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# astrophotography-object-classifier-alpha5

This model is a fine-tuned version of [google/vit-base-patch16-224-in21k](https://huggingface.co/google/vit-base-patch16-224-in21k) on the imagefolder dataset.
It achieves the following results on the evaluation set:
- Loss: 0.1827
- Accuracy: 0.9516

## 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: 2e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 1337
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 150.0

### Training results

| Training Loss | Epoch | Step   | Validation Loss | Accuracy |
|:-------------:|:-----:|:------:|:---------------:|:--------:|
| 0.2639        | 1.0   | 2575   | 0.2192          | 0.9461   |
| 0.2457        | 2.0   | 5150   | 0.2065          | 0.9464   |
| 0.3157        | 3.0   | 7725   | 0.1827          | 0.9516   |
| 0.3149        | 4.0   | 10300  | 0.1855          | 0.9488   |
| 0.1212        | 5.0   | 12875  | 0.2079          | 0.9480   |
| 0.078         | 6.0   | 15450  | 0.2008          | 0.9516   |
| 0.3493        | 7.0   | 18025  | 0.2038          | 0.9497   |
| 0.131         | 8.0   | 20600  | 0.2059          | 0.9510   |
| 0.2658        | 9.0   | 23175  | 0.2089          | 0.9510   |
| 0.0762        | 10.0  | 25750  | 0.2068          | 0.9541   |
| 0.127         | 11.0  | 28325  | 0.1986          | 0.9543   |
| 0.181         | 12.0  | 30900  | 0.2227          | 0.9513   |
| 0.1072        | 13.0  | 33475  | 0.2303          | 0.9502   |
| 0.0179        | 14.0  | 36050  | 0.2240          | 0.9483   |
| 0.1447        | 15.0  | 38625  | 0.2364          | 0.9505   |
| 0.0933        | 16.0  | 41200  | 0.2372          | 0.9532   |
| 0.17          | 17.0  | 43775  | 0.2166          | 0.9557   |
| 0.0463        | 18.0  | 46350  | 0.2852          | 0.9461   |
| 0.1207        | 19.0  | 48925  | 0.2653          | 0.9508   |
| 0.1761        | 20.0  | 51500  | 0.2443          | 0.9521   |
| 0.1441        | 21.0  | 54075  | 0.2464          | 0.9535   |
| 0.1279        | 22.0  | 56650  | 0.2681          | 0.9499   |
| 0.1811        | 23.0  | 59225  | 0.2626          | 0.9538   |
| 0.1737        | 24.0  | 61800  | 0.2604          | 0.9541   |
| 0.0275        | 25.0  | 64375  | 0.2625          | 0.9510   |
| 0.1757        | 26.0  | 66950  | 0.2819          | 0.9488   |
| 0.1257        | 27.0  | 69525  | 0.2708          | 0.9521   |
| 0.1097        | 28.0  | 72100  | 0.2801          | 0.9519   |
| 0.0772        | 29.0  | 74675  | 0.2870          | 0.9499   |
| 0.132         | 30.0  | 77250  | 0.2824          | 0.9497   |
| 0.0652        | 31.0  | 79825  | 0.2628          | 0.9538   |
| 0.0324        | 32.0  | 82400  | 0.3223          | 0.9453   |
| 0.1774        | 33.0  | 84975  | 0.2749          | 0.9549   |
| 0.1178        | 34.0  | 87550  | 0.2905          | 0.9513   |
| 0.0804        | 35.0  | 90125  | 0.3100          | 0.9480   |
| 0.0617        | 36.0  | 92700  | 0.3131          | 0.9475   |
| 0.0348        | 37.0  | 95275  | 0.3341          | 0.9486   |
| 0.0057        | 38.0  | 97850  | 0.3225          | 0.9466   |
| 0.0409        | 39.0  | 100425 | 0.3206          | 0.9483   |
| 0.1052        | 40.0  | 103000 | 0.3212          | 0.9494   |
| 0.0943        | 41.0  | 105575 | 0.3075          | 0.9508   |
| 0.0018        | 42.0  | 108150 | 0.3062          | 0.9519   |
| 0.0287        | 43.0  | 110725 | 0.3224          | 0.9469   |
| 0.0384        | 44.0  | 113300 | 0.3086          | 0.9488   |
| 0.1214        | 45.0  | 115875 | 0.3145          | 0.9494   |
| 0.1735        | 46.0  | 118450 | 0.3191          | 0.9494   |
| 0.0477        | 47.0  | 121025 | 0.3004          | 0.9521   |
| 0.0221        | 48.0  | 123600 | 0.3205          | 0.9480   |
| 0.0939        | 49.0  | 126175 | 0.3431          | 0.9486   |
| 0.0599        | 50.0  | 128750 | 0.3167          | 0.9516   |
| 0.1785        | 51.0  | 131325 | 0.3274          | 0.9513   |
| 0.1039        | 52.0  | 133900 | 0.3114          | 0.9519   |
| 0.0527        | 53.0  | 136475 | 0.3252          | 0.9477   |
| 0.0584        | 54.0  | 139050 | 0.3200          | 0.9510   |
| 0.1022        | 55.0  | 141625 | 0.3284          | 0.9491   |
| 0.013         | 56.0  | 144200 | 0.3386          | 0.9475   |
| 0.0488        | 57.0  | 146775 | 0.3290          | 0.9505   |
| 0.0514        | 58.0  | 149350 | 0.3126          | 0.9535   |
| 0.0184        | 59.0  | 151925 | 0.3196          | 0.9532   |
| 0.1233        | 60.0  | 154500 | 0.3270          | 0.9516   |
| 0.1667        | 61.0  | 157075 | 0.3250          | 0.9502   |
| 0.0497        | 62.0  | 159650 | 0.3375          | 0.9466   |
| 0.0445        | 63.0  | 162225 | 0.3493          | 0.9502   |
| 0.114         | 64.0  | 164800 | 0.3368          | 0.9488   |
| 0.048         | 65.0  | 167375 | 0.3358          | 0.9510   |
| 0.2337        | 66.0  | 169950 | 0.3330          | 0.9510   |
| 0.0705        | 67.0  | 172525 | 0.3480          | 0.9510   |
| 0.094         | 68.0  | 175100 | 0.3508          | 0.9497   |
| 0.0498        | 69.0  | 177675 | 0.3328          | 0.9508   |
| 0.0535        | 70.0  | 180250 | 0.3558          | 0.9499   |
| 0.0217        | 71.0  | 182825 | 0.3583          | 0.9488   |
| 0.0264        | 72.0  | 185400 | 0.3600          | 0.9477   |
| 0.0108        | 73.0  | 187975 | 0.3629          | 0.9491   |
| 0.0446        | 74.0  | 190550 | 0.3570          | 0.9508   |
| 0.0702        | 75.0  | 193125 | 0.3600          | 0.9502   |
| 0.141         | 76.0  | 195700 | 0.3428          | 0.9527   |
| 0.0226        | 77.0  | 198275 | 0.3594          | 0.9502   |
| 0.0055        | 78.0  | 200850 | 0.3653          | 0.9508   |
| 0.1442        | 79.0  | 203425 | 0.3437          | 0.9530   |
| 0.0834        | 80.0  | 206000 | 0.3431          | 0.9524   |
| 0.0388        | 81.0  | 208575 | 0.3426          | 0.9521   |
| 0.0321        | 82.0  | 211150 | 0.3555          | 0.9497   |
| 0.051         | 83.0  | 213725 | 0.3730          | 0.9505   |
| 0.0049        | 84.0  | 216300 | 0.3549          | 0.9527   |
| 0.043         | 85.0  | 218875 | 0.3592          | 0.9524   |
| 0.0284        | 86.0  | 221450 | 0.3749          | 0.9499   |
| 0.0923        | 87.0  | 224025 | 0.3527          | 0.9513   |
| 0.1188        | 88.0  | 226600 | 0.3725          | 0.9486   |
| 0.1493        | 89.0  | 229175 | 0.3560          | 0.9521   |
| 0.0164        | 90.0  | 231750 | 0.3573          | 0.9508   |
| 0.0477        | 91.0  | 234325 | 0.3679          | 0.9502   |
| 0.0827        | 92.0  | 236900 | 0.3683          | 0.9486   |
| 0.0799        | 93.0  | 239475 | 0.3667          | 0.9510   |
| 0.0413        | 94.0  | 242050 | 0.3604          | 0.9516   |
| 0.071         | 95.0  | 244625 | 0.3725          | 0.9483   |
| 0.2079        | 96.0  | 247200 | 0.3688          | 0.9483   |
| 0.0665        | 97.0  | 249775 | 0.3576          | 0.9521   |
| 0.0673        | 98.0  | 252350 | 0.3636          | 0.9513   |
| 0.062         | 99.0  | 254925 | 0.3688          | 0.9513   |
| 0.1217        | 100.0 | 257500 | 0.3742          | 0.9508   |
| 0.0951        | 101.0 | 260075 | 0.3718          | 0.9491   |
| 0.0118        | 102.0 | 262650 | 0.3849          | 0.9491   |
| 0.0307        | 103.0 | 265225 | 0.3644          | 0.9535   |
| 0.0157        | 104.0 | 267800 | 0.3647          | 0.9524   |
| 0.0125        | 105.0 | 270375 | 0.3994          | 0.9486   |
| 0.0213        | 106.0 | 272950 | 0.3775          | 0.9499   |
| 0.1249        | 107.0 | 275525 | 0.3902          | 0.9491   |
| 0.0333        | 108.0 | 278100 | 0.3637          | 0.9516   |
| 0.0545        | 109.0 | 280675 | 0.3663          | 0.9521   |
| 0.1136        | 110.0 | 283250 | 0.3847          | 0.9502   |
| 0.0751        | 111.0 | 285825 | 0.3818          | 0.9513   |
| 0.001         | 112.0 | 288400 | 0.3811          | 0.9521   |
| 0.0282        | 113.0 | 290975 | 0.3843          | 0.9510   |
| 0.1117        | 114.0 | 293550 | 0.3790          | 0.9521   |
| 0.0022        | 115.0 | 296125 | 0.3717          | 0.9521   |
| 0.0203        | 116.0 | 298700 | 0.3794          | 0.9530   |
| 0.0437        | 117.0 | 301275 | 0.3807          | 0.9527   |
| 0.0045        | 118.0 | 303850 | 0.3821          | 0.9530   |
| 0.0015        | 119.0 | 306425 | 0.3867          | 0.9527   |
| 0.1152        | 120.0 | 309000 | 0.3842          | 0.9521   |
| 0.0748        | 121.0 | 311575 | 0.3839          | 0.9527   |
| 0.0955        | 122.0 | 314150 | 0.3805          | 0.9516   |
| 0.0043        | 123.0 | 316725 | 0.3833          | 0.9521   |
| 0.0249        | 124.0 | 319300 | 0.3745          | 0.9497   |
| 0.0002        | 125.0 | 321875 | 0.3744          | 0.9519   |
| 0.0169        | 126.0 | 324450 | 0.3808          | 0.9510   |
| 0.0277        | 127.0 | 327025 | 0.3735          | 0.9524   |
| 0.0082        | 128.0 | 329600 | 0.3831          | 0.9527   |
| 0.0737        | 129.0 | 332175 | 0.3891          | 0.9524   |
| 0.0517        | 130.0 | 334750 | 0.3839          | 0.9530   |
| 0.0218        | 131.0 | 337325 | 0.3863          | 0.9527   |
| 0.0228        | 132.0 | 339900 | 0.3913          | 0.9519   |
| 0.0094        | 133.0 | 342475 | 0.3968          | 0.9513   |
| 0.0784        | 134.0 | 345050 | 0.3871          | 0.9532   |
| 0.0116        | 135.0 | 347625 | 0.3890          | 0.9538   |
| 0.015         | 136.0 | 350200 | 0.3846          | 0.9530   |
| 0.0307        | 137.0 | 352775 | 0.3850          | 0.9530   |
| 0.0081        | 138.0 | 355350 | 0.3852          | 0.9532   |
| 0.0705        | 139.0 | 357925 | 0.3859          | 0.9527   |
| 0.0442        | 140.0 | 360500 | 0.3871          | 0.9524   |
| 0.0888        | 141.0 | 363075 | 0.3851          | 0.9535   |
| 0.0169        | 142.0 | 365650 | 0.3908          | 0.9527   |
| 0.0132        | 143.0 | 368225 | 0.3923          | 0.9527   |
| 0.0349        | 144.0 | 370800 | 0.3880          | 0.9527   |
| 0.0014        | 145.0 | 373375 | 0.3875          | 0.9535   |
| 0.0495        | 146.0 | 375950 | 0.3898          | 0.9535   |
| 0.0006        | 147.0 | 378525 | 0.3908          | 0.9530   |
| 0.0226        | 148.0 | 381100 | 0.3899          | 0.9527   |
| 0.0927        | 149.0 | 383675 | 0.3895          | 0.9527   |
| 0.081         | 150.0 | 386250 | 0.3896          | 0.9527   |


### Framework versions

- Transformers 4.36.0.dev0
- Pytorch 2.1.1+cu121
- Datasets 2.15.0
- Tokenizers 0.15.0

diffuse_nebula galaxy sun supernova_remnant globular_cluster jupiter mars milky_way moon open_cluster planetary_nebula saturn