| { | |
| "model_type": "cnn", | |
| "input_shape": [152, 152, 3], | |
| "conv_layers": [ | |
| { | |
| "filters": 32, | |
| "kernel_size": [3, 3], | |
| "activation": "relu", | |
| "pool_size": [2, 2] | |
| }, | |
| { | |
| "filters": 64, | |
| "kernel_size": [3, 3], | |
| "activation": "relu", | |
| "pool_size": [2, 2] | |
| }, | |
| { | |
| "filters": 128, | |
| "kernel_size": [3, 3], | |
| "activation": "relu", | |
| "pool_size": [2, 2] | |
| } | |
| ], | |
| "dense_layers": [ | |
| { | |
| "units": 64, | |
| "activation": "relu" | |
| } | |
| ], | |
| "output_layer": { | |
| "units": 69216, | |
| "activation": "sigmoid" | |
| }, | |
| "reshape_layer": { | |
| "target_shape": [152, 152, 3] | |
| }, | |
| "compile": { | |
| "optimizer": "adam", | |
| "loss": "mean_squared_error" | |
| }, | |
| "data_augmentation": { | |
| "rescale": 1.0, | |
| "horizontal_flip": true, | |
| "rotation_range": 20, | |
| "zoom_range": 0.2, | |
| "shear_range": 0.2, | |
| "brightness_range": [0.8, 1.2] | |
| }, | |
| "training": { | |
| "batch_size": 10, | |
| "target_size": [152, 152], | |
| "epochs": 50, | |
| "steps_per_epoch": "auto", | |
| "validation_steps": "auto" | |
| }, | |
| "save_path": "cnn_similarity_model.keras", | |
| "similarity_metric": "euclidean" | |
| } | |