Virtual Staining on MIST HER2
34.508FIDSheafStain
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SheafStainResolution=1024x10242026.06 | 34.508 | — | — | 2.235 | — | — | 0.2056 | — | 0.5196 | 0.0292 | 0.0487 | |
| USI-GAN2025.07 | 37.76 | 0.1871 | 14.0592 | — | 83.35 | -1.6788 | 0.2342 | 0.4708 | — | — | — | |
| TA-GAN2026.01 | 38.47 | 0.1105 | 13.832 | 3.2 | — | — | — | — | — | — | — | |
| SIMGAN2025.07 | 39.66 | 0.1864 | 13.6776 | — | 73.73 | -1.4421 | 0.2608 | 0.5093 | — | — | — | |
| USI-GAN2026.01 | 46.18 | 0.107 | 14.573 | 7.8 | — | — | — | — | — | — | — | |
| ASPBatch Size=Same with USI-GAN2025.07 | 47.86 | 0.2025 | 14.6295 | — | 76.31 | -4.7957 | 0.2792 | 0.502 | — | — | — | |
| UNSBBatch Size=Same with USI-GAN2025.07 | 48.77 | 0.128 | 13.2194 | — | 58.36 | -1.0456 | 0.2695 | 0.5833 | — | — | — | |
| PSPStainResolution=1024x10242026.06 | 50.1078 | — | — | 10.675 | — | — | 0.2466 | — | 0.5371 | 0.0763 | 0.0338 | |
| F-LseSimBatch Size=12025.07 | 50.7 | 0.1665 | 12.5903 | — | 61 | 1.1324 | 0.281 | 0.5431 | — | — | — | |
| ASP2026.01 | 50.98 | 0.1096 | 14.744 | 12.4 | — | — | — | — | — | — | — | |
| F-LseSimBatch Size=Same with USI-GAN2025.07 | 51.1 | 0.1813 | 13.2261 | — | 58.27 | -3.1648 | 0.2685 | 0.5335 | — | — | — | |
| CUTBatch Size=12025.07 | 52.55 | 0.1698 | 12.4523 | — | 56.9 | 5.435 | 0.2845 | 0.5405 | — | — | — | |
| NEGCUTBatch Size=Same with USI-GAN2025.07 | 53.39 | 0.1534 | 12.2013 | — | 58.69 | 2.6799 | 0.2956 | 0.5181 | — | — | — | |
| NEGCUTBatch Size=12025.07 | 53.52 | 0.1234 | 10.6738 | — | 67.36 | -2.3618 | 0.2554 | 0.5139 | — | — | — | |
| CycleGANBatch Size=12025.07 | 53.97 | 0.2008 | 13.6588 | — | 60.36 | -0.1638 | 0.2629 | 0.5053 | — | — | — | |
| PPTBatch Size=Same with USI-GAN2025.07 | 54.38 | 0.2008 | 14.3922 | — | 55.98 | -4.6784 | 0.2884 | 0.6194 | — | — | — | |
| CycleGANBatch Size=Same with USI-GAN2025.07 | 54.65 | 0.1805 | 13.1507 | — | 58.77 | -1.0736 | 0.2681 | 0.5053 | — | — | — | |
| TDKStain2026.01 | 56.01 | 0.1031 | 14.394 | 13.2 | — | — | — | — | — | — | — | |
| SRCBatch Size=12025.07 | 56.43 | 0.1639 | 12.4392 | — | 44.46 | 0.9507 | 0.3053 | 0.5719 | — | — | — | |
| UNSBResolution=1024x10242026.06 | 57.9643 | — | — | 20.526 | — | — | 0.2808 | — | 0.5692 | 0.1002 | 0.0302 | |
| DECENTBatch Size=Same with USI-GAN2025.07 | 58.23 | 0.1719 | 12.4824 | — | 50.34 | 2.1423 | 0.2987 | 0.5673 | — | — | — | |
| TDKStainBatch Size=Same with USI-GAN2025.07 | 58.64 | 0.1957 | 14.5065 | — | 44.41 | -1.8509 | 0.2465 | 0.4718 | — | — | — | |
| MoNCEBatch Size=Same with USI-GAN2025.07 | 60.65 | 0.1525 | 11.9814 | — | 56.44 | 7.2754 | 0.2959 | 0.5652 | — | — | — | |
| MoNCEBatch Size=12025.07 | 61.58 | 0.164 | 12.082 | — | 54.86 | 6.4068 | 0.2893 | 0.5429 | — | — | — | |
| PPTBatch Size=12025.07 | 62.04 | 0.2096 | 14.6015 | — | 38.99 | -3.4225 | 0.3133 | 0.5425 | — | — | — | |
| CUT2026.01 | 62.32 | 0.0986 | 12.624 | 11.2 | — | — | — | — | — | — | — | |
| DECENTBatch Size=12025.07 | 62.36 | 0.1651 | 12.4744 | — | 54.38 | 4.6545 | 0.2994 | 0.5701 | — | — | — | |
| ASPBatch Size=12025.07 | 63.53 | 0.1632 | 12.9524 | — | 57.15 | 0.9133 | 0.2844 | 0.5516 | — | — | — | |
| QSAttnBatch Size=12025.07 | 63.99 | 0.157 | 11.8377 | — | 56 | 9.0991 | 0.2921 | 0.5531 | — | — | — | |
| QSAttnBatch Size=Same with USI-GAN2025.07 | 65.11 | 0.1492 | 11.8613 | — | 55.67 | 8.1264 | 0.2925 | 0.5632 | — | — | — | |
| TDKStainBatch Size=12025.07 | 65.99 | 0.2025 | 14.4854 | — | 45.71 | -1.8614 | 0.2531 | 0.4759 | — | — | — | |
| CycleGAN2026.01 | 68.24 | 0.1247 | 14.28 | 17.1 | — | — | — | — | — | — | — | |
| Pix2PixHDBatch Size=12025.07 | 68.48 | 0.2093 | 14.5924 | — | 40.15 | -3.8803 | 0.2899 | 0.4752 | — | — | — | |
| CUTBatch Size=Same with USI-GAN2025.07 | 69.55 | 0.1453 | 11.6753 | — | 57.78 | 10.9532 | 0.3 | 0.5712 | — | — | — | |
| UMDSTBatch Size=12025.07 | 70.41 | 0.2185 | 12.6884 | — | 49.46 | -0.0378 | 0.3124 | 0.6045 | — | — | — | |
| EnCoBatch Size=12025.07 | 72.53 | 0.1558 | 12.1163 | — | 51.84 | 7.279 | 0.305 | 0.5736 | — | — | — | |
| Pix2PixBatch Size=12025.07 | 73.32 | 0.2224 | 15.244 | — | 40.29 | -4.4196 | 0.2912 | 0.526 | — | — | — | |
| PyramidP2PBatch Size=12025.07 | 78.89 | 0.208 | 15.1779 | — | 41.73 | -3.7689 | 0.2814 | 0.5185 | — | — | — | |
| EnCoBatch Size=Same with USI-GAN2025.07 | 84.43 | 0.1604 | 12.1925 | — | 52.54 | 4.7079 | 0.2975 | 0.5734 | — | — | — | |
| PSPStain2026.01 | 85.54 | 0.0947 | 13.829 | 26.1 | — | — | — | — | — | — | — | |
| Pix2PixHDBatch Size=Same with USI-GAN2025.07 | 87.51 | 0.2485 | 14.6117 | — | 25.54 | -3.6936 | 0.3156 | 0.5665 | — | — | — | |
| D-VSTResolution=1024x10242026.06 | 94.0706 | — | — | 65.431 | — | — | 0.2613 | — | 0.5578 | 0.0336 | 0.0193 | |
| CycleGANResolution=1024x10242026.06 | 95.9094 | — | — | 54.067 | — | — | 0.2791 | — | 0.5766 | 0.0698 | 0.0212 | |
| UNIStainNetResolution=1024x10242026.06 | 101.756 | — | — | 74.99 | — | — | 0.3037 | — | 0.5978 | 0.1177 | 0.0211 | |
| PyramidP2PBatch Size=Same with USI-GAN2025.07 | 103.07 | 0.1944 | 14.5908 | — | 38.6 | -5.8272 | 0.2764 | 0.5078 | — | — | — | |
| Pix2PixBatch Size=Same with USI-GAN2025.07 | 107.4 | 0.2022 | 14.8224 | — | 37.44 | -5.6092 | 0.2999 | 0.5164 | — | — | — | |
| VIMsBatch Size=Same with USI-GAN2025.07 | 116.25 | 0.1595 | 13.3339 | — | 28.75 | -2.5329 | 0.3084 | 0.6257 | — | — | — | |
| ControlNetBatch Size=Same with USI-GAN2025.07 | 122.23 | 0.1545 | 8.6484 | — | -1.74 | 9.6394 | 0.3846 | 0.6744 | — | — | — | |
| PyramidP2P2026.01 | 126.15 | 0.0947 | 14.529 | 96 | — | — | — | — | — | — | — | |
| Pix2Pix2026.01 | 127.4 | 0.1047 | 14.751 | 67.5 | — | — | — | — | — | — | — | |
| DDIB2026.01 | 144.34 | 0.0913 | 10.881 | 125.7 | — | — | — | — | — | — | — | |
| pix2pixResolution=1024x10242026.06 | 186.3988 | — | — | 186.38 | — | — | 0.3624 | — | 0.5631 | 0.0851 | 0.0282 | |
| DDBMBatch Size=Same with USI-GAN2025.07 | 188.51 | 0.1891 | 14.6195 | — | 14.87 | -7.3041 | 0.3442 | 0.5901 | — | — | — |