---
license: other
base_model: nvidia/mit-b0
tags:
- generated_from_keras_callback
model-index:
- name: greathero/mit-b0-finetuned-contrails-morethanx35newercontrailsdataset
  results: []
---

<!-- This model card has been generated automatically according to the information Keras had access to. You should
probably proofread and complete it, then remove this comment. -->

# 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: 0.0060
- Validation Loss: 0.0056
- Validation Mean Iou: 0.5133
- Validation Mean Accuracy: 0.5326
- Validation Overall Accuracy: 0.9983
- Validation Accuracy Unlabeled: 0.4799
- Validation Accuracy Notlabeled: 1.0000
- Validation Accuracy Otherclass: 0.6283
- Validation Accuracy Contrail: 0.0221
- Validation Iou Unlabeled: 0.4722
- Validation Iou Notlabeled: 0.9983
- Validation Iou Otherclass: 0.5608
- Validation Iou Contrail: 0.0218
- Epoch: 15

## 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    |


### Framework versions

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