| { | |
| "expert_name": "numeric", | |
| "description": "CID numbers (13 digits) and dates (DD/MM/YYYY Buddhist Era)", | |
| "architecture": "SimpleCRNN", | |
| "architecture_variant": "crnn", | |
| "framework": "pytorch", | |
| "finder_zones": [ | |
| "num_id_zone", | |
| "num_dob_zone" | |
| ], | |
| "finder_class_ids": [ | |
| 1, | |
| 2 | |
| ], | |
| "charset": "0123456789/- .", | |
| "vocab_size": 15, | |
| "ctc_blank_idx": 0, | |
| "input_shape": [ | |
| 3, | |
| 48, | |
| 320 | |
| ], | |
| "input_normalize": { | |
| "mean": 0.5, | |
| "std": 0.5, | |
| "scale": 255.0 | |
| }, | |
| "model_params": 3026703, | |
| "cnn_channels": [ | |
| 32, | |
| 64, | |
| 128, | |
| 256 | |
| ], | |
| "rnn_hidden": 256, | |
| "rnn_layers": 2, | |
| "val_exact_match": 0.9863, | |
| "val_char_accuracy": 0.994, | |
| "training_epochs": 120, | |
| "best_epoch": 10 | |
| } |