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Model | Detailed architecture |
Words | Phrase |
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Conv-LSTM | ConvLSTM2D (8) | ConvLSTM2D (8) |
MaxPooling3D () | MaxPooling3D () |
ConvLSTM2D (16) | ConvLSTM2D (16) |
MaxPooling3D () | MaxPooling3D () |
Flatten () | Flatten () |
Dense (10) | Dense (4) |
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LRCN-2Conv | TimeDistributed (Conv2D (16)) | TimeDistributed (Conv2D (16)) |
TimeDistributed (MaxPooling2D ()) | TimeDistributed (MaxPooling2D ()) |
TimeDistributed (Dropout ()) | TimeDistributed (Dropout ()) |
TimeDistributed (Conv2D (32)) | TimeDistributed (Conv2D (32)) |
TimeDistributed (MaxPooling2D ()) | TimeDistributed (MaxPooling2D ()) |
TimeDistributed (Dropout ()) | TimeDistributed (Dropout ()) |
TimeDistributed (Flatten ()) | TimeDistributed (Flatten ()) |
LSTM (64) | LSTM (64) |
Dropout () | Dropout () |
Dense (10) | Dense (4) |
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LRCN-3Conv | TimeDistributed (Conv2D (16)) | TimeDistributed (Conv2D (16)) |
TimeDistributed (MaxPooling2D ()) | TimeDistributed (MaxPooling2D ()) |
TimeDistributed (Dropout ()) | TimeDistributed (Dropout ()) |
TimeDistributed (Conv2D (32)) | TimeDistributed (Conv2D (32)) |
TimeDistributed (MaxPooling2D ()) | TimeDistributed (MaxPooling2D ()) |
TimeDistributed (Dropout ()) | TimeDistributed (Dropout ()) |
TimeDistributed (Conv2D (64)) | TimeDistributed (Conv2D (64)) |
TimeDistributed (MaxPooling2D ()) | TimeDistributed (MaxPooling2D ()) |
TimeDistributed (Dropout ()) | TimeDistributed (Dropout ()) |
TimeDistributed (Flatten ()) | TimeDistributed (Flatten ()) |
LSTM (64) | LSTM (64) |
Dropout () | Dropout () |
Dense (10) | Dense (4) |
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