Table 3.

Comparative training performance between proposed hybrid model and baseline architectures.

Model	Validation accuracy (%)	Training epochs (Convergence)	Overfitting observed
CNN	91.5	30	Yes
LSTM	89.8	35	Yes
CNN-AE	92.4	32	Minimal
Proposed CNN + LSTM + VAE	96.2	25	No