YKXBCi commited on
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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/resnet-50-ucSat
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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/resnet-50-ucSat
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+
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+ This model is a fine-tuned version of [microsoft/resnet-50](https://huggingface.co/microsoft/resnet-50) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Train Loss: 2.6504
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+ - Train Accuracy: 0.2057
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+ - Train Top-3-accuracy: 0.3591
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+ - Validation Loss: 2.2693
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+ - Validation Accuracy: 0.3299
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+ - Validation Top-3-accuracy: 0.5069
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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': 275, '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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+ | 2.6504 | 0.2057 | 0.3591 | 2.2693 | 0.3299 | 0.5069 | 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": "microsoft/resnet-50",
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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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+ "depths": [
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+ 3,
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+ 4,
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+ 6,
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+ 3
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+ ],
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+ "downsample_in_first_stage": false,
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+ "embedding_size": 64,
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+ "encoder_stride": 16,
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+ "hidden_act": "relu",
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+ "hidden_dropout_prob": 0.0,
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+ "hidden_size": 768,
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+ "hidden_sizes": [
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+ 256,
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+ 512,
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+ 1024,
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+ 2048
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+ ],
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+ "id2label": {
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+ "0": "agricultural",
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+ "1": "airplane",
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+ "10": "harbor",
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+ "11": "intersection",
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+ "12": "mediumresidential",
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+ "13": "mobilehomepark",
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+ "14": "overpass",
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+ "15": "parkinglot",
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+ "16": "river",
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+ "17": "runway",
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+ "18": "sparseresidential",
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+ "19": "storagetanks",
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+ "2": "baseballdiamond",
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+ "20": "tenniscourt",
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+ "3": "beach",
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+ "4": "buildings",
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+ "5": "chaparral",
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+ "6": "denseresidential",
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+ "7": "forest",
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+ "8": "freeway",
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+ "9": "golfcourse"
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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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+ "agricultural": "0",
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+ "airplane": "1",
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+ "baseballdiamond": "2",
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+ "beach": "3",
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+ "buildings": "4",
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+ "chaparral": "5",
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+ "denseresidential": "6",
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+ "forest": "7",
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+ "freeway": "8",
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+ "golfcourse": "9",
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+ "harbor": "10",
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+ "intersection": "11",
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+ "mediumresidential": "12",
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+ "mobilehomepark": "13",
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+ "overpass": "14",
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+ "parkinglot": "15",
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+ "river": "16",
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+ "runway": "17",
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+ "sparseresidential": "18",
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+ "storagetanks": "19",
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+ "tenniscourt": "20"
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+ },
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+ "layer_norm_eps": 1e-12,
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+ "layer_type": "bottleneck",
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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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+ "torch_dtype": "float32",
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+ "transformers_version": "4.18.0"
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+ }
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