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retina_dev

Image-to-Text
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steveGomez commited on
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Update config.json

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  1. config.json +44 -46
config.json CHANGED
@@ -1,46 +1,44 @@
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- {
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- "model": {
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- "name": "Retinal Disease Classification Model",
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- "type": "Image to Text",
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- "input_shape": [224, 224, 3],
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- "output_shape": [1, "text"],
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- "layers": [
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- {
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- "type": "Conv2D",
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- "filters": 32,
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- "kernel_size": [3, 3],
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- "activation": "relu"
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- },
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- {
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- "type": "MaxPooling2D",
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- "pool_size": [2, 2]
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- },
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- {
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- "type": "Conv2D",
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- "filters": 64,
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- "kernel_size": [3, 3],
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- "activation": "relu"
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- },
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- {
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- "type": "MaxPooling2D",
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- "pool_size": [2, 2]
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- },
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- {
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- "type": "Flatten"
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- },
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- {
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- "type": "Dense",
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- "units": 128,
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- "activation": "relu"
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- },
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- {
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- "type": "Dense",
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- "units": 1,
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- "activation": "sigmoid"
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- }
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- ],
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- "loss": "binary_crossentropy",
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- "optimizer": "adam",
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- "metrics": ["accuracy"]
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- }
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- }
 
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+ {
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+ "model": {
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+ "name": "ResNet34-based Image to Text Model",
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+ "type": "Image to Text",
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+ "input_shape": [224, 224, 3],
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+ "output_shape": [1, "text"],
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+ "base_model": "ResNet34",
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+ "layers": [
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+ {
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+ "type": "Conv2D",
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+ "filters": 64,
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+ "kernel_size": [7, 7],
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+ "activation": "relu",
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+ "padding": "same",
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+ "strides": [2, 2]
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+ },
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+ {
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+ "type": "MaxPooling2D",
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+ "pool_size": [3, 3],
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+ "strides": [2, 2]
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+ },
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+ {
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+ "type": "Residual Block",
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+ "num_blocks": 34
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+ },
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+ {
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+ "type": "GlobalAveragePooling2D"
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+ },
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+ {
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+ "type": "Dense",
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+ "units": 256,
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+ "activation": "relu"
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+ },
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+ {
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+ "type": "Dense",
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+ "units": 1,
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+ "activation": "sigmoid"
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+ }
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+ ],
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+ "loss": "binary_crossentropy",
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+ "optimizer": "adam",
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+ "metrics": ["accuracy"]
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+ }
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+ }