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Update config.json

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  1. config.json +38 -3
config.json CHANGED
@@ -1,4 +1,39 @@
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  {
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- "model_type": "custom",
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- "pipeline_tag": "custom"
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- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  {
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+ "model_name": "CustomUNet",
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+ "description": "A custom U-Net model for semantic segmentation using TensorFlow/Keras.",
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+ "input_shape": [512, 512, 3], // Input shape of the images
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+ "num_classes": 11, // Number of output classes
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+ "architecture": {
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+ "encoder": {
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+ "type": "custom",
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+ "blocks": [
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+ {"filters": 64},
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+ {"filters": 128},
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+ {"filters": 256},
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+ {"filters": 512}
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+ ]
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+ },
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+ "bottleneck": {
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+ "filters": 1024
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+ },
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+ "decoder": {
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+ "type": "custom",
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+ "blocks": [
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+ {"filters": 512},
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+ {"filters": 256},
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+ {"filters": 128},
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+ {"filters": 64}
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+ ]
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+ }
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+ },
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+ "loss_function": "categorical_crossentropy",
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+ "optimizer": {
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+ "type": "Adam",
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+ "learning_rate": 0.001
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+ },
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+ "training": {
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+ "batch_size": 16,
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+ "epochs": 50,
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+ "validation_split": 0.2
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+ }
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+ }