transformers tf segformer generated_from_keras_callback base_model:nvidia/mit-b0 license:other endpoints_compatible region:us
---
license: other
base_model: nvidia/mit-b0
tags:
- generated_from_keras_callback
model-index:
- name: greathero/mit-b0-finetuned-contrails-morethanx35newercontrailsdataset
  results: []
---

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# greathero/mit-b0-finetuned-contrails-morethanx35newercontrailsdataset

This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on an unknown dataset.
It achieves the following results on the evaluation set:
- Train Loss: 0.0016
- Validation Loss: 0.0026
- Validation Mean Iou: 0.9068
- Validation Mean Accuracy: 0.9377
- Validation Overall Accuracy: 0.9993
- Validation Accuracy Unlabeled: 1.0
- Validation Accuracy Notlabeled: 0.9997
- Validation Accuracy Otherclass: 1.0
- Validation Accuracy Contrail: 0.7513
- Validation Iou Unlabeled: 1.0
- Validation Iou Notlabeled: 0.9993
- Validation Iou Otherclass: 0.9993
- Validation Iou Contrail: 0.6286
- Epoch: 49

## 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 Notlabeled | Validation Accuracy Otherclass | Validation Accuracy Contrail | Validation Iou Unlabeled | Validation Iou Notlabeled | Validation Iou Otherclass | Validation Iou Contrail | Epoch |
|:----------:|:---------------:|:-------------------:|:------------------------:|:---------------------------:|:-----------------------------:|:------------------------------:|:------------------------------:|:----------------------------:|:------------------------:|:-------------------------:|:-------------------------:|:-----------------------:|:-----:|
| 0.2395     | 0.0367          | 0.2496              | 0.25                     | 0.9983                      | 0.0                           | 1.0                            | 0.0                            | 0.0                          | 0.0                      | 0.9983                    | 0.0                       | 0.0                     | 0     |
| 0.0286     | 0.0204          | 0.2496              | 0.25                     | 0.9983                      | 0.0                           | 1.0                            | 0.0                            | 0.0                          | 0.0                      | 0.9983                    | 0.0                       | 0.0                     | 1     |
| 0.0194     | 0.0156          | 0.2496              | 0.25                     | 0.9983                      | 0.0                           | 1.0                            | 0.0                            | 0.0                          | 0.0                      | 0.9983                    | 0.0                       | 0.0                     | 2     |
| 0.0157     | 0.0144          | 0.2496              | 0.25                     | 0.9983                      | 0.0                           | 1.0                            | 0.0                            | 0.0                          | 0.0                      | 0.9983                    | 0.0                       | 0.0                     | 3     |
| 0.0141     | 0.0137          | 0.2496              | 0.25                     | 0.9983                      | 0.0                           | 1.0                            | 0.0                            | 0.0                          | 0.0                      | 0.9983                    | 0.0                       | 0.0                     | 4     |
| 0.0133     | 0.0132          | 0.2496              | 0.25                     | 0.9983                      | 0.0                           | 1.0                            | 0.0                            | 0.0                          | 0.0                      | 0.9983                    | 0.0                       | 0.0                     | 5     |
| 0.0126     | 0.0125          | 0.2496              | 0.25                     | 0.9983                      | 0.0                           | 1.0                            | 0.0                            | 0.0                          | 0.0                      | 0.9983                    | 0.0                       | 0.0                     | 6     |
| 0.0118     | 0.0117          | 0.2496              | 0.25                     | 0.9983                      | 0.0                           | 1.0                            | 0.0                            | 0.0                          | 0.0                      | 0.9983                    | 0.0                       | 0.0                     | 7     |
| 0.0112     | 0.0110          | 0.2551              | 0.2555                   | 0.9983                      | 0.0                           | 1.0000                         | 0.0222                         | 0.0                          | 0.0                      | 0.9983                    | 0.0220                    | 0.0                     | 8     |
| 0.0106     | 0.0103          | 0.2744              | 0.2756                   | 0.9983                      | 0.0180                        | 1.0000                         | 0.0832                         | 0.0013                       | 0.0179                   | 0.9983                    | 0.0801                    | 0.0013                  | 9     |
| 0.0100     | 0.0094          | 0.3172              | 0.3225                   | 0.9983                      | 0.0527                        | 1.0000                         | 0.2344                         | 0.0030                       | 0.0521                   | 0.9983                    | 0.2154                    | 0.0030                  | 10    |
| 0.0091     | 0.0087          | 0.3117              | 0.3138                   | 0.9983                      | 0.1026                        | 1.0000                         | 0.1470                         | 0.0055                       | 0.1014                   | 0.9983                    | 0.1415                    | 0.0055                  | 11    |
| 0.0083     | 0.0076          | 0.3844              | 0.3941                   | 0.9983                      | 0.1540                        | 1.0000                         | 0.4189                         | 0.0037                       | 0.1516                   | 0.9983                    | 0.3840                    | 0.0037                  | 12    |
| 0.0073     | 0.0070          | 0.4402              | 0.4781                   | 0.9983                      | 0.1997                        | 0.9999                         | 0.6616                         | 0.0511                       | 0.1978                   | 0.9983                    | 0.5167                    | 0.0479                  | 13    |
| 0.0067     | 0.0062          | 0.5049              | 0.5454                   | 0.9983                      | 0.4868                        | 1.0000                         | 0.6893                         | 0.0057                       | 0.4702                   | 0.9983                    | 0.5456                    | 0.0056                  | 14    |
| 0.0060     | 0.0056          | 0.5133              | 0.5326                   | 0.9983                      | 0.4799                        | 1.0000                         | 0.6283                         | 0.0221                       | 0.4722                   | 0.9983                    | 0.5608                    | 0.0218                  | 15    |
| 0.0055     | 0.0056          | 0.5975              | 0.6504                   | 0.9984                      | 0.7018                        | 0.9999                         | 0.8058                         | 0.0942                       | 0.6731                   | 0.9984                    | 0.6317                    | 0.0868                  | 16    |
| 0.0051     | 0.0050          | 0.5800              | 0.6003                   | 0.9984                      | 0.6893                        | 0.9999                         | 0.6644                         | 0.0476                       | 0.6707                   | 0.9984                    | 0.6048                    | 0.0462                  | 17    |
| 0.0048     | 0.0047          | 0.6598              | 0.6878                   | 0.9984                      | 0.8252                        | 0.9998                         | 0.7809                         | 0.1453                       | 0.8013                   | 0.9984                    | 0.7095                    | 0.1298                  | 18    |
| 0.0045     | 0.0045          | 0.6596              | 0.7122                   | 0.9984                      | 0.9057                        | 0.9998                         | 0.7739                         | 0.1693                       | 0.8117                   | 0.9984                    | 0.6774                    | 0.1508                  | 19    |
| 0.0042     | 0.0042          | 0.6956              | 0.7259                   | 0.9985                      | 0.8669                        | 0.9998                         | 0.8294                         | 0.2074                       | 0.8609                   | 0.9985                    | 0.7396                    | 0.1835                  | 20    |
| 0.0039     | 0.0045          | 0.6824              | 0.6971                   | 0.9985                      | 0.8710                        | 0.9999                         | 0.7933                         | 0.1243                       | 0.8579                   | 0.9985                    | 0.7546                    | 0.1186                  | 21    |
| 0.0038     | 0.0041          | 0.7516              | 0.7748                   | 0.9985                      | 0.9612                        | 0.9998                         | 0.8779                         | 0.2605                       | 0.9397                   | 0.9985                    | 0.8395                    | 0.2287                  | 22    |
| 0.0035     | 0.0038          | 0.7683              | 0.8089                   | 0.9986                      | 0.9667                        | 0.9997                         | 0.9334                         | 0.3359                       | 0.9356                   | 0.9986                    | 0.8546                    | 0.2843                  | 23    |
| 0.0034     | 0.0037          | 0.7905              | 0.8212                   | 0.9986                      | 0.9639                        | 0.9996                         | 0.9182                         | 0.4031                       | 0.9508                   | 0.9986                    | 0.8856                    | 0.3270                  | 24    |
| 0.0032     | 0.0037          | 0.7938              | 0.8154                   | 0.9987                      | 0.9515                        | 0.9997                         | 0.9112                         | 0.3992                       | 0.9469                   | 0.9987                    | 0.8939                    | 0.3358                  | 25    |
| 0.0031     | 0.0036          | 0.8250              | 0.8524                   | 0.9988                      | 0.9806                        | 0.9996                         | 0.9431                         | 0.4864                       | 0.9772                   | 0.9988                    | 0.9315                    | 0.3924                  | 26    |
| 0.0030     | 0.0035          | 0.8204              | 0.8392                   | 0.9987                      | 0.9736                        | 0.9997                         | 0.9820                         | 0.4015                       | 0.9736                   | 0.9987                    | 0.9659                    | 0.3435                  | 27    |
| 0.0029     | 0.0033          | 0.8431              | 0.8689                   | 0.9988                      | 0.9917                        | 0.9997                         | 0.9834                         | 0.5011                       | 0.9910                   | 0.9988                    | 0.9653                    | 0.4172                  | 28    |
| 0.0027     | 0.0034          | 0.8337              | 0.8539                   | 0.9988                      | 0.9945                        | 0.9997                         | 0.9875                         | 0.4341                       | 0.9945                   | 0.9988                    | 0.9648                    | 0.3767                  | 29    |
| 0.0027     | 0.0033          | 0.8518              | 0.8834                   | 0.9988                      | 1.0                           | 0.9996                         | 0.9931                         | 0.5411                       | 0.9972                   | 0.9988                    | 0.9802                    | 0.4311                  | 30    |
| 0.0025     | 0.0031          | 0.8622              | 0.8848                   | 0.9990                      | 0.9986                        | 0.9997                         | 0.9958                         | 0.5449                       | 0.9986                   | 0.9990                    | 0.9890                    | 0.4622                  | 31    |
| 0.0025     | 0.0031          | 0.8667              | 0.8975                   | 0.9989                      | 0.9986                        | 0.9996                         | 0.9986                         | 0.5933                       | 0.9979                   | 0.9989                    | 0.9897                    | 0.4801                  | 32    |
| 0.0024     | 0.0031          | 0.8607              | 0.8791                   | 0.9990                      | 1.0                           | 0.9998                         | 0.9986                         | 0.5181                       | 1.0                      | 0.9990                    | 0.9877                    | 0.4563                  | 33    |
| 0.0022     | 0.0031          | 0.8783              | 0.9102                   | 0.9990                      | 1.0                           | 0.9996                         | 0.9917                         | 0.6497                       | 1.0                      | 0.9990                    | 0.9876                    | 0.5266                  | 34    |
| 0.0022     | 0.0029          | 0.8780              | 0.9016                   | 0.9991                      | 1.0                           | 0.9997                         | 0.9931                         | 0.6138                       | 1.0                      | 0.9991                    | 0.9903                    | 0.5225                  | 35    |
| 0.0022     | 0.0030          | 0.8853              | 0.9238                   | 0.9991                      | 1.0                           | 0.9996                         | 0.9986                         | 0.6969                       | 0.9972                   | 0.9991                    | 0.9965                    | 0.5484                  | 36    |
| 0.0021     | 0.0030          | 0.8859              | 0.9156                   | 0.9991                      | 1.0                           | 0.9996                         | 0.9986                         | 0.6641                       | 1.0                      | 0.9991                    | 0.9979                    | 0.5466                  | 37    |
| 0.0021     | 0.0029          | 0.8865              | 0.9165                   | 0.9991                      | 1.0                           | 0.9997                         | 1.0                            | 0.6662                       | 0.9993                   | 0.9991                    | 0.9952                    | 0.5526                  | 38    |
| 0.0021     | 0.0028          | 0.8932              | 0.9227                   | 0.9992                      | 1.0                           | 0.9997                         | 0.9986                         | 0.6926                       | 1.0                      | 0.9992                    | 0.9965                    | 0.5771                  | 39    |
| 0.0020     | 0.0029          | 0.8929              | 0.9235                   | 0.9992                      | 1.0                           | 0.9997                         | 0.9986                         | 0.6959                       | 1.0                      | 0.9992                    | 0.9979                    | 0.5747                  | 40    |
| 0.0020     | 0.0028          | 0.8935              | 0.9252                   | 0.9992                      | 1.0                           | 0.9996                         | 0.9986                         | 0.7026                       | 1.0                      | 0.9991                    | 0.9979                    | 0.5767                  | 41    |
| 0.0019     | 0.0028          | 0.8934              | 0.9144                   | 0.9992                      | 1.0                           | 0.9998                         | 0.9986                         | 0.6590                       | 1.0                      | 0.9992                    | 0.9986                    | 0.5758                  | 42    |
| 0.0019     | 0.0028          | 0.8945              | 0.9174                   | 0.9992                      | 1.0                           | 0.9997                         | 0.9986                         | 0.6713                       | 1.0                      | 0.9992                    | 0.9979                    | 0.5807                  | 43    |
| 0.0018     | 0.0027          | 0.9009              | 0.9327                   | 0.9992                      | 1.0                           | 0.9997                         | 0.9986                         | 0.7324                       | 1.0                      | 0.9992                    | 0.9979                    | 0.6065                  | 44    |
| 0.0019     | 0.0027          | 0.9028              | 0.9385                   | 0.9992                      | 1.0                           | 0.9996                         | 1.0                            | 0.7543                       | 1.0                      | 0.9992                    | 0.9993                    | 0.6125                  | 45    |
| 0.0017     | 0.0028          | 0.9048              | 0.9362                   | 0.9992                      | 1.0                           | 0.9997                         | 1.0                            | 0.7453                       | 1.0                      | 0.9992                    | 1.0                       | 0.6199                  | 46    |
| 0.0017     | 0.0029          | 0.9043              | 0.9362                   | 0.9992                      | 1.0                           | 0.9997                         | 0.9986                         | 0.7466                       | 1.0                      | 0.9992                    | 0.9979                    | 0.6202                  | 47    |
| 0.0017     | 0.0027          | 0.9060              | 0.9365                   | 0.9993                      | 1.0                           | 0.9997                         | 0.9986                         | 0.7477                       | 1.0                      | 0.9993                    | 0.9979                    | 0.6270                  | 48    |
| 0.0016     | 0.0026          | 0.9068              | 0.9377                   | 0.9993                      | 1.0                           | 0.9997                         | 1.0                            | 0.7513                       | 1.0                      | 0.9993                    | 0.9993                    | 0.6286                  | 49    |


### Framework versions

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