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README.md ADDED
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+ ---
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+ license: apache-2.0
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+ tags:
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+ - generated_from_keras_callback
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+ model-index:
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+ - name: YKXBCi/vit-base-patch16-224-in21k-aidSat
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+ results: []
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+ ---
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+
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+ <!-- This model card has been generated automatically according to the information Keras had access to. You should
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+ probably proofread and complete it, then remove this comment. -->
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+
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+ # YKXBCi/vit-base-patch16-224-in21k-aidSat
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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 an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Train Loss: 2.3544
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+ - Train Accuracy: 0.7383
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+ - Train Top-3-accuracy: 0.8687
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+ - Validation Loss: 1.5415
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+ - Validation Accuracy: 0.9266
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+ - Validation Top-3-accuracy: 0.9857
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+ - Epoch: 0
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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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+ - optimizer: {'inner_optimizer': {'class_name': 'AdamWeightDecay', 'config': {'name': 'AdamWeightDecay', 'learning_rate': {'class_name': 'PolynomialDecay', 'config': {'initial_learning_rate': 3e-05, 'decay_steps': 1325, 'end_learning_rate': 0.0, 'power': 1.0, 'cycle': False, 'name': None}}, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-08, 'amsgrad': False, 'weight_decay_rate': 0.01}}, 'dynamic': True, 'initial_scale': 32768.0, 'dynamic_growth_steps': 2000}
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+ - training_precision: mixed_float16
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+
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+ ### Training results
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+
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+ | Train Loss | Train Accuracy | Train Top-3-accuracy | Validation Loss | Validation Accuracy | Validation Top-3-accuracy | Epoch |
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+ |:----------:|:--------------:|:--------------------:|:---------------:|:-------------------:|:-------------------------:|:-----:|
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+ | 2.3544 | 0.7383 | 0.8687 | 1.5415 | 0.9266 | 0.9857 | 0 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.18.0
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+ - TensorFlow 2.6.0
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+ - Datasets 2.1.0
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+ - Tokenizers 0.12.1
config.json ADDED
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+ {
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+ "_name_or_path": "google/vit-base-patch16-224-in21k",
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+ "architectures": [
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+ "ViTForImageClassification"
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+ ],
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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": "Airport",
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+ "1": "BareLand",
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+ "10": "Farmland",
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+ "11": "Forest",
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+ "12": "Industrial",
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+ "13": "Meadow",
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+ "14": "MediumResidential",
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+ "15": "Mountain",
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+ "16": "Park",
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+ "17": "Parking",
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+ "18": "Playground",
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+ "19": "Pond",
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+ "2": "BaseballField",
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+ "20": "Port",
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+ "21": "RailwayStation",
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+ "22": "Resort",
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+ "23": "River",
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+ "24": "School",
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+ "25": "SparseResidential",
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+ "26": "Square",
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+ "27": "Stadium",
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+ "28": "StorageTanks",
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+ "29": "Viaduct",
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+ "3": "Beach",
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+ "4": "Bridge",
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+ "5": "Center",
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+ "6": "Church",
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+ "7": "Commercial",
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+ "8": "DenseResidential",
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+ "9": "Desert"
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+ },
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+ "image_size": 224,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 3072,
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+ "label2id": {
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+ "Airport": "0",
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+ "BareLand": "1",
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+ "BaseballField": "2",
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+ "Beach": "3",
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+ "Bridge": "4",
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+ "Center": "5",
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+ "Church": "6",
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+ "Commercial": "7",
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+ "DenseResidential": "8",
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+ "Desert": "9",
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+ "Farmland": "10",
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+ "Forest": "11",
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+ "Industrial": "12",
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+ "Meadow": "13",
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+ "MediumResidential": "14",
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+ "Mountain": "15",
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+ "Park": "16",
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+ "Parking": "17",
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+ "Playground": "18",
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+ "Pond": "19",
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+ "Port": "20",
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+ "RailwayStation": "21",
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+ "Resort": "22",
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+ "River": "23",
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+ "School": "24",
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+ "SparseResidential": "25",
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+ "Square": "26",
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+ "Stadium": "27",
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+ "StorageTanks": "28",
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+ "Viaduct": "29"
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+ },
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+ "layer_norm_eps": 1e-12,
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+ "model_type": "vit",
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+ "num_attention_heads": 12,
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+ "num_channels": 3,
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+ "num_hidden_layers": 12,
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+ "patch_size": 16,
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+ "qkv_bias": true,
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+ "transformers_version": "4.18.0"
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+ }
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