Optimal Medical Image Size Reduction Model Creation Using Recurrent Neural Network and GenPSOWVQ

Table 1

Analysis of PSNR, MSE, SSIM, NMSE, and SNR of GenPSOWVQ approach along with 25% CR ratio.

Dataset
Compression approaches
Metrics	OFFNN	VQFFNN	VQOFFNN	IntOPMICM	GenPSOWVQ
PSNR	36.80	48.12	49.65	52.4227	60.64
SSIM	0.20	0.43	0.53	0.6736	0.86
MSE	13.57	8.86	6.19	1.4164	0.83
RMSE	3.68	0.001	2.48	1.1901	0.0099
SNR	21.42	16.96	10.65	7.42	5.63