Local Binary Convolutional Neural Networks' Long Short-Term Memory Model for Human Embryos' Anomaly Detection

Table 8

Embryo video anomaly detection results based on different pretrained model’s architectures.

Model	Accuracy	Precision	Recall	F1-score
VGG16 + LSTM	0.91	0.89	0.84	0.86
LeNet 5 + LSTM	0.76	0.75	0.75	0.76
Resnet-50 + LSTM	0.97	0.98	0.93	0.98
Inception V3 + LSTM	0.96	0.95	0.94	0.96
MobileNet V2 + LSTM	0.95	0.93	0.93	0.93
Xception + LSTM	0.96	0.97	0.92	0.97
Baseline CNN + LSTM	0.95	0.94	0.94	0.94
LBCNN + LSTM	0.97	0.98	0.93	0.98