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# Lit4pCol4b/mit-b1_segformer_ADE20k_RGB_IS_v1

This model is a fine-tuned version of [nvidia/mit-b1](https://huggingface.co/nvidia/mit-b1) on an unknown dataset.
It achieves the following results on the evaluation set:
- Train Loss: 0.0787
- Validation Loss: 0.1007
- Validation Mean Iou: 0.7646
- Validation Mean Accuracy: 0.8701
- Validation Overall Accuracy: 0.9687
- Validation Accuracy Unlabeled: 0.6791
- Validation Accuracy Objeto Interes: 0.9475
- Validation Accuracy Agua: 0.9838
- Validation Iou Unlabeled: 0.5173
- Validation Iou Objeto Interes: 0.8005
- Validation Iou Agua: 0.9760
- Epoch: 39

## 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:
- optimizer: {'name': 'Adam', 'weight_decay': None, 'clipnorm': None, 'global_clipnorm': None, 'clipvalue': None, 'use_ema': False, 'ema_momentum': 0.99, 'ema_overwrite_frequency': None, 'jit_compile': True, 'is_legacy_optimizer': False, 'learning_rate': 6e-05, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-07, 'amsgrad': False}
- training_precision: float32

### Training results

| Train Loss | Validation Loss | Validation Mean Iou | Validation Mean Accuracy | Validation Overall Accuracy | Validation Accuracy Unlabeled | Validation Accuracy Objeto Interes | Validation Accuracy Agua | Validation Iou Unlabeled | Validation Iou Objeto Interes | Validation Iou Agua | Epoch |
|:----------:|:---------------:|:-------------------:|:------------------------:|:---------------------------:|:-----------------------------:|:----------------------------------:|:------------------------:|:------------------------:|:-----------------------------:|:-------------------:|:-----:|
| 0.6580     | 0.6718          | 0.4196              | 0.6281                   | 0.8767                      | 0.0254                        | 0.9466                             | 0.9124                   | 0.0232                   | 0.3345                        | 0.9012              | 0     |
| 0.4551     | 0.5040          | 0.5131              | 0.6832                   | 0.9126                      | 0.1813                        | 0.9216                             | 0.9467                   | 0.1234                   | 0.4837                        | 0.9322              | 1     |
| 0.3472     | 0.2565          | 0.5381              | 0.6560                   | 0.9375                      | 0.1035                        | 0.8839                             | 0.9805                   | 0.0930                   | 0.5671                        | 0.9542              | 2     |
| 0.2846     | 0.2434          | 0.6188              | 0.7343                   | 0.9442                      | 0.3415                        | 0.8847                             | 0.9767                   | 0.2514                   | 0.6486                        | 0.9564              | 3     |
| 0.2383     | 0.2245          | 0.6401              | 0.7568                   | 0.9469                      | 0.4203                        | 0.8735                             | 0.9767                   | 0.2975                   | 0.6644                        | 0.9586              | 4     |
| 0.2075     | 0.2243          | 0.6606              | 0.7809                   | 0.9501                      | 0.4690                        | 0.8975                             | 0.9764                   | 0.3332                   | 0.6879                        | 0.9608              | 5     |
| 0.1943     | 0.1820          | 0.6721              | 0.7704                   | 0.9559                      | 0.4301                        | 0.8964                             | 0.9847                   | 0.3423                   | 0.7083                        | 0.9658              | 6     |
| 0.1835     | 0.2237          | 0.6866              | 0.8243                   | 0.9510                      | 0.5945                        | 0.9077                             | 0.9707                   | 0.3844                   | 0.7151                        | 0.9601              | 7     |
| 0.1645     | 0.1638          | 0.7110              | 0.8204                   | 0.9586                      | 0.6026                        | 0.8779                             | 0.9808                   | 0.4292                   | 0.7369                        | 0.9670              | 8     |
| 0.1574     | 0.1359          | 0.7140              | 0.8058                   | 0.9616                      | 0.5380                        | 0.8933                             | 0.9861                   | 0.4197                   | 0.7527                        | 0.9695              | 9     |
| 0.1737     | 0.1421          | 0.7075              | 0.8042                   | 0.9596                      | 0.5320                        | 0.8965                             | 0.9841                   | 0.4037                   | 0.7513                        | 0.9675              | 10    |
| 0.1608     | 0.1613          | 0.7046              | 0.8348                   | 0.9564                      | 0.6010                        | 0.9285                             | 0.9750                   | 0.4156                   | 0.7325                        | 0.9655              | 11    |
| 0.1425     | 0.1387          | 0.7268              | 0.8355                   | 0.9618                      | 0.6140                        | 0.9109                             | 0.9816                   | 0.4499                   | 0.7605                        | 0.9698              | 12    |
| 0.1299     | 0.1230          | 0.7198              | 0.8184                   | 0.9628                      | 0.5475                        | 0.9225                             | 0.9851                   | 0.4286                   | 0.7595                        | 0.9714              | 13    |
| 0.1286     | 0.1279          | 0.7267              | 0.8320                   | 0.9630                      | 0.5856                        | 0.9270                             | 0.9833                   | 0.4473                   | 0.7614                        | 0.9715              | 14    |
| 0.1322     | 0.1201          | 0.7428              | 0.8380                   | 0.9651                      | 0.6334                        | 0.8954                             | 0.9854                   | 0.4772                   | 0.7791                        | 0.9722              | 15    |
| 0.1203     | 0.1076          | 0.7439              | 0.8294                   | 0.9663                      | 0.6001                        | 0.9000                             | 0.9880                   | 0.4712                   | 0.7872                        | 0.9732              | 16    |
| 0.1154     | 0.1314          | 0.7417              | 0.8557                   | 0.9633                      | 0.6671                        | 0.9198                             | 0.9802                   | 0.4752                   | 0.7794                        | 0.9706              | 17    |
| 0.1145     | 0.1098          | 0.7446              | 0.8438                   | 0.9662                      | 0.6183                        | 0.9281                             | 0.9852                   | 0.4827                   | 0.7770                        | 0.9739              | 18    |
| 0.1131     | 0.0994          | 0.7500              | 0.8368                   | 0.9676                      | 0.6077                        | 0.9145                             | 0.9881                   | 0.4834                   | 0.7919                        | 0.9748              | 19    |
| 0.1101     | 0.1157          | 0.7590              | 0.8657                   | 0.9664                      | 0.7130                        | 0.9015                             | 0.9827                   | 0.5107                   | 0.7928                        | 0.9733              | 20    |
| 0.1045     | 0.1099          | 0.7513              | 0.8565                   | 0.9664                      | 0.6570                        | 0.9288                             | 0.9835                   | 0.4959                   | 0.7841                        | 0.9739              | 21    |
| 0.1031     | 0.1045          | 0.7511              | 0.8522                   | 0.9668                      | 0.6398                        | 0.9323                             | 0.9846                   | 0.4911                   | 0.7878                        | 0.9743              | 22    |
| 0.1038     | 0.1245          | 0.7335              | 0.8535                   | 0.9628                      | 0.6322                        | 0.9488                             | 0.9794                   | 0.4609                   | 0.7683                        | 0.9713              | 23    |
| 0.0989     | 0.1130          | 0.7476              | 0.8608                   | 0.9652                      | 0.6641                        | 0.9372                             | 0.9813                   | 0.4895                   | 0.7805                        | 0.9729              | 24    |
| 0.0961     | 0.0993          | 0.7534              | 0.8560                   | 0.9672                      | 0.6481                        | 0.9356                             | 0.9844                   | 0.4949                   | 0.7904                        | 0.9748              | 25    |
| 0.0931     | 0.0977          | 0.7616              | 0.8574                   | 0.9684                      | 0.6623                        | 0.9242                             | 0.9858                   | 0.5099                   | 0.7995                        | 0.9754              | 26    |
| 0.0913     | 0.0899          | 0.7685              | 0.8547                   | 0.9701                      | 0.6575                        | 0.9184                             | 0.9883                   | 0.5192                   | 0.8096                        | 0.9768              | 27    |
| 0.0899     | 0.0984          | 0.7572              | 0.8550                   | 0.9683                      | 0.6393                        | 0.9398                             | 0.9858                   | 0.5015                   | 0.7940                        | 0.9759              | 28    |
| 0.0918     | 0.1307          | 0.7440              | 0.8719                   | 0.9635                      | 0.6838                        | 0.9545                             | 0.9773                   | 0.4872                   | 0.7735                        | 0.9713              | 29    |
| 0.0919     | 0.1239          | 0.7405              | 0.8590                   | 0.9641                      | 0.6442                        | 0.9526                             | 0.9801                   | 0.4707                   | 0.7784                        | 0.9725              | 30    |
| 0.0925     | 0.0990          | 0.7699              | 0.8629                   | 0.9696                      | 0.6859                        | 0.9163                             | 0.9865                   | 0.5271                   | 0.8067                        | 0.9761              | 31    |
| 0.0889     | 0.1069          | 0.7563              | 0.8708                   | 0.9664                      | 0.6864                        | 0.9450                             | 0.9811                   | 0.5038                   | 0.7913                        | 0.9738              | 32    |
| 0.0836     | 0.0913          | 0.7707              | 0.8617                   | 0.9702                      | 0.6714                        | 0.9265                             | 0.9873                   | 0.5265                   | 0.8086                        | 0.9770              | 33    |
| 0.0822     | 0.1041          | 0.7645              | 0.8788                   | 0.9672                      | 0.7170                        | 0.9383                             | 0.9809                   | 0.5161                   | 0.8035                        | 0.9740              | 34    |
| 0.0803     | 0.0981          | 0.7699              | 0.8721                   | 0.9691                      | 0.6987                        | 0.9334                             | 0.9843                   | 0.5291                   | 0.8046                        | 0.9759              | 35    |
| 0.0800     | 0.1018          | 0.7597              | 0.8681                   | 0.9678                      | 0.6728                        | 0.9485                             | 0.9830                   | 0.5104                   | 0.7935                        | 0.9752              | 36    |
| 0.0779     | 0.0975          | 0.7727              | 0.8769                   | 0.9692                      | 0.7185                        | 0.9286                             | 0.9837                   | 0.5349                   | 0.8075                        | 0.9757              | 37    |
| 0.0756     | 0.0984          | 0.7697              | 0.8742                   | 0.9691                      | 0.7003                        | 0.9385                             | 0.9838                   | 0.5280                   | 0.8051                        | 0.9760              | 38    |
| 0.0787     | 0.1007          | 0.7646              | 0.8701                   | 0.9687                      | 0.6791                        | 0.9475                             | 0.9838                   | 0.5173                   | 0.8005                        | 0.9760              | 39    |


### Framework versions

- Transformers 4.35.2
- TensorFlow 2.15.0
- Datasets 2.16.1
- Tokenizers 0.15.0

{"license": "other", "tags": ["generated_from_keras_callback"], "base_model": "nvidia/mit-b1", "model-index": [{"name": "Lit4pCol4b/mit-b1_segformer_ADE20k_RGB_IS_v1", "results": []}]}
transformers tf segformer generated_from_keras_callback base_model:nvidia/mit-b1 license:other endpoints_compatible region:us