Results

Plots for MSE, PSNR and SSIM

Metrics for each digit using Synchronous Hopfield are provided first, followed by those for Self-Organising Map. The final section compares these with the metrics for Asynchronous Hopfield, but aggregated across all 10 digits for brevity. For a digit wise comparison using all 3 approaches, refer to Detailed Comparison.

Synchronous Hopfield Network

_images/sync_mse.png _images/sync_psnr.png _images/sync_ssim.png

Self-Organising Map

_images/som_mse.png _images/som_psnr.png _images/som_ssim.png

Sync HN vs Async HN vs SOM

Metrics aggregated across all 10 digits.

Note: Metrics for Asynchronous Hopfield Network are derived using Ruchita Mijagiri’s code

_images/agg_mse.png _images/agg_psnr.png _images/agg_ssim.png