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arslanafzal
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birds_transform_full

Image Classification
Transformers
PyTorch
vit
Generated from Trainer
Eval Results (legacy)
Model card Files
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bird_transformer_100_0.73

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  1. README.md +174 -0
  2. config.json +1027 -0
  3. preprocessor_config.json +22 -0
  4. pytorch_model.bin +3 -0
  5. training_args.bin +3 -0
README.md ADDED
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+ ---
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+ license: apache-2.0
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+ base_model: google/vit-base-patch16-224-in21k
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+ tags:
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+ - generated_from_trainer
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+ datasets:
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+ - imagefolder
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+ metrics:
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+ - accuracy
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+ model-index:
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+ - name: birds_transform_full
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+ results:
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+ - task:
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+ name: Image Classification
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+ type: image-classification
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+ dataset:
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+ name: imagefolder
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+ type: imagefolder
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+ config: default
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+ split: validation
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+ args: default
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+ metrics:
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+ - name: Accuracy
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+ type: accuracy
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+ value: 0.7303427419354839
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+ ---
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+
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+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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+ should probably proofread and complete it, then remove this comment. -->
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+
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+ # birds_transform_full
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+
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+ 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.
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+ It achieves the following results on the evaluation set:
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+ - Accuracy: 0.7303
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+ - Loss: 1.4588
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 2e-05
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+ - train_batch_size: 16
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+ - eval_batch_size: 8
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+ - seed: 42
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+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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+ - lr_scheduler_type: linear
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+ - num_epochs: 100
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Accuracy | Validation Loss |
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+ |:-------------:|:-----:|:------:|:--------:|:---------------:|
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+ | 5.6427 | 1.0 | 1984 | 0.4519 | 5.2504 |
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+ | 4.6563 | 2.0 | 3968 | 0.5068 | 4.2749 |
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+ | 3.6656 | 3.0 | 5952 | 0.5454 | 3.3311 |
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+ | 2.7653 | 4.0 | 7936 | 0.5748 | 2.5181 |
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+ | 2.0465 | 5.0 | 9920 | 0.6300 | 1.9205 |
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+ | 1.5876 | 6.0 | 11904 | 0.6593 | 1.5696 |
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+ | 1.3174 | 7.0 | 13888 | 0.6870 | 1.3831 |
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+ | 1.1279 | 8.0 | 15872 | 0.7064 | 1.2516 |
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+ | 1.0051 | 9.0 | 17856 | 0.7067 | 1.1999 |
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+ | 0.9318 | 10.0 | 19840 | 0.7077 | 1.1631 |
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+ | 0.8294 | 11.0 | 21824 | 0.7089 | 1.1444 |
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+ | 0.7976 | 12.0 | 23808 | 0.7175 | 1.1156 |
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+ | 0.7084 | 13.0 | 25792 | 0.7218 | 1.1209 |
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+ | 0.6752 | 14.0 | 27776 | 0.7198 | 1.1032 |
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+ | 0.6641 | 15.0 | 29760 | 0.7198 | 1.1192 |
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+ | 0.6083 | 16.0 | 31744 | 0.7268 | 1.1044 |
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+ | 0.5703 | 17.0 | 33728 | 0.7248 | 1.1287 |
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+ | 0.5376 | 18.0 | 35712 | 0.7286 | 1.1115 |
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+ | 0.5073 | 19.0 | 37696 | 0.7218 | 1.1429 |
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+ | 0.5072 | 20.0 | 39680 | 0.7208 | 1.1519 |
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+ | 0.4945 | 21.0 | 41664 | 0.7228 | 1.1636 |
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+ | 0.4651 | 22.0 | 43648 | 0.7213 | 1.1771 |
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+ | 0.4408 | 23.0 | 45632 | 0.7233 | 1.1650 |
90
+ | 0.4222 | 24.0 | 47616 | 0.7157 | 1.1841 |
91
+ | 0.409 | 25.0 | 49600 | 0.7145 | 1.2150 |
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+ | 0.403 | 26.0 | 51584 | 0.7152 | 1.2203 |
93
+ | 0.3813 | 27.0 | 53568 | 0.7238 | 1.2064 |
94
+ | 0.3756 | 28.0 | 55552 | 0.7177 | 1.2526 |
95
+ | 0.365 | 29.0 | 57536 | 0.7208 | 1.2670 |
96
+ | 0.3729 | 30.0 | 59520 | 0.7180 | 1.2659 |
97
+ | 0.36 | 31.0 | 61504 | 0.7127 | 1.2545 |
98
+ | 0.3596 | 32.0 | 63488 | 0.7182 | 1.2728 |
99
+ | 0.3606 | 33.0 | 65472 | 0.7180 | 1.2886 |
100
+ | 0.325 | 34.0 | 67456 | 0.7157 | 1.2929 |
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+ | 0.329 | 35.0 | 69440 | 0.7205 | 1.3074 |
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+ | 0.3431 | 36.0 | 71424 | 0.7185 | 1.3122 |
103
+ | 0.3206 | 37.0 | 73408 | 0.7233 | 1.2993 |
104
+ | 0.3137 | 38.0 | 75392 | 0.7220 | 1.3206 |
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+ | 0.3265 | 39.0 | 77376 | 0.7180 | 1.3246 |
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+ | 0.3332 | 40.0 | 79360 | 0.7240 | 1.3163 |
107
+ | 0.3193 | 41.0 | 81344 | 0.7288 | 1.3259 |
108
+ | 0.3242 | 42.0 | 83328 | 0.7215 | 1.3320 |
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+ | 0.2976 | 43.0 | 85312 | 0.7213 | 1.3283 |
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+ | 0.3191 | 44.0 | 87296 | 0.7195 | 1.3453 |
111
+ | 0.3067 | 45.0 | 89280 | 0.7243 | 1.3550 |
112
+ | 0.2994 | 46.0 | 91264 | 0.7240 | 1.3324 |
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+ | 0.3072 | 47.0 | 93248 | 0.7263 | 1.3412 |
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+ | 0.2932 | 48.0 | 95232 | 0.7245 | 1.3345 |
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+ | 0.2919 | 49.0 | 97216 | 0.7266 | 1.3759 |
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+ | 0.2922 | 50.0 | 99200 | 0.7225 | 1.3873 |
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+ | 0.304 | 51.0 | 101184 | 0.7235 | 1.3631 |
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+ | 0.2898 | 52.0 | 103168 | 0.7205 | 1.3819 |
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+ | 0.2773 | 53.0 | 105152 | 0.7251 | 1.3827 |
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+ | 0.2756 | 54.0 | 107136 | 0.7228 | 1.3770 |
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+ | 0.2789 | 55.0 | 109120 | 0.7248 | 1.3822 |
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+ | 0.261 | 56.0 | 111104 | 0.7263 | 1.3878 |
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+ | 0.2593 | 57.0 | 113088 | 0.7240 | 1.3955 |
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+ | 0.2801 | 58.0 | 115072 | 0.7256 | 1.3659 |
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+ | 0.2632 | 59.0 | 117056 | 0.7301 | 1.3719 |
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+ | 0.2811 | 60.0 | 119040 | 0.7321 | 1.3775 |
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+ | 0.2267 | 61.0 | 121024 | 0.7256 | 1.3689 |
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+ | 0.2676 | 62.0 | 123008 | 0.7245 | 1.4069 |
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+ | 0.2523 | 63.0 | 124992 | 0.7230 | 1.4166 |
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+ | 0.2622 | 64.0 | 126976 | 0.7296 | 1.4018 |
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+ | 0.2467 | 65.0 | 128960 | 0.7256 | 1.4287 |
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+ | 0.2504 | 66.0 | 130944 | 0.7314 | 1.4019 |
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+ | 0.2468 | 67.0 | 132928 | 0.7303 | 1.4058 |
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+ | 0.2098 | 68.0 | 134912 | 0.7308 | 1.4093 |
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+ | 0.2382 | 69.0 | 136896 | 0.7293 | 1.4206 |
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+ | 0.2304 | 70.0 | 138880 | 0.7301 | 1.4078 |
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+ | 0.251 | 71.0 | 140864 | 0.7251 | 1.4275 |
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+ | 0.237 | 72.0 | 142848 | 0.7288 | 1.4283 |
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+ | 0.2485 | 73.0 | 144832 | 0.7281 | 1.4338 |
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+ | 0.2229 | 74.0 | 146816 | 0.7253 | 1.4386 |
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+ | 0.2472 | 75.0 | 148800 | 0.7210 | 1.4440 |
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+ | 0.2149 | 76.0 | 150784 | 0.7230 | 1.4319 |
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+ | 0.2337 | 77.0 | 152768 | 0.7261 | 1.4422 |
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+ | 0.2063 | 78.0 | 154752 | 0.7268 | 1.4456 |
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+ | 0.216 | 79.0 | 156736 | 0.7218 | 1.4426 |
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+ | 0.2249 | 80.0 | 158720 | 0.7198 | 1.4533 |
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+ | 0.2148 | 81.0 | 160704 | 0.7230 | 1.4480 |
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+ | 0.2321 | 82.0 | 162688 | 0.7273 | 1.4416 |
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+ | 0.2306 | 83.0 | 164672 | 0.7286 | 1.4392 |
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+ | 0.213 | 84.0 | 166656 | 0.7263 | 1.4609 |
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+ | 0.2202 | 85.0 | 168640 | 0.7266 | 1.4590 |
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+ | 0.206 | 86.0 | 170624 | 0.7245 | 1.4638 |
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+ | 0.1987 | 87.0 | 172608 | 0.7251 | 1.4626 |
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+ | 0.2181 | 88.0 | 174592 | 0.7261 | 1.4615 |
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+ | 0.2076 | 89.0 | 176576 | 0.7253 | 1.4665 |
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+ | 0.1999 | 90.0 | 178560 | 0.7251 | 1.4569 |
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+ | 0.2287 | 91.0 | 180544 | 0.7266 | 1.4591 |
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+ | 0.1985 | 92.0 | 182528 | 0.7263 | 1.4508 |
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+ | 0.2166 | 93.0 | 184512 | 0.7266 | 1.4621 |
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+ | 0.1943 | 94.0 | 186496 | 0.7276 | 1.4649 |
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+ | 0.2189 | 95.0 | 188480 | 0.7293 | 1.4555 |
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+ | 0.1911 | 96.0 | 190464 | 0.7306 | 1.4565 |
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+ | 0.1954 | 97.0 | 192448 | 0.7271 | 1.4624 |
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+ | 0.2053 | 98.0 | 194432 | 0.7286 | 1.4603 |
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+ | 0.2067 | 99.0 | 196416 | 0.7306 | 1.4589 |
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+ | 0.1917 | 100.0 | 198400 | 0.7303 | 1.4588 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.34.0
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+ - Pytorch 2.1.0+cu121
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+ - Datasets 2.14.5
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+ - Tokenizers 0.14.1
config.json ADDED
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+ {
2
+ "_name_or_path": "google/vit-base-patch16-224-in21k",
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+ "architectures": [
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+ "ViTForImageClassification"
5
+ ],
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+ "attention_probs_dropout_prob": 0.0,
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+ "encoder_stride": 16,
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+ "hidden_act": "gelu",
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+ "hidden_dropout_prob": 0.0,
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+ "hidden_size": 768,
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+ "id2label": {
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+ "0": "Acadian_Flycatcher",
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+ "1": "Acorn_Woodpecker",
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+ "2": "Alder_Flycatcher",
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+ "3": "Allens_Hummingbird",
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+ "4": "Altamira_Oriole",
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+ "5": "American_Avocet",
18
+ "6": "American_Bittern",
19
+ "7": "American_Black_Duck",
20
+ "8": "American_Coot",
21
+ "9": "American_Crow",
22
+ "10": "American_Dipper",
23
+ "11": "American_Golden_Plover",
24
+ "12": "American_Goldfinch",
25
+ "13": "American_Kestrel",
26
+ "14": "American_Oystercatcher",
27
+ "15": "American_Pipit",
28
+ "16": "American_Redstart",
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+ "17": "American_Robin",
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+ "18": "American_Three_toed_Woodpecker",
31
+ "19": "American_Tree_Sparrow",
32
+ "20": "American_White_Pelican",
33
+ "21": "American_Wigeon",
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+ "22": "American_Woodcock",
35
+ "23": "Anhinga",
36
+ "24": "Annas_Hummingbird",
37
+ "25": "Arctic_Tern",
38
+ "26": "Ash_throated_Flycatcher",
39
+ "27": "Audubons_Oriole",
40
+ "28": "Bairds_Sandpiper",
41
+ "29": "Bald_Eagle",
42
+ "30": "Baltimore_Oriole",
43
+ "31": "Band_tailed_Pigeon",
44
+ "32": "Barn_Swallow",
45
+ "33": "Barred_Owl",
46
+ "34": "Barrows_Goldeneye",
47
+ "35": "Bay_breasted_Warbler",
48
+ "36": "Bells_Vireo",
49
+ "37": "Belted_Kingfisher",
50
+ "38": "Bewicks_Wren",
51
+ "39": "Black_Guillemot",
52
+ "40": "Black_Oystercatcher",
53
+ "41": "Black_Phoebe",
54
+ "42": "Black_Rosy_Finch",
55
+ "43": "Black_Scoter",
56
+ "44": "Black_Skimmer",
57
+ "45": "Black_Tern",
58
+ "46": "Black_Turnstone",
59
+ "47": "Black_Vulture",
60
+ "48": "Black_and_white_Warbler",
61
+ "49": "Black_backed_Woodpecker",
62
+ "50": "Black_bellied_Plover",
63
+ "51": "Black_billed_Cuckoo",
64
+ "52": "Black_billed_Magpie",
65
+ "53": "Black_capped_Chickadee",
66
+ "54": "Black_chinned_Hummingbird",
67
+ "55": "Black_chinned_Sparrow",
68
+ "56": "Black_crested_Titmouse",
69
+ "57": "Black_crowned_Night_Heron",
70
+ "58": "Black_headed_Grosbeak",
71
+ "59": "Black_legged_Kittiwake",
72
+ "60": "Black_necked_Stilt",
73
+ "61": "Black_throated_Blue_Warbler",
74
+ "62": "Black_throated_Gray_Warbler",
75
+ "63": "Black_throated_Green_Warbler",
76
+ "64": "Black_throated_Sparrow",
77
+ "65": "Blackburnian_Warbler",
78
+ "66": "Blackpoll_Warbler",
79
+ "67": "Blue_Grosbeak",
80
+ "68": "Blue_Jay",
81
+ "69": "Blue_gray_Gnatcatcher",
82
+ "70": "Blue_headed_Vireo",
83
+ "71": "Blue_winged_Teal",
84
+ "72": "Blue_winged_Warbler",
85
+ "73": "Boat_tailed_Grackle",
86
+ "74": "Bobolink",
87
+ "75": "Bohemian_Waxwing",
88
+ "76": "Bonapartes_Gull",
89
+ "77": "Boreal_Chickadee",
90
+ "78": "Brandts_Cormorant",
91
+ "79": "Brant",
92
+ "80": "Brewers_Blackbird",
93
+ "81": "Brewers_Sparrow",
94
+ "82": "Bridled_Titmouse",
95
+ "83": "Broad_billed_Hummingbird",
96
+ "84": "Broad_tailed_Hummingbird",
97
+ "85": "Broad_winged_Hawk",
98
+ "86": "Bronzed_Cowbird",
99
+ "87": "Brown_Creeper",
100
+ "88": "Brown_Pelican",
101
+ "89": "Brown_Thrasher",
102
+ "90": "Brown_capped_Rosy_Finch",
103
+ "91": "Brown_crested_Flycatcher",
104
+ "92": "Brown_headed_Cowbird",
105
+ "93": "Brown_headed_Nuthatch",
106
+ "94": "Bufflehead",
107
+ "95": "Bullocks_Oriole",
108
+ "96": "Burrowing_Owl",
109
+ "97": "Bushtit",
110
+ "98": "Cackling_Goose",
111
+ "99": "Cactus_Wren",
112
+ "100": "California_Gull",
113
+ "101": "California_Quail",
114
+ "102": "California_Thrasher",
115
+ "103": "California_Towhee",
116
+ "104": "Calliope_Hummingbird",
117
+ "105": "Canada_Goose",
118
+ "106": "Canada_Warbler",
119
+ "107": "Canvasback",
120
+ "108": "Canyon_Towhee",
121
+ "109": "Canyon_Wren",
122
+ "110": "Cape_May_Warbler",
123
+ "111": "Carolina_Chickadee",
124
+ "112": "Carolina_Wren",
125
+ "113": "Caspian_Tern",
126
+ "114": "Cassins_Finch",
127
+ "115": "Cassins_Kingbird",
128
+ "116": "Cassins_Sparrow",
129
+ "117": "Cassins_Vireo",
130
+ "118": "Cattle_Egret",
131
+ "119": "Cave_Swallow",
132
+ "120": "Cedar_Waxwing",
133
+ "121": "Cerulean_Warbler",
134
+ "122": "Chestnut_backed_Chickadee",
135
+ "123": "Chestnut_collared_Longspur",
136
+ "124": "Chestnut_sided_Warbler",
137
+ "125": "Chihuahuan_Raven",
138
+ "126": "Chimney_Swift",
139
+ "127": "Chipping_Sparrow",
140
+ "128": "Cinnamon_Teal",
141
+ "129": "Clapper_Rail",
142
+ "130": "Clarks_Grebe",
143
+ "131": "Clarks_Nutcracker",
144
+ "132": "Clay_colored_Sparrow",
145
+ "133": "Cliff_Swallow",
146
+ "134": "Common_Black_Hawk",
147
+ "135": "Common_Eider",
148
+ "136": "Common_Gallinule",
149
+ "137": "Common_Goldeneye",
150
+ "138": "Common_Grackle",
151
+ "139": "Common_Ground_Dove",
152
+ "140": "Common_Loon",
153
+ "141": "Common_Merganser",
154
+ "142": "Common_Murre",
155
+ "143": "Common_Nighthawk",
156
+ "144": "Common_Raven",
157
+ "145": "Common_Redpoll",
158
+ "146": "Common_Tern",
159
+ "147": "Common_Yellowthroat",
160
+ "148": "Connecticut_Warbler",
161
+ "149": "Coopers_Hawk",
162
+ "150": "Cordilleran_Flycatcher",
163
+ "151": "Costas_Hummingbird",
164
+ "152": "Couchs_Kingbird",
165
+ "153": "Crested_Caracara",
166
+ "154": "Curve_billed_Thrasher",
167
+ "155": "Dark_eyed_Junco",
168
+ "156": "Dickcissel",
169
+ "157": "Double_crested_Cormorant",
170
+ "158": "Downy_Woodpecker",
171
+ "159": "Dunlin",
172
+ "160": "Dusky_Flycatcher",
173
+ "161": "Dusky_Grouse",
174
+ "162": "Eared_Grebe",
175
+ "163": "Eastern_Bluebird",
176
+ "164": "Eastern_Kingbird",
177
+ "165": "Eastern_Meadowlark",
178
+ "166": "Eastern_Phoebe",
179
+ "167": "Eastern_Screech_Owl",
180
+ "168": "Eastern_Towhee",
181
+ "169": "Eastern_Wood_Pewee",
182
+ "170": "Elegant_Trogon",
183
+ "171": "Elf_Owl",
184
+ "172": "Eurasian_Collared_Dove",
185
+ "173": "Eurasian_Wigeon",
186
+ "174": "European_Starling",
187
+ "175": "Evening_Grosbeak",
188
+ "176": "Ferruginous_Hawk",
189
+ "177": "Ferruginous_Pygmy_Owl",
190
+ "178": "Field_Sparrow",
191
+ "179": "Fish_Crow",
192
+ "180": "Florida_Scrub_Jay",
193
+ "181": "Forsters_Tern",
194
+ "182": "Fox_Sparrow",
195
+ "183": "Franklins_Gull",
196
+ "184": "Fulvous_Whistling_Duck",
197
+ "185": "Gadwall",
198
+ "186": "Gambels_Quail",
199
+ "187": "Gila_Woodpecker",
200
+ "188": "Glaucous_Gull",
201
+ "189": "Glaucous_winged_Gull",
202
+ "190": "Glossy_Ibis",
203
+ "191": "Golden_Eagle",
204
+ "192": "Golden_crowned_Kinglet",
205
+ "193": "Golden_crowned_Sparrow",
206
+ "194": "Golden_fronted_Woodpecker",
207
+ "195": "Golden_winged_Warbler",
208
+ "196": "Grasshopper_Sparrow",
209
+ "197": "Gray_Catbird",
210
+ "198": "Gray_Flycatcher",
211
+ "199": "Gray_Jay",
212
+ "200": "Gray_Kingbird",
213
+ "201": "Gray_cheeked_Thrush",
214
+ "202": "Gray_crowned_Rosy_Finch",
215
+ "203": "Great_Black_backed_Gull",
216
+ "204": "Great_Blue_Heron",
217
+ "205": "Great_Cormorant",
218
+ "206": "Great_Crested_Flycatcher",
219
+ "207": "Great_Egret",
220
+ "208": "Great_Gray_Owl",
221
+ "209": "Great_Horned_Owl",
222
+ "210": "Great_Kiskadee",
223
+ "211": "Great_tailed_Grackle",
224
+ "212": "Greater_Prairie_Chicken",
225
+ "213": "Greater_Roadrunner",
226
+ "214": "Greater_Sage_Grouse",
227
+ "215": "Greater_Scaup",
228
+ "216": "Greater_White_fronted_Goose",
229
+ "217": "Greater_Yellowlegs",
230
+ "218": "Green_Jay",
231
+ "219": "Green_tailed_Towhee",
232
+ "220": "Green_winged_Teal",
233
+ "221": "Groove_billed_Ani",
234
+ "222": "Gull_billed_Tern",
235
+ "223": "Hairy_Woodpecker",
236
+ "224": "Hammonds_Flycatcher",
237
+ "225": "Harlequin_Duck",
238
+ "226": "Harriss_Hawk",
239
+ "227": "Harriss_Sparrow",
240
+ "228": "Heermanns_Gull",
241
+ "229": "Henslows_Sparrow",
242
+ "230": "Hepatic_Tanager",
243
+ "231": "Hermit_Thrush",
244
+ "232": "Herring_Gull",
245
+ "233": "Hoary_Redpoll",
246
+ "234": "Hooded_Merganser",
247
+ "235": "Hooded_Oriole",
248
+ "236": "Hooded_Warbler",
249
+ "237": "Horned_Grebe",
250
+ "238": "Horned_Lark",
251
+ "239": "House_Finch",
252
+ "240": "House_Sparrow",
253
+ "241": "House_Wren",
254
+ "242": "Huttons_Vireo",
255
+ "243": "Iceland_Gull",
256
+ "244": "Inca_Dove",
257
+ "245": "Indigo_Bunting",
258
+ "246": "Killdeer",
259
+ "247": "King_Rail",
260
+ "248": "Ladder_backed_Woodpecker",
261
+ "249": "Lapland_Longspur",
262
+ "250": "Lark_Bunting",
263
+ "251": "Lark_Sparrow",
264
+ "252": "Laughing_Gull",
265
+ "253": "Lazuli_Bunting",
266
+ "254": "Le_Contes_Sparrow",
267
+ "255": "Least_Bittern",
268
+ "256": "Least_Flycatcher",
269
+ "257": "Least_Grebe",
270
+ "258": "Least_Sandpiper",
271
+ "259": "Least_Tern",
272
+ "260": "Lesser_Goldfinch",
273
+ "261": "Lesser_Nighthawk",
274
+ "262": "Lesser_Scaup",
275
+ "263": "Lesser_Yellowlegs",
276
+ "264": "Lewiss_Woodpecker",
277
+ "265": "Limpkin",
278
+ "266": "Lincolns_Sparrow",
279
+ "267": "Little_Blue_Heron",
280
+ "268": "Loggerhead_Shrike",
281
+ "269": "Long_billed_Curlew",
282
+ "270": "Long_billed_Dowitcher",
283
+ "271": "Long_billed_Thrasher",
284
+ "272": "Long_eared_Owl",
285
+ "273": "Long_tailed_Duck",
286
+ "274": "Louisiana_Waterthrush",
287
+ "275": "Magnificent_Frigatebird",
288
+ "276": "Magnolia_Warbler",
289
+ "277": "Mallard",
290
+ "278": "Marbled_Godwit",
291
+ "279": "Marsh_Wren",
292
+ "280": "Merlin",
293
+ "281": "Mew_Gull",
294
+ "282": "Mexican_Jay",
295
+ "283": "Mississippi_Kite",
296
+ "284": "Monk_Parakeet",
297
+ "285": "Mottled_Duck",
298
+ "286": "Mountain_Bluebird",
299
+ "287": "Mountain_Chickadee",
300
+ "288": "Mountain_Plover",
301
+ "289": "Mourning_Dove",
302
+ "290": "Mourning_Warbler",
303
+ "291": "Muscovy_Duck",
304
+ "292": "Mute_Swan",
305
+ "293": "Nashville_Warbler",
306
+ "294": "Nelsons_Sparrow",
307
+ "295": "Neotropic_Cormorant",
308
+ "296": "Northern_Bobwhite",
309
+ "297": "Northern_Cardinal",
310
+ "298": "Northern_Flicker",
311
+ "299": "Northern_Gannet",
312
+ "300": "Northern_Goshawk",
313
+ "301": "Northern_Harrier",
314
+ "302": "Northern_Hawk_Owl",
315
+ "303": "Northern_Mockingbird",
316
+ "304": "Northern_Parula",
317
+ "305": "Northern_Pintail",
318
+ "306": "Northern_Rough_winged_Swallow",
319
+ "307": "Northern_Saw_whet_Owl",
320
+ "308": "Northern_Shrike",
321
+ "309": "Northern_Waterthrush",
322
+ "310": "Nuttalls_Woodpecker",
323
+ "311": "Oak_Titmouse",
324
+ "312": "Olive_Sparrow",
325
+ "313": "Olive_sided_Flycatcher",
326
+ "314": "Orange_crowned_Warbler",
327
+ "315": "Orchard_Oriole",
328
+ "316": "Osprey",
329
+ "317": "Ovenbird",
330
+ "318": "Pacific_Golden_Plover",
331
+ "319": "Pacific_Loon",
332
+ "320": "Pacific_Wren",
333
+ "321": "Pacific_slope_Flycatcher",
334
+ "322": "Painted_Bunting",
335
+ "323": "Painted_Redstart",
336
+ "324": "Palm_Warbler",
337
+ "325": "Pectoral_Sandpiper",
338
+ "326": "Peregrine_Falcon",
339
+ "327": "Phainopepla",
340
+ "328": "Philadelphia_Vireo",
341
+ "329": "Pied_billed_Grebe",
342
+ "330": "Pigeon_Guillemot",
343
+ "331": "Pileated_Woodpecker",
344
+ "332": "Pine_Grosbeak",
345
+ "333": "Pine_Siskin",
346
+ "334": "Pine_Warbler",
347
+ "335": "Piping_Plover",
348
+ "336": "Plumbeous_Vireo",
349
+ "337": "Prairie_Falcon",
350
+ "338": "Prairie_Warbler",
351
+ "339": "Prothonotary_Warbler",
352
+ "340": "Purple_Finch",
353
+ "341": "Purple_Gallinule",
354
+ "342": "Purple_Martin",
355
+ "343": "Purple_Sandpiper",
356
+ "344": "Pygmy_Nuthatch",
357
+ "345": "Pyrrhuloxia",
358
+ "346": "Red_Crossbill",
359
+ "347": "Red_Knot",
360
+ "348": "Red_Phalarope",
361
+ "349": "Red_bellied_Woodpecker",
362
+ "350": "Red_breasted_Merganser",
363
+ "351": "Red_breasted_Nuthatch",
364
+ "352": "Red_breasted_Sapsucker",
365
+ "353": "Red_cockaded_Woodpecker",
366
+ "354": "Red_eyed_Vireo",
367
+ "355": "Red_headed_Woodpecker",
368
+ "356": "Red_naped_Sapsucker",
369
+ "357": "Red_necked_Grebe",
370
+ "358": "Red_necked_Phalarope",
371
+ "359": "Red_shouldered_Hawk",
372
+ "360": "Red_tailed_Hawk",
373
+ "361": "Red_throated_Loon",
374
+ "362": "Red_winged_Blackbird",
375
+ "363": "Reddish_Egret",
376
+ "364": "Redhead",
377
+ "365": "Ring_billed_Gull",
378
+ "366": "Ring_necked_Duck",
379
+ "367": "Ring_necked_Pheasant",
380
+ "368": "Rock_Pigeon",
381
+ "369": "Rock_Ptarmigan",
382
+ "370": "Rock_Sandpiper",
383
+ "371": "Rock_Wren",
384
+ "372": "Rose_breasted_Grosbeak",
385
+ "373": "Roseate_Tern",
386
+ "374": "Rosss_Goose",
387
+ "375": "Rough_legged_Hawk",
388
+ "376": "Royal_Tern",
389
+ "377": "Ruby_crowned_Kinglet",
390
+ "378": "Ruby_throated_Hummingbird",
391
+ "379": "Ruddy_Duck",
392
+ "380": "Ruddy_Turnstone",
393
+ "381": "Ruffed_Grouse",
394
+ "382": "Rufous_Hummingbird",
395
+ "383": "Rufous_crowned_Sparrow",
396
+ "384": "Rusty_Blackbird",
397
+ "385": "Sage_Thrasher",
398
+ "386": "Saltmarsh_Sparrow",
399
+ "387": "Sanderling",
400
+ "388": "Sandhill_Crane",
401
+ "389": "Sandwich_Tern",
402
+ "390": "Says_Phoebe",
403
+ "391": "Scaled_Quail",
404
+ "392": "Scarlet_Tanager",
405
+ "393": "Scissor_tailed_Flycatcher",
406
+ "394": "Scotts_Oriole",
407
+ "395": "Seaside_Sparrow",
408
+ "396": "Sedge_Wren",
409
+ "397": "Semipalmated_Plover",
410
+ "398": "Semipalmated_Sandpiper",
411
+ "399": "Sharp_shinned_Hawk",
412
+ "400": "Sharp_tailed_Grouse",
413
+ "401": "Short_billed_Dowitcher",
414
+ "402": "Short_eared_Owl",
415
+ "403": "Snail_Kite",
416
+ "404": "Snow_Bunting",
417
+ "405": "Snow_Goose",
418
+ "406": "Snowy_Egret",
419
+ "407": "Snowy_Owl",
420
+ "408": "Snowy_Plover",
421
+ "409": "Solitary_Sandpiper",
422
+ "410": "Song_Sparrow",
423
+ "411": "Sooty_Grouse",
424
+ "412": "Sora",
425
+ "413": "Spotted_Owl",
426
+ "414": "Spotted_Sandpiper",
427
+ "415": "Spotted_Towhee",
428
+ "416": "Spruce_Grouse",
429
+ "417": "Stellers_Jay",
430
+ "418": "Stilt_Sandpiper",
431
+ "419": "Summer_Tanager",
432
+ "420": "Surf_Scoter",
433
+ "421": "Surfbird",
434
+ "422": "Swainsons_Hawk",
435
+ "423": "Swainsons_Thrush",
436
+ "424": "Swallow_tailed_Kite",
437
+ "425": "Swamp_Sparrow",
438
+ "426": "Tennessee_Warbler",
439
+ "427": "Thayers_Gull",
440
+ "428": "Townsends_Solitaire",
441
+ "429": "Townsends_Warbler",
442
+ "430": "Tree_Swallow",
443
+ "431": "Tricolored_Heron",
444
+ "432": "Tropical_Kingbird",
445
+ "433": "Trumpeter_Swan",
446
+ "434": "Tufted_Titmouse",
447
+ "435": "Tundra_Swan",
448
+ "436": "Turkey_Vulture",
449
+ "437": "Upland_Sandpiper",
450
+ "438": "Varied_Thrush",
451
+ "439": "Veery",
452
+ "440": "Verdin",
453
+ "441": "Vermilion_Flycatcher",
454
+ "442": "Vesper_Sparrow",
455
+ "443": "Violet_green_Swallow",
456
+ "444": "Virginia_Rail",
457
+ "445": "Wandering_Tattler",
458
+ "446": "Warbling_Vireo",
459
+ "447": "Western_Bluebird",
460
+ "448": "Western_Grebe",
461
+ "449": "Western_Gull",
462
+ "450": "Western_Kingbird",
463
+ "451": "Western_Meadowlark",
464
+ "452": "Western_Sandpiper",
465
+ "453": "Western_Screech_Owl",
466
+ "454": "Western_Scrub_Jay",
467
+ "455": "Western_Tanager",
468
+ "456": "Western_Wood_Pewee",
469
+ "457": "Whimbrel",
470
+ "458": "White_Ibis",
471
+ "459": "White_breasted_Nuthatch",
472
+ "460": "White_crowned_Sparrow",
473
+ "461": "White_eyed_Vireo",
474
+ "462": "White_faced_Ibis",
475
+ "463": "White_headed_Woodpecker",
476
+ "464": "White_rumped_Sandpiper",
477
+ "465": "White_tailed_Hawk",
478
+ "466": "White_tailed_Kite",
479
+ "467": "White_tailed_Ptarmigan",
480
+ "468": "White_throated_Sparrow",
481
+ "469": "White_throated_Swift",
482
+ "470": "White_winged_Crossbill",
483
+ "471": "White_winged_Dove",
484
+ "472": "White_winged_Scoter",
485
+ "473": "Wild_Turkey",
486
+ "474": "Willet",
487
+ "475": "Williamsons_Sapsucker",
488
+ "476": "Willow_Flycatcher",
489
+ "477": "Willow_Ptarmigan",
490
+ "478": "Wilsons_Phalarope",
491
+ "479": "Wilsons_Plover",
492
+ "480": "Wilsons_Snipe",
493
+ "481": "Wilsons_Warbler",
494
+ "482": "Winter_Wren",
495
+ "483": "Wood_Stork",
496
+ "484": "Wood_Thrush",
497
+ "485": "Worm_eating_Warbler",
498
+ "486": "Wrentit",
499
+ "487": "Yellow_Warbler",
500
+ "488": "Yellow_bellied_Flycatcher",
501
+ "489": "Yellow_bellied_Sapsucker",
502
+ "490": "Yellow_billed_Cuckoo",
503
+ "491": "Yellow_billed_Magpie",
504
+ "492": "Yellow_breasted_Chat",
505
+ "493": "Yellow_crowned_Night_Heron",
506
+ "494": "Yellow_eyed_Junco",
507
+ "495": "Yellow_headed_Blackbird",
508
+ "496": "Yellow_rumped_Warbler",
509
+ "497": "Yellow_throated_Vireo",
510
+ "498": "Yellow_throated_Warbler",
511
+ "499": "Zone_tailed_Hawk"
512
+ },
513
+ "image_size": 224,
514
+ "initializer_range": 0.02,
515
+ "intermediate_size": 3072,
516
+ "label2id": {
517
+ "Acadian_Flycatcher": 0,
518
+ "Acorn_Woodpecker": 1,
519
+ "Alder_Flycatcher": 2,
520
+ "Allens_Hummingbird": 3,
521
+ "Altamira_Oriole": 4,
522
+ "American_Avocet": 5,
523
+ "American_Bittern": 6,
524
+ "American_Black_Duck": 7,
525
+ "American_Coot": 8,
526
+ "American_Crow": 9,
527
+ "American_Dipper": 10,
528
+ "American_Golden_Plover": 11,
529
+ "American_Goldfinch": 12,
530
+ "American_Kestrel": 13,
531
+ "American_Oystercatcher": 14,
532
+ "American_Pipit": 15,
533
+ "American_Redstart": 16,
534
+ "American_Robin": 17,
535
+ "American_Three_toed_Woodpecker": 18,
536
+ "American_Tree_Sparrow": 19,
537
+ "American_White_Pelican": 20,
538
+ "American_Wigeon": 21,
539
+ "American_Woodcock": 22,
540
+ "Anhinga": 23,
541
+ "Annas_Hummingbird": 24,
542
+ "Arctic_Tern": 25,
543
+ "Ash_throated_Flycatcher": 26,
544
+ "Audubons_Oriole": 27,
545
+ "Bairds_Sandpiper": 28,
546
+ "Bald_Eagle": 29,
547
+ "Baltimore_Oriole": 30,
548
+ "Band_tailed_Pigeon": 31,
549
+ "Barn_Swallow": 32,
550
+ "Barred_Owl": 33,
551
+ "Barrows_Goldeneye": 34,
552
+ "Bay_breasted_Warbler": 35,
553
+ "Bells_Vireo": 36,
554
+ "Belted_Kingfisher": 37,
555
+ "Bewicks_Wren": 38,
556
+ "Black_Guillemot": 39,
557
+ "Black_Oystercatcher": 40,
558
+ "Black_Phoebe": 41,
559
+ "Black_Rosy_Finch": 42,
560
+ "Black_Scoter": 43,
561
+ "Black_Skimmer": 44,
562
+ "Black_Tern": 45,
563
+ "Black_Turnstone": 46,
564
+ "Black_Vulture": 47,
565
+ "Black_and_white_Warbler": 48,
566
+ "Black_backed_Woodpecker": 49,
567
+ "Black_bellied_Plover": 50,
568
+ "Black_billed_Cuckoo": 51,
569
+ "Black_billed_Magpie": 52,
570
+ "Black_capped_Chickadee": 53,
571
+ "Black_chinned_Hummingbird": 54,
572
+ "Black_chinned_Sparrow": 55,
573
+ "Black_crested_Titmouse": 56,
574
+ "Black_crowned_Night_Heron": 57,
575
+ "Black_headed_Grosbeak": 58,
576
+ "Black_legged_Kittiwake": 59,
577
+ "Black_necked_Stilt": 60,
578
+ "Black_throated_Blue_Warbler": 61,
579
+ "Black_throated_Gray_Warbler": 62,
580
+ "Black_throated_Green_Warbler": 63,
581
+ "Black_throated_Sparrow": 64,
582
+ "Blackburnian_Warbler": 65,
583
+ "Blackpoll_Warbler": 66,
584
+ "Blue_Grosbeak": 67,
585
+ "Blue_Jay": 68,
586
+ "Blue_gray_Gnatcatcher": 69,
587
+ "Blue_headed_Vireo": 70,
588
+ "Blue_winged_Teal": 71,
589
+ "Blue_winged_Warbler": 72,
590
+ "Boat_tailed_Grackle": 73,
591
+ "Bobolink": 74,
592
+ "Bohemian_Waxwing": 75,
593
+ "Bonapartes_Gull": 76,
594
+ "Boreal_Chickadee": 77,
595
+ "Brandts_Cormorant": 78,
596
+ "Brant": 79,
597
+ "Brewers_Blackbird": 80,
598
+ "Brewers_Sparrow": 81,
599
+ "Bridled_Titmouse": 82,
600
+ "Broad_billed_Hummingbird": 83,
601
+ "Broad_tailed_Hummingbird": 84,
602
+ "Broad_winged_Hawk": 85,
603
+ "Bronzed_Cowbird": 86,
604
+ "Brown_Creeper": 87,
605
+ "Brown_Pelican": 88,
606
+ "Brown_Thrasher": 89,
607
+ "Brown_capped_Rosy_Finch": 90,
608
+ "Brown_crested_Flycatcher": 91,
609
+ "Brown_headed_Cowbird": 92,
610
+ "Brown_headed_Nuthatch": 93,
611
+ "Bufflehead": 94,
612
+ "Bullocks_Oriole": 95,
613
+ "Burrowing_Owl": 96,
614
+ "Bushtit": 97,
615
+ "Cackling_Goose": 98,
616
+ "Cactus_Wren": 99,
617
+ "California_Gull": 100,
618
+ "California_Quail": 101,
619
+ "California_Thrasher": 102,
620
+ "California_Towhee": 103,
621
+ "Calliope_Hummingbird": 104,
622
+ "Canada_Goose": 105,
623
+ "Canada_Warbler": 106,
624
+ "Canvasback": 107,
625
+ "Canyon_Towhee": 108,
626
+ "Canyon_Wren": 109,
627
+ "Cape_May_Warbler": 110,
628
+ "Carolina_Chickadee": 111,
629
+ "Carolina_Wren": 112,
630
+ "Caspian_Tern": 113,
631
+ "Cassins_Finch": 114,
632
+ "Cassins_Kingbird": 115,
633
+ "Cassins_Sparrow": 116,
634
+ "Cassins_Vireo": 117,
635
+ "Cattle_Egret": 118,
636
+ "Cave_Swallow": 119,
637
+ "Cedar_Waxwing": 120,
638
+ "Cerulean_Warbler": 121,
639
+ "Chestnut_backed_Chickadee": 122,
640
+ "Chestnut_collared_Longspur": 123,
641
+ "Chestnut_sided_Warbler": 124,
642
+ "Chihuahuan_Raven": 125,
643
+ "Chimney_Swift": 126,
644
+ "Chipping_Sparrow": 127,
645
+ "Cinnamon_Teal": 128,
646
+ "Clapper_Rail": 129,
647
+ "Clarks_Grebe": 130,
648
+ "Clarks_Nutcracker": 131,
649
+ "Clay_colored_Sparrow": 132,
650
+ "Cliff_Swallow": 133,
651
+ "Common_Black_Hawk": 134,
652
+ "Common_Eider": 135,
653
+ "Common_Gallinule": 136,
654
+ "Common_Goldeneye": 137,
655
+ "Common_Grackle": 138,
656
+ "Common_Ground_Dove": 139,
657
+ "Common_Loon": 140,
658
+ "Common_Merganser": 141,
659
+ "Common_Murre": 142,
660
+ "Common_Nighthawk": 143,
661
+ "Common_Raven": 144,
662
+ "Common_Redpoll": 145,
663
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