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Detailed summary of the spatial-temporal model for abnormal activity recognition.
| Layer (Type) | Output Shape | Numbers of Parameters |
|---|---|---|
| InputLayer | (None, 30, 1000) | 0 |
| LSTM | (None, 30, 256) | 1,287,168 |
| LSTM | (None, 30, 128) | 197,120 |
| Batch Normalisation | (None, 30, 128) | 512 |
| LSTM | (None, 30, 64) | 49,408 |
| Flatten | (None, 1920) | 0 |
| Batch Normalisation | (None, 1920) | 7680 |
| Dense | (None, 256) | 491,776 |
| Dropout | (None, 256) | 0 |
| Dense | (None, 128) | 32,896 |
| Dropout | (None, 128) | 0 |
| Dense | (None, 2) | 258 |
