Research Article
Variable-Order Fractional Diffusion Model-Based Medical Image Denoising
Table 1
The PSNR and MSE values obtained by applying different test images.
| Models | | | | | Avg. PSNR | MSE | Iterations (sec) |
| OCT-retina image ( and ) | | Integer-order diffusion | 31.97 | 36.5 | 34.05 | 31.45 | 33.49 | 0.99 | 0.69 | Fractional-order diffusion | 38.14 | 39.95 | 35.27 | 34.81 | 37.04 | 0.67 | 0.67 | Proposed model | 41.04 | 44.63 | 44.05 | 41.29 | 42.75 | 0.44 | 0.53 |
| MRI-brain image ( and ) | | Integer-order diffusion | 24.19 | 24.16 | 24.19 | 24.15 | 24.17 | 0.75 | 0.68 | Fractional-order diffusion | 36.14 | 36.18 | 36.19 | 36.15 | 36.17 | 0.25 | 0.66 | Proposed model | 43.50 | 43.73 | 43.84 | 44.13 | 43.8 | 0.15 | 0.50 |
| CT-lung image ( and ) | | Integer-order diffusion | 26.72 | 25.69 | 24.97 | 25.73 | 25.78 | 0.27 | 0.66 | Fractional-order diffusion | 36.49 | 37.19 | 37.11 | 36.55 | 36.84 | 0.21 | 0.64 | Proposed model | 44.09 | 44.57 | 44.50 | 44.29 | 44.36 | 0.19 | 0.54 |
| X-ray-spider image ( and ) | | Integer-order diffusion | 30.89 | 32.72 | 32.75 | 32.26 | 32.15 | 0.35 | 0.66 | Fractional-order diffusion | 40.30 | 41.06 | 41.07 | 41.01 | 40.86 | 0.31 | 0.62 | Proposed model | 44.13 | 44.03 | 44.01 | 43.99 | 44.04 | 0.24 | 0.56 |
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