Virtual Staining on IHC(CK8/18) (test)
22.24PSNRIMPLICITSTAINER
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| IMPLICITSTAINERSupervision=Paired, Training Data Fraction=1.02025.05 | 22.24 | 64.4 | 219.19 | 17.69 | 0.0107 | 91.31 | 84.1 | 70.49 | 61.49 | 30.19 | 72.98 | 93.51 | |
| IMPLICITSTAINERSupervision=Paired, Training Data Fraction=1/22025.05 | 21.57 | 60.8 | 225.75 | 10.9 | 0.0041 | 93.33 | 83.37 | 66.53 | 56.49 | 36.02 | 67.47 | 94.51 | |
| AdaptiveNCESupervision=Paired2025.05 | 21.38 | 61 | 222.95 | 7.33 | 0.0022 | 90.34 | 92.37 | 68.98 | 59.41 | 32.11 | 73.58 | 93.58 | |
| PyramidPix2PixSupervision=Paired2025.05 | 21.37 | 60 | 224.87 | 28.74 | 0.022 | 81.72 | 70.3 | 68.87 | 59.37 | 32.5 | 70.21 | 94.11 | |
| IMPLICITSTAINERSupervision=Paired, Training Data Fraction=1/102025.05 | 20.29 | 58 | 237.75 | 16.36 | 0.0091 | 83.13 | 77.31 | 64.37 | 54.42 | 44.46 | 71.76 | 90.16 | |
| BBDMSupervision=Paired, Category=Diffusion-based2025.05 | 20.03 | 57 | 224.63 | 17.41 | 0.0096 | 80.54 | 78.42 | 63.15 | 53.29 | 40.32 | 62.84 | 93.96 | |
| CycleGANSupervision=Unpaired2025.05 | 19.9 | 57.5 | 232.79 | 7.91 | 0.0021 | 87.07 | 85.78 | 62.36 | 52.13 | 41.27 | 67.86 | 91.31 | |
| UGATITSupervision=Unpaired2025.05 | 19.82 | 58.6 | 233.88 | 16.27 | 0.0073 | 73.51 | 76.35 | 61.99 | 51.79 | 42.43 | 66.64 | 91.37 | |
| DecentSupervision=Unpaired2025.05 | 19.64 | 55 | 239.42 | 10.44 | 0.0042 | 83.49 | 83.63 | 64.22 | 54.11 | 40.41 | 70.16 | 90.84 | |
| QS GANSupervision=Unpaired2025.05 | 19.41 | 56 | 236.87 | 8.91 | 0.0024 | 84.97 | 82.54 | 56.58 | 47.49 | 48.29 | 60.9 | 90.78 | |
| StegoGANSupervision=Unpaired2025.05 | 19.41 | 57 | 234.33 | 9.93 | 0.0033 | 86.03 | 81.4 | 62.37 | 51.99 | 42.35 | 69.37 | 90.36 | |
| CUTSupervision=Unpaired2025.05 | 19.39 | 56 | 237.12 | 9.34 | 0.0033 | 84.63 | 83.94 | 57.64 | 48.36 | 48.13 | 62.78 | 90.93 | |
| Attn. GANSupervision=Unpaired2025.05 | 19.37 | 57 | 235.14 | 10.79 | 0.004 | 84.55 | 80.85 | 59.88 | 49.93 | 46.31 | 65.99 | 90.67 | |
| UVCGANSupervision=Unpaired2025.05 | 19.3 | 57 | 237.25 | 19.69 | 0.0118 | 71.31 | 75.78 | 58.14 | 48.08 | 49.48 | 65.2 | 88.45 | |
| NICE GANSupervision=Unpaired2025.05 | 19.12 | 57 | 237.1 | 28.86 | 0.0186 | 60.32 | 57.08 | 51.52 | 42.37 | 64.83 | 54.66 | 91.71 | |
| SANTASupervision=Unpaired2025.05 | 18.98 | 52 | 247.15 | 11.41 | 0.0043 | 81.75 | 77.47 | 60.07 | 49.77 | 43.84 | 65.08 | 89.91 | |
| FastCUTSupervision=Unpaired2025.05 | 18.92 | 55.7 | 234.02 | 14.71 | 0.0088 | 78 | 77.9 | 41.65 | 33.39 | 69.79 | 42.96 | 94.62 | |
| UNSBSupervision=Unpaired2025.05 | 18.88 | 54 | 239.71 | 13.2 | 0.006 | 83.06 | 59.04 | 61.9 | 52.25 | 49.66 | 63.77 | 91.62 | |
| Pix2PixSupervision=Paired2025.05 | 18.78 | 48 | 250.81 | 44.53 | 0.0241 | 73.68 | 71.58 | 58.24 | 49.49 | 53.29 | 61.11 | 92.89 | |
| LBBDM-F4Supervision=Paired, Category=Diffusion-based2025.05 | 18.45 | 45 | 257.44 | 18.32 | 0.0119 | 73.04 | 75.73 | 55.79 | 47.48 | 52.73 | 57.27 | 92.45 | |
| LBBDM-F16Supervision=Paired, Category=Diffusion-based2025.05 | 16.2 | 26 | 277.92 | 61.16 | 0.0513 | 61.02 | 16.71 | 50.05 | 41.95 | 63.81 | 52.94 | 89.74 | |
| CycleDiffusionSupervision=Paired, Category=Diffusion-based2025.05 | 15.73 | 44 | 300.17 | — | — | — | — | 38.43 | 27.59 | 74.22 | 55.89 | 78.24 | |
| EDSDESupervision=Paired, Category=Diffusion-based2025.05 | 14.83 | 27 | 300.17 | 92.88 | 0.0841 | 16.54 | 50.75 | — | — | — | — | — | |
| ACL GANSupervision=Unpaired2025.05 | 14.8 | 50 | 295.66 | 107.33 | 0.1028 | 3.76 | 5.15 | 47.25 | 35.39 | 47.22 | 71.82 | 71.09 | |
| VQ-I2I-UnSupervision=Unpaired2025.05 | 12.56 | 13 | 303.43 | 24.08 | 0.0116 | 49.88 | 69.04 | 25.05 | 16.9 | 78.41 | 26.65 | 74.14 | |
| VQ-I2I-PSupervision=Paired2025.05 | 12.54 | 13 | 305.22 | 29.26 | 0.0197 | 50.13 | 61.33 | 14.72 | 9.27 | 105.39 | 15.72 | 84.05 | |
| UNITSupervision=Unpaired2025.05 | 12.36 | 0 | 296.93 | 13.04 | 0.0049 | 75.44 | 69.17 | 54.49 | 45.94 | 50.27 | 56.96 | 88.1 |