Virtual Staining on HEMIT 13 (full dataset)
32.26PSNRIMPLICITSTAINER
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| IMPLICITSTAINERTraining Supervision=Paired, Training Data Fraction=1/12025.05 | 32.26 | 84.5 | 55.38 | 12.01 | 86.85 | 77.76 | 63.55 | 54.96 | 43.78 | 50.26 | 41.25 | 58.3 | 85.38 | 77.13 | 12.58 | |
| IMPLICITSTAINERTraining Supervision=Paired, Training Data Fraction=1/42025.05 | 31.36 | 84.05 | 59.12 | 14.99 | 85.87 | 71.77 | 62.29 | 53.19 | 45.98 | 45.81 | 36.74 | 71.99 | 84.81 | 76.31 | 11.97 | |
| IMPLICITSTAINER-LRTraining Supervision=Paired, Training Data Fraction=1/1, Training Resolution=64x64, Inference Resolution=256x2562025.05 | 30.75 | 84.65 | 59.91 | 73.83 | 21.4 | 21.4 | 58.77 | 50.21 | 44.67 | 39.88 | 30.12 | 68.85 | 81.28 | 70.96 | 12.4 | |
| IMPLICITSTAINERTraining Supervision=Paired, Training Data Fraction=1/102025.05 | 30.22 | 82.31 | 63.4 | 21.58 | 80.09 | 64.86 | 59.59 | 50.03 | 49.26 | 38.92 | 29.69 | 79.5 | 83.54 | 74.63 | 12.13 | |
| IMPLICITSTAINERTraining Supervision=Paired, Backbone Architecture=Conv2025.05 | 29.82 | 81.6 | 67.15 | 24.98 | 85.7 | 62.17 | 60.73 | 51.14 | 52.36 | 40.65 | 31.41 | 68.34 | 83.62 | 74.6 | 12.85 | |
| IMPLICITSTAINERTraining Supervision=Paired, Backbone Architecture=Swin2025.05 | 29.32 | 80.69 | 69.76 | 27.77 | 83.02 | 56.18 | 58.53 | 48.84 | 53.18 | 33.64 | 24.68 | 76.58 | 82.43 | 73.04 | 12.96 | |
| PyramidPix2PixTraining Supervision=Paired2025.05 | 29.26 | 85.22 | 61.28 | 10.51 | 82.9 | 72.68 | 56.86 | 47.69 | 49.72 | 31.57 | 23.18 | 68.23 | 82.06 | 72.74 | 12.92 | |
| IMPLICITSTAINER-LRTraining Supervision=Paired, Training Data Fraction=1/10, Training Resolution=64x64, Inference Resolution=256x2562025.05 | 28.64 | 80.52 | 73.09 | 82.7 | 16.74 | 3.05 | 54.26 | 44.79 | 55.27 | 29.62 | 20.82 | 81.73 | 77.26 | 65.73 | 16.16 | |
| Pix2PixTraining Supervision=Paired2025.05 | 28.61 | 83.72 | 64.01 | 22.82 | 70.68 | 48.61 | 54.28 | 45.18 | 52.93 | 24.19 | 16.6 | 73.68 | 80.42 | 71.27 | 13.84 | |
| QS-GANTraining Supervision=Unpaired2025.05 | 27.31 | 81.64 | 73.76 | 6.9 | 84.78 | 75.55 | 53.67 | 44.4 | 50.62 | 26.25 | 18.23 | 79.72 | 80.89 | 70.87 | 13.7 | |
| AdaptiveNCETraining Supervision=Paired2025.05 | 27.11 | 45.24 | 129.83 | 165.55 | 31.98 | 0.32 | 60.63 | 53.32 | 48.64 | 9.65 | 5.58 | 110.95 | 81.14 | 70.13 | 13.72 | |
| VQ-I2I-PariedTraining Supervision=Paired2025.05 | 26.04 | 77.87 | 81.53 | 26.12 | 65.48 | 65.48 | 51.02 | 41.45 | 62.9 | 25.66 | 17.2 | 88.45 | 74.41 | 61.25 | 17.43 | |
| FastCUTTraining Supervision=Unpaired2025.05 | 26.01 | 75.41 | 94.44 | 15.85 | 80.86 | 65.13 | 51.25 | 41.42 | 64.18 | 18.99 | 12.78 | 88.21 | 77.09 | 65.87 | 18.03 | |
| AttentionGANTraining Supervision=Unpaired2025.05 | 25.45 | 76.04 | 91.15 | 12.88 | 78.41 | 56.83 | 48.58 | 38.94 | 65.8 | 1.25 | 0.67 | 100.37 | 71.79 | 59.21 | 26.06 | |
| UGATITTraining Supervision=Unpaired2025.05 | 25.19 | 74.23 | 125.97 | 19.58 | 72.01 | 51.03 | 44.36 | 35.83 | 68.97 | 2 | 1.06 | 108.86 | 54.24 | 42.83 | 33.14 | |
| NICE GANTraining Supervision=Unpaired2025.05 | 24.36 | 54 | 112.19 | 503.78 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
| DECENTTraining Supervision=Unpaired2025.05 | 23.44 | 65.27 | 124.44 | 8.24 | 77.33 | 63.05 | 20.09 | 13.04 | 98.06 | 16.15 | 10.57 | 93.46 | 51.39 | 38.05 | 41.44 | |
| UVCGANTraining Supervision=Unpaired2025.05 | 23.26 | 62.15 | 96.23 | 69.99 | 57.48 | 16.91 | 7.16 | 4.11 | 123 | 0.53 | 0.28 | 132.99 | 2.35 | 1.27 | 65.45 | |
| VQ-I2I-UnPariedTraining Supervision=Unpaired2025.05 | 22.88 | 57.84 | 125.32 | 61 | 42.94 | 5.17 | 19.42 | 12.06 | 95.64 | 6.42 | 3.71 | 104.59 | 25.68 | 15.43 | 55.67 | |
| StegoGANTraining Supervision=Unpaired2025.05 | 22.11 | 58.94 | 134.48 | 46.9 | 57.48 | 16.91 | 29.69 | 21.74 | 101.48 | 2.48 | 1.32 | 108.23 | 2.36 | 1.26 | 80.5 | |
| UNSBTraining Supervision=Unpaired2025.05 | 21.9 | 53.5 | 157.75 | 13.99 | 75.15 | 62.94 | 17.19 | 11.32 | 103.49 | 3.11 | 1.69 | 120.74 | 22.26 | 13.43 | 58.74 | |
| CUTTraining Supervision=Unpaired2025.05 | 21.37 | 50.55 | 165.37 | 8.05 | 76.6 | 65.01 | 7.72 | 4.83 | 110.81 | 2.76 | 1.49 | 108.28 | 7.08 | 3.91 | 60.16 | |
| CycleGANTraining Supervision=Unpaired2025.05 | 21.32 | 54.55 | 149.93 | 36.8 | 71.06 | 29.26 | 27.98 | 20.07 | 101.51 | 3.17 | 1.69 | 104.85 | 4.65 | 2.48 | 64.56 | |
| UNITTraining Supervision=Unpaired2025.05 | 19.54 | 64.54 | 136.39 | 12.24 | 71.77 | 56.06 | 44.98 | 36.87 | 61.55 | 18.29 | 12.25 | 108.58 | 68.2 | 57.54 | 25.84 |