 0.9089                | 0.9335              | 0.5525        | 0.8184               | 0.4045                         | nan              | 0.9525    | 0.0            | 0.8521   | 0.7966            | 0.7837           | 0.8604         | 0.4736   | 0.6675          | 0.3123                    | 0.0         |
| 0.0412        | 27.07 | 2220 | 0.2115          | 0.5688   | 0.7096        | 0.9041           | 0.9772         | 0.0057              | 0.9679        | 0.8448                 | 0.8925                | 0.9363              | 0.4727        | 0.8228               | 0.4667                         | nan              | 0.9545    | 0.0057         | 0.8544   | 0.7909            | 0.7903           | 0.8633         | 0.4230   | 0.6677          | 0.3380                    | 0.0         |
| 0.096         | 27.32 | 2240 | 0.2224          | 0.5626   | 0.6939        | 0.9029           | 0.9788         | 0.0                 | 0.9699        | 0.8440                 | 0.8945                | 0.9502              | 0.4758        | 0.7877               | 0.3443                         | nan              | 0.9551    | 0.0            | 0.8461   | 0.7956            | 0.7958           | 0.8576         | 0.4303   | 0.6747          | 0.2704                    | 0.0         |
| 0.1542        | 27.56 | 2260 | 0.2251          | 0.5646   | 0.6958        | 0.9027           | 0.9755         | 0.0040              | 0.9674        | 0.8465                 | 0.9004                | 0.9548              | 0.5310        | 0.7762               | 0.3064                         | nan              | 0.9531    | 0.0040         | 0.8489   | 0.7935            | 0.7997           | 0.8566         | 0.4623   | 0.6790          | 0.2493                    | 0.0         |
| 0.2322        | 27.8  | 2280 | 0.2243          | 0.5641   | 0.6943        | 0.9029           | 0.9739         | 0.0024              | 0.9733        | 0.8549                 | 0.8847                | 0.9570              | 0.5096        | 0.7569               | 0.3360                         | nan              | 0.9533    | 0.0024         | 0.8427   | 0.7961            | 0.7998           | 0.8584         | 0.4475   | 0.6741          | 0.2668                    | 0.0         |
| 0.1025        | 28.05 | 2300 | 0.2217          | 0.5665   | 0.7022        | 0.9034           | 0.9726         | 0.0077              | 0.9750        | 0.8541                 | 0.9116                | 0.9503              | 0.5514        | 0.7723               | 0.3243                         | nan              | 0.9519    | 0.0077         | 0.8415   | 0.7960            | 0.7986           | 0.8598         | 0.4700   | 0.6711          | 0.2689                    | 0.0         |
| 0.1405        | 28.29 | 2320 | 0.2244          | 0.5680   | 0.7009        | 0.9042           | 0.9761         | 0.0087              | 0.9650        | 0.8600                 | 0.8864                | 0.9543              | 0.5317        | 0.7668               | 0.3590                         | nan              | 0.9539    | 0.0087         | 0.8512   | 0.7963            | 0.7881           | 0.8603         | 0.4623   | 0.6746          | 0.2846                    | 0.0         |
| 0.1002        | 28.54 | 2340 | 0.2165          | 0.5682   | 0.7088        | 0.9031           | 0.9742         | 0.0035              | 0.9769        | 0.8598                 | 0.8865                | 0.9408              | 0.5402        | 0.7832               | 0.4139                         | nan              | 0.9535    | 0.0035         | 0.8365   | 0.7943            | 0.7853           | 0.8610         | 0.4612   | 0.6691          | 0.3179                    | 0.0         |
| 0.0803        | 28.78 | 2360 | 0.2233          | 0.5655   | 0.7000        | 0.9019           | 0.9759         | 0.0059              | 0.9706        | 0.8529                 | 0.8577                | 0.9497              | 0.5112        | 0.7560               | 0.4199                         | nan              | 0.9541    | 0.0059         | 0.8452   | 0.7923            | 0.7727           | 0.8604         | 0.4468   | 0.6716          | 0.3062                    | 0.0         |
| 0.1149        | 29.02 | 2380 | 0.2215          | 0.5663   | 0.7008        | 0.9027           | 0.9749         | 0.0078              | 0.9712        | 0.8512                 | 0.8789                | 0.9503              | 0.5218        | 0.7721               | 0.3787                         | nan              | 0.9534    | 0.0078         | 0.8440   | 0.7935            | 0.7823           | 0.8596         | 0.4542   | 0.6740          | 0.2941                    | 0.0         |
| 0.0773        | 29.27 | 2400 | 0.2228          | 0.5675   | 0.7068        | 0.9027           | 0.9762         | 0.0070              | 0.9763        | 0.8517                 | 0.8750                | 0.9405              | 0.5117        | 0.7937               | 0.4288                         | nan              | 0.9547    | 0.0070         | 0.8381   | 0.7930            | 0.7838           | 0.8606         | 0.4480   | 0.6735          | 0.3166                    | 0.0         |
| 0.1085        | 29.51 | 2420 | 0.2225          | 0.5650   | 0.6974        | 0.9033           | 0.9811         | 0.0                 | 0.9693        | 0.8404                 | 0.8858                | 0.9493              | 0.5061        | 0.7632               | 0.3816                         | nan              | 0.9550    | 0.0            | 0.8423   | 0.7940            | 0.7873           | 0.8597         | 0.4464   | 0.6708          | 0.2944                    | 0.0         |
| 0.0874        | 29.76 | 2440 | 0.2147          | 0.5680   | 0.7047        | 0.9033           | 0.9776         | 0.0012              | 0.9709        | 0.8514                 | 0.8785                | 0.9432              | 0.5078        | 0.7886               | 0.4235                         | nan              | 0.9536    | 0.0012         | 0.8450   | 0.7948            | 0.7865           | 0.8610         | 0.4482   | 0.6751          | 0.3149                    | 0.0         |
| 0.1308        | 30.0  | 2460 | 0.2172          | 0.5684   | 0.7041        | 0.9037           | 0.9782         | 0.0031              | 0.9694        | 0.8474                 | 0.8818                | 0.9453              | 0.5085        | 0.7910               | 0.4118                         | nan              | 0.9541    | 0.0031         | 0.8472   | 0.7939            | 0.7881           | 0.8610         | 0.4506   | 0.6761          | 0.3104                    | 0.0         |


### Framework versions

- Transformers 4.35.0
- Pytorch 2.0.0
- Datasets 2.1.0
- Tokenizers 0.14.1

{"license": "other", "tags": ["vision", "image-segmentation", "generated_from_trainer"], "base_model": "peldrak/segformer-finetuned-coasts-final", "model-index": [{"name": "segformer-finetuned-riviera2", "results": []}]}
transformers tensorboard safetensors segformer vision image-segmentation generated_from_trainer base_model:peldrak/segformer-finetuned-coasts-final license:other endpoints_compatible region:us