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# swin-tiny-patch4-window7-224-finetuned-woody_LeftGR_clean_130epochs

This model is a fine-tuned version of [microsoft/swin-tiny-patch4-window7-224](https://huggingface.co/microsoft/swin-tiny-patch4-window7-224) on the imagefolder dataset.
It achieves the following results on the evaluation set:
- Loss: 0.4504
- Accuracy: 0.9023

## 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: 32
- eval_batch_size: 32
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 128
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 130

### Training results

| Training Loss | Epoch  | Step | Validation Loss | Accuracy |
|:-------------:|:------:|:----:|:---------------:|:--------:|
| 0.6569        | 0.99   | 52   | 0.6227          | 0.6720   |
| 0.6069        | 1.99   | 104  | 0.5891          | 0.6934   |
| 0.6044        | 2.99   | 156  | 0.5543          | 0.7202   |
| 0.5898        | 3.99   | 208  | 0.5440          | 0.7229   |
| 0.5774        | 4.99   | 260  | 0.5360          | 0.7282   |
| 0.5912        | 5.99   | 312  | 0.5466          | 0.7189   |
| 0.5685        | 6.99   | 364  | 0.5184          | 0.7336   |
| 0.5604        | 7.99   | 416  | 0.5138          | 0.7550   |
| 0.5455        | 8.99   | 468  | 0.5157          | 0.7376   |
| 0.5462        | 9.99   | 520  | 0.5078          | 0.7657   |
| 0.5729        | 10.99  | 572  | 0.4957          | 0.7523   |
| 0.5555        | 11.99  | 624  | 0.5016          | 0.7564   |
| 0.5291        | 12.99  | 676  | 0.5665          | 0.7323   |
| 0.524         | 13.99  | 728  | 0.5431          | 0.7390   |
| 0.5194        | 14.99  | 780  | 0.5019          | 0.7430   |
| 0.5368        | 15.99  | 832  | 0.4810          | 0.7724   |
| 0.4917        | 16.99  | 884  | 0.4793          | 0.7711   |
| 0.4892        | 17.99  | 936  | 0.4981          | 0.7631   |
| 0.5117        | 18.99  | 988  | 0.4969          | 0.7510   |
| 0.5033        | 19.99  | 1040 | 0.4711          | 0.7671   |
| 0.4807        | 20.99  | 1092 | 0.4959          | 0.7724   |
| 0.493         | 21.99  | 1144 | 0.4509          | 0.7898   |
| 0.4887        | 22.99  | 1196 | 0.4791          | 0.7738   |
| 0.4517        | 23.99  | 1248 | 0.4722          | 0.7831   |
| 0.4617        | 24.99  | 1300 | 0.4344          | 0.7992   |
| 0.4609        | 25.99  | 1352 | 0.4647          | 0.7952   |
| 0.4365        | 26.99  | 1404 | 0.4459          | 0.7912   |
| 0.4515        | 27.99  | 1456 | 0.5217          | 0.7644   |
| 0.4538        | 28.99  | 1508 | 0.4375          | 0.8166   |
| 0.4371        | 29.99  | 1560 | 0.4406          | 0.8005   |
| 0.4228        | 30.99  | 1612 | 0.4383          | 0.7912   |
| 0.4347        | 31.99  | 1664 | 0.4246          | 0.8153   |
| 0.4354        | 32.99  | 1716 | 0.4606          | 0.8112   |
| 0.4194        | 33.99  | 1768 | 0.4371          | 0.8112   |
| 0.4073        | 34.99  | 1820 | 0.4436          | 0.8126   |
| 0.3935        | 35.99  | 1872 | 0.4255          | 0.8273   |
| 0.3862        | 36.99  | 1924 | 0.4054          | 0.8233   |
| 0.3739        | 37.99  | 1976 | 0.4206          | 0.8126   |
| 0.3794        | 38.99  | 2028 | 0.4075          | 0.8220   |
| 0.3713        | 39.99  | 2080 | 0.3787          | 0.8353   |
| 0.3901        | 40.99  | 2132 | 0.3840          | 0.8246   |
| 0.3514        | 41.99  | 2184 | 0.4136          | 0.8367   |
| 0.3718        | 42.99  | 2236 | 0.3867          | 0.8394   |
| 0.3699        | 43.99  | 2288 | 0.3737          | 0.8487   |
| 0.3314        | 44.99  | 2340 | 0.3756          | 0.8527   |
| 0.3167        | 45.99  | 2392 | 0.4211          | 0.8474   |
| 0.301         | 46.99  | 2444 | 0.3870          | 0.8434   |
| 0.3048        | 47.99  | 2496 | 0.4236          | 0.8461   |
| 0.2735        | 48.99  | 2548 | 0.4122          | 0.8380   |
| 0.3003        | 49.99  | 2600 | 0.3609          | 0.8568   |
| 0.3147        | 50.99  | 2652 | 0.4258          | 0.8367   |
| 0.288         | 51.99  | 2704 | 0.3855          | 0.8394   |
| 0.2895        | 52.99  | 2756 | 0.3543          | 0.8527   |
| 0.2685        | 53.99  | 2808 | 0.3668          | 0.8541   |
| 0.2931        | 54.99  | 2860 | 0.3565          | 0.8541   |
| 0.2966        | 55.99  | 2912 | 0.3985          | 0.8568   |
| 0.2737        | 56.99  | 2964 | 0.4100          | 0.8581   |
| 0.2892        | 57.99  | 3016 | 0.3480          | 0.8768   |
| 0.2753        | 58.99  | 3068 | 0.3726          | 0.8661   |
| 0.2831        | 59.99  | 3120 | 0.3981          | 0.8635   |
| 0.261         | 60.99  | 3172 | 0.4217          | 0.8635   |
| 0.2662        | 61.99  | 3224 | 0.3516          | 0.8728   |
| 0.2464        | 62.99  | 3276 | 0.3821          | 0.8648   |
| 0.256         | 63.99  | 3328 | 0.3970          | 0.8688   |
| 0.2755        | 64.99  | 3380 | 0.4765          | 0.8541   |
| 0.2339        | 65.99  | 3432 | 0.5616          | 0.8541   |
| 0.2344        | 66.99  | 3484 | 0.3887          | 0.8648   |
| 0.1995        | 67.99  | 3536 | 0.4400          | 0.8675   |
| 0.2297        | 68.99  | 3588 | 0.4290          | 0.8688   |
| 0.227         | 69.99  | 3640 | 0.4521          | 0.8701   |
| 0.2084        | 70.99  | 3692 | 0.3855          | 0.8782   |
| 0.2225        | 71.99  | 3744 | 0.4201          | 0.8742   |
| 0.1897        | 72.99  | 3796 | 0.5138          | 0.8501   |
| 0.2136        | 73.99  | 3848 | 0.4111          | 0.8849   |
| 0.2155        | 74.99  | 3900 | 0.3800          | 0.8862   |
| 0.2338        | 75.99  | 3952 | 0.4014          | 0.8835   |
| 0.2021        | 76.99  | 4004 | 0.4214          | 0.8929   |
| 0.2028        | 77.99  | 4056 | 0.3997          | 0.8795   |
| 0.2162        | 78.99  | 4108 | 0.4911          | 0.8782   |
| 0.1889        | 79.99  | 4160 | 0.4651          | 0.8701   |
| 0.2056        | 80.99  | 4212 | 0.4156          | 0.8862   |
| 0.206         | 81.99  | 4264 | 0.4330          | 0.8742   |
| 0.1919        | 82.99  | 4316 | 0.4199          | 0.8956   |
| 0.1967        | 83.99  | 4368 | 0.4615          | 0.8822   |
| 0.2083        | 84.99  | 4420 | 0.4585          | 0.8715   |
| 0.1888        | 85.99  | 4472 | 0.5748          | 0.8728   |
| 0.1744        | 86.99  | 4524 | 0.4458          | 0.8902   |
| 0.1789        | 87.99  | 4576 | 0.4858          | 0.8688   |
| 0.1992        | 88.99  | 4628 | 0.5018          | 0.8715   |
| 0.1742        | 89.99  | 4680 | 0.5066          | 0.8755   |
| 0.1822        | 90.99  | 4732 | 0.4269          | 0.8929   |
| 0.1883        | 91.99  | 4784 | 0.4550          | 0.8795   |
| 0.1741        | 92.99  | 4836 | 0.4107          | 0.8942   |
| 0.1574        | 93.99  | 4888 | 0.5604          | 0.8809   |
| 0.193         | 94.99  | 4940 | 0.4775          | 0.8889   |
| 0.2018        | 95.99  | 4992 | 0.4200          | 0.8996   |
| 0.1832        | 96.99  | 5044 | 0.4504          | 0.9023   |
| 0.1624        | 97.99  | 5096 | 0.4859          | 0.8889   |
| 0.1739        | 98.99  | 5148 | 0.4955          | 0.8849   |
| 0.1439        | 99.99  | 5200 | 0.4792          | 0.8942   |
| 0.1716        | 100.99 | 5252 | 0.5112          | 0.8862   |
| 0.1537        | 101.99 | 5304 | 0.4572          | 0.8916   |
| 0.1655        | 102.99 | 5356 | 0.4774          | 0.8809   |
| 0.1515        | 103.99 | 5408 | 0.4635          | 0.8889   |
| 0.1594        | 104.99 | 5460 | 0.4794          | 0.8929   |
| 0.1488        | 105.99 | 5512 | 0.4941          | 0.8969   |
| 0.1634        | 106.99 | 5564 | 0.4841          | 0.8916   |
| 0.1471        | 107.99 | 5616 | 0.4919          | 0.9009   |
| 0.1453        | 108.99 | 5668 | 0.4617          | 0.9009   |
| 0.1578        | 109.99 | 5720 | 0.4328          | 0.9009   |
| 0.1754        | 110.99 | 5772 | 0.5240          | 0.8956   |
| 0.1657        | 111.99 | 5824 | 0.4821          | 0.8969   |
| 0.1516        | 112.99 | 5876 | 0.4411          | 0.9023   |
| 0.1542        | 113.99 | 5928 | 0.5313          | 0.8822   |
| 0.1496        | 114.99 | 5980 | 0.5038          | 0.8862   |
| 0.1597        | 115.99 | 6032 | 0.4908          | 0.8876   |
| 0.1175        | 116.99 | 6084 | 0.5504          | 0.8862   |
| 0.1415        | 117.99 | 6136 | 0.5018          | 0.8916   |
| 0.1614        | 118.99 | 6188 | 0.5221          | 0.8902   |
| 0.1396        | 119.99 | 6240 | 0.5042          | 0.8902   |
| 0.1673        | 120.99 | 6292 | 0.5078          | 0.8876   |
| 0.1303        | 121.99 | 6344 | 0.4994          | 0.8942   |
| 0.1355        | 122.99 | 6396 | 0.4834          | 0.8942   |
| 0.1452        | 123.99 | 6448 | 0.5145          | 0.8889   |
| 0.142         | 124.99 | 6500 | 0.5480          | 0.8822   |
| 0.1318        | 125.99 | 6552 | 0.5099          | 0.8916   |
| 0.122         | 126.99 | 6604 | 0.5159          | 0.8876   |
| 0.1678        | 127.99 | 6656 | 0.5080          | 0.8916   |
| 0.1444        | 128.99 | 6708 | 0.5114          | 0.8902   |
| 0.1282        | 129.99 | 6760 | 0.5224          | 0.8889   |


### Framework versions

- Transformers 4.24.0
- Pytorch 1.12.1+cu113
- Datasets 2.7.0
- Tokenizers 0.13.2

normal woody