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

# my_traffic_dataset_model

This model is a fine-tuned version of [google/vit-base-patch16-224-in21k](https://huggingface.co/google/vit-base-patch16-224-in21k) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 2.7616
- Accuracy: 0.6230

## Model description

More information needed

## Intended uses & limitations

More information needed

## Training and evaluation data

More information needed

## Training procedure

### Training hyperparameters

The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 64
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 3

### Training results

| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|:-------------:|:-----:|:----:|:---------------:|:--------:|
| 3.5388        | 0.99  | 71   | 3.4594          | 0.4101   |
| 2.9917        | 1.99  | 143  | 2.9101          | 0.5777   |
| 2.7402        | 2.97  | 213  | 2.7616          | 0.6230   |


### Framework versions

- Transformers 4.32.1
- Pytorch 2.0.1+cu118
- Tokenizers 0.13.3

all_motor_vehicle_prohibited axle_load_limit compulsary_keep_left compulsary_keep_right compulsary_minimum_speed compulsary_sound_horn compulsary_turn_left compulsary_turn_left_ahead compulsary_turn_right compulsary_turn_right_ahead cross_road cycle_crossing barrier_ahead cycle_prohibited dangerous_dip direction falling_rocks ferry gap_in_median give_way guarded_level_crossing handcart_prohibited height_limit bullock_and_handcart_prohibited horn_prohibited hump_or_rough_road left_hair_pin_bend left_hand_curve left_reverse_bend left_turn_prohibited length_limit load_limit loose_gravel men_at_work bullock_prohibited narrow_bridge narrow_road_ahead no_entry no_parking no_stopping_or_standing overtaking_prohibited pass_either_side pedestrian_crossing pedestrian_prohibited priority_for_oncoming_vehicles cattle quay_side_or_river_bank restriction_ends right_hair_pin_bend right_hand_curve right_reverse_bend right_turn_prohibited road_widens_ahead roundabout school_ahead side_road_left compulsary_ahead side_road_right slippery_road speed_limit_15 speed_limit_20 speed_limit_30 speed_limit_40 speed_limit_5 speed_limit_50 speed_limit_60 speed_limit_70 compulsary_ahead_or_turn_left speed_limit_80 staggered_intersection steep_ascent steep_descent stop straight_prohibited tonga_prohibited traffic_signal truck_prohibited turn_right compulsary_ahead_or_turn_right t_intersection unguarded_level_crossing u_turn_prohibited width_limit y_intersection compulsary_cycle_track