Table 12 Performance comparison of CNN-LSTM models.

From: Integrating advanced neural network architectures with privacy enhanced encryption for secure and intelligent healthcare analytics

Model

Accuracy (%)

Inference Time (ms)

Computational Cost (GFLOPs)

Adversarial Robustness (Accuracy under Attack %)

CNN-LSTM (NeuroShield)

98.73

12.5

3.2

92.4

CNN-LSTM [6]

98.30

15.0

3.5

90.0