Table 1.
Stain Normalization Comparison (Mean ± Standard Deviation) on MITOS-ATYPIA’14 challenge dataset using Structural Similarity Index (SSIM) [20], Feature Similarity Index (FSIM) [21]. The time is the total time taken for normalizing all 500 images.
| Methods | SSIM | FSIM | Time (sec) |
|---|---|---|---|
| Reinhard [12] | 0.55±0.13 | 0.63±0.07 | 6.76 |
| Macenko [7] | 0.51±0.08 | 0.62±0.09 | 59.40 |
| Khan [4] | 0.62±0.18 | 0.65±0.08 | 1994.87 |
| Vahdane [17] | 0.63±0.11 | 0.65±0.06 | 502.04 |
| StainGAN [14] | 0.68±0.23 | 0.69±0.06 | 69.12 |
| m = 0 (Ours) | 0.59±0.32 | 0.67±0.08 | 254.06 |
| m = 1 (Ours) | 0.73±0.06 | 0.75±0.11 | 384.28 |