Medical Image Segmentation on UKBB
94.79Dice ScoreBaseline
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BaselineBackbone=MedSAM, Trigger=None2026.01 | 94.79 | 99.78 | 93.45 | |
| MedSAMTrigger=Clean2026.01 | 94.79 | 99.78 | 93.45 | |
| BaselineBackbone=nnUNet, Trigger=None2026.01 | 94.73 | 97.35 | 95.42 | |
| nnUNetTrigger=Clean2026.01 | 94.73 | 97.35 | 95.42 | |
| StealthMarkArchitecture=MedSAM, Trigger=Text [16]2026.01 | 94.69 | 99.73 | 93.4 | |
| StealthMarkBackbone=nnUNet, Trigger=Noise [49]2026.01 | 94.67 | 97.35 | 95.42 | |
| StealthMarkArchitecture=MedSAM, Trigger=Patch [16]2026.01 | 94.4 | 99.77 | 93.4 | |
| Backdoor WatermarkBackbone=Swin-UNet, Trigger=Black Edge2026.01 | 94.27 | 99.72 | 90.21 | |
| StealthMarkArchitecture=nnUNet, Trigger=Patch [16]2026.01 | 94.16 | 97.3 | 93.51 | |
| StealthMarkBackbone=MedSAM, Trigger=Black Edge2026.01 | 93.93 | 99.78 | 93.42 | |
| StealthMarkArchitecture=nnUNet, Trigger=Text [16]2026.01 | 93.87 | 97.34 | 93.62 | |
| StealthMarkBackbone=MedSAM, Trigger=Noise [49]2026.01 | 93.84 | 99.8 | 93.2 | |
| BackdoorArchitecture=MedSAM, Trigger=Text [16]2026.01 | 93.84 | 99.72 | 93.41 | |
| BaselineBackbone=Swin-UNet, Trigger=None2026.01 | 93.3 | 99.78 | 91.42 | |
| Swin-UNetTrigger=Clean2026.01 | 93.3 | 99.78 | 91.42 | |
| StealthMarkArchitecture=Swin-UNet, Trigger=Patch [16]2026.01 | 93.3 | 99.78 | 91.42 | |
| BackdoorArchitecture=SAM, Trigger=Text [16]2026.01 | 93.07 | 99.72 | 90.62 | |
| Backdoor WatermarkBackbone=MedSAM, Trigger=Black Edge2026.01 | 92.98 | 99.75 | 91.15 | |
| Backdoor WatermarkBackbone=MedSAM, Trigger=Noise [49]2026.01 | 92.89 | 99.75 | 93.41 | |
| StealthMarkBackbone=nnUNet, Trigger=Black Edge2026.01 | 92.83 | 97.33 | 93.24 | |
| StealthMarkArchitecture=SAM, Trigger=Text [16]2026.01 | 92.66 | 99.73 | 91.24 | |
| BackdoorArchitecture=MedSAM, Trigger=Patch [16]2026.01 | 92.39 | 99.75 | 93.2 | |
| BackdoorArchitecture=SAM, Trigger=Patch [16]2026.01 | 92.28 | 99.72 | 90.5 | |
| StealthMarkBackbone=SAM, Trigger=Noise [49]2026.01 | 92.17 | 99.73 | 90.54 | |
| StealthMarkBackbone=SAM, Trigger=Black Edge2026.01 | 92.16 | 99.67 | 90.47 | |
| Backdoor WatermarkBackbone=SAM, Trigger=Noise [49]2026.01 | 92.15 | 99.7 | 90.47 | |
| StealthMarkArchitecture=Swin-UNet, Trigger=Text [16]2026.01 | 91.92 | 99.77 | 89.83 | |
| BaselineBackbone=SAM, Trigger=None2026.01 | 91.87 | 99.73 | 90.8 | |
| SAMTrigger=Clean2026.01 | 91.87 | 99.73 | 90.8 | |
| StealthMarkArchitecture=SAM, Trigger=Patch [16]2026.01 | 91.81 | 99.73 | 89.73 | |
| BackdoorArchitecture=nnUNet, Trigger=Patch [16]2026.01 | 90.94 | 97.3 | 92.55 | |
| Backdoor WatermarkBackbone=nnUNet, Trigger=Noise [49]2026.01 | 90.93 | 97.35 | 95.22 | |
| Backdoor WatermarkBackbone=Swin-UNet, Trigger=Noise [49]2026.01 | 90.9 | 99.76 | 88.75 | |
| Backdoor WatermarkBackbone=Trans-UNet, Trigger=Noise [49]2026.01 | 90.86 | 99.38 | 88.67 | |
| BaselineBackbone=Trans-UNet, Trigger=None2026.01 | 90.79 | 99.65 | 88.81 | |
| Trans-UNetTrigger=Clean2026.01 | 90.79 | 99.65 | 88.81 | |
| StealthMarkBackbone=Trans-UNet, Trigger=Noise [49]2026.01 | 90.77 | 99.65 | 88.795 | |
| Backdoor WatermarkBackbone=SAM, Trigger=Black Edge2026.01 | 90.71 | 99.66 | 88.61 | |
| StealthMarkArchitecture=Trans-UNet, Trigger=Patch [16]2026.01 | 90.7 | 99.69 | 83.79 | |
| BackdoorArchitecture=Trans-UNet, Trigger=Patch [16]2026.01 | 90.09 | 99.66 | 88.76 | |
| BackdoorArchitecture=nnUNet, Trigger=Text [16]2026.01 | 89.99 | 97.31 | 93.72 | |
| StealthMarkBackbone=Swin-UNet, Trigger=Noise [49]2026.01 | 89.73 | 99.76 | 87.62 | |
| Backdoor WatermarkBackbone=nnUNet, Trigger=Black Edge2026.01 | 89.09 | 97.22 | 92.42 | |
| Backdoor WatermarkBackbone=Trans-UNet, Trigger=Black Edge2026.01 | 87.41 | 99.32 | 85.61 | |
| StealthMarkBackbone=Swin-UNet, Trigger=Black Edge2026.01 | 87.35 | 99.78 | 90.21 | |
| StealthMarkArchitecture=Trans-UNet, Trigger=Text [16]2026.01 | 87.31 | 99.51 | 85.43 | |
| BackdoorArchitecture=Swin-UNet, Trigger=Text [16]2026.01 | 87.03 | 99.73 | 85.07 | |
| StealthMarkBackbone=Trans-UNet, Trigger=Black Edge2026.01 | 85.28 | 99.61 | 86.58 | |
| BackdoorArchitecture=Swin-UNet, Trigger=Patch [16]2026.01 | 84.91 | 99.75 | 83.18 | |
| BackdoorArchitecture=Trans-UNet, Trigger=Text [16]2026.01 | 84.81 | 98.79 | 83.55 |