Medical Image Segmentation on SEG
69.34DiceBaseline
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| BaselineBackbone=Swin-UNet, Trigger=None2026.01 | 69.34 | 95.37 | 75.69 | |
| Swin-UNetTrigger=Clean2026.01 | 69.34 | 95.37 | 75.69 | |
| StealthMarkArchitecture=Swin-UNet, Trigger=Patch [16]2026.01 | 68.91 | 95.05 | 75.61 | |
| StealthMarkBackbone=Swin-UNet, Trigger=Black Edge2026.01 | 68.81 | 95.45 | 75.82 | |
| StealthMarkBackbone=Swin-UNet, Trigger=Noise [49]2026.01 | 68.09 | 95.38 | 71.16 | |
| BaselineBackbone=MedSAM, Trigger=None2026.01 | 67.36 | 96.72 | 77.85 | |
| MedSAMTrigger=Clean2026.01 | 67.36 | 96.72 | 77.85 | |
| StealthMarkArchitecture=MedSAM, Trigger=Patch [16]2026.01 | 67.12 | 96.68 | 75.51 | |
| StealthMarkBackbone=MedSAM, Trigger=Black Edge2026.01 | 66.68 | 96.58 | 76.44 | |
| StealthMarkArchitecture=Swin-UNet, Trigger=Text [16]2026.01 | 66.06 | 95.03 | 73.12 | |
| BackdoorArchitecture=Swin-UNet, Trigger=Patch [16]2026.01 | 65.9 | 93.79 | 75.61 | |
| StealthMarkArchitecture=MedSAM, Trigger=Text [16]2026.01 | 65.33 | 96.7 | 76.29 | |
| Backdoor WatermarkBackbone=MedSAM, Trigger=Black Edge2026.01 | 64.66 | 96.62 | 76.29 | |
| BackdoorArchitecture=Swin-UNet, Trigger=Text [16]2026.01 | 64.47 | 93.89 | 74.59 | |
| Backdoor WatermarkBackbone=Swin-UNet, Trigger=Noise [49]2026.01 | 64.42 | 95.38 | 70.08 | |
| Backdoor WatermarkBackbone=MedSAM, Trigger=Noise [49]2026.01 | 63.99 | 94.78 | 73.95 | |
| StealthMarkBackbone=MedSAM, Trigger=Noise [49]2026.01 | 63.99 | 95.75 | 74.34 | |
| Backdoor WatermarkBackbone=Swin-UNet, Trigger=Black Edge2026.01 | 63.7 | 93.69 | 72.68 | |
| BackdoorArchitecture=MedSAM, Trigger=Text [16]2026.01 | 63.31 | 95.75 | 75.51 | |
| BaselineBackbone=SAM, Trigger=None2026.01 | 60.73 | 94.17 | 69.23 | |
| SAMTrigger=Clean2026.01 | 60.73 | 94.17 | 69.23 | |
| StealthMarkArchitecture=SAM, Trigger=Patch [16]2026.01 | 60.33 | 94.12 | 67.87 | |
| Backdoor WatermarkBackbone=SAM, Trigger=Black Edge2026.01 | 59.59 | 94.09 | 67.1 | |
| StealthMarkBackbone=SAM, Trigger=Black Edge2026.01 | 59.44 | 94.2 | 66.69 | |
| StealthMarkArchitecture=SAM, Trigger=Text [16]2026.01 | 58.68 | 93.82 | 65.98 | |
| StealthMarkBackbone=SAM, Trigger=Noise [49]2026.01 | 58.41 | 93.75 | 65.23 | |
| BackdoorArchitecture=SAM, Trigger=Text [16]2026.01 | 57.77 | 93.23 | 65.44 | |
| StealthMarkBackbone=Trans-UNet, Trigger=Black Edge2026.01 | 56.36 | 90.22 | 58.35 | |
| StealthMarkBackbone=Trans-UNet, Trigger=Noise [49]2026.01 | 55.93 | 90.47 | 57.66 | |
| BaselineBackbone=Trans-UNet, Trigger=None2026.01 | 55.55 | 90.73 | 58.72 | |
| Trans-UNetTrigger=Clean2026.01 | 55.55 | 90.73 | 58.72 | |
| StealthMarkArchitecture=Trans-UNet, Trigger=Patch [16]2026.01 | 55.41 | 90.53 | 58.23 | |
| Backdoor WatermarkBackbone=Trans-UNet, Trigger=Noise [49]2026.01 | 54.31 | 90.18 | 58.57 | |
| StealthMarkArchitecture=Trans-UNet, Trigger=Text [16]2026.01 | 54.14 | 89.56 | 57.68 | |
| BackdoorArchitecture=MedSAM, Trigger=Patch [16]2026.01 | 53.42 | 82.21 | 56.05 | |
| BackdoorArchitecture=Trans-UNet, Trigger=Text [16]2026.01 | 51.94 | 87.45 | 55.93 | |
| BaselineBackbone=nnUNet, Trigger=None2026.01 | 50.1 | 75.4 | 93.5 | |
| nnUNetTrigger=Clean2026.01 | 50.1 | 75.4 | 93.5 | |
| StealthMarkArchitecture=nnUNet, Trigger=Patch [16]2026.01 | 50.1 | 75.4 | 93.44 | |
| StealthMarkBackbone=nnUNet, Trigger=Noise [49]2026.01 | 49.84 | 75.42 | 92.83 | |
| StealthMarkArchitecture=nnUNet, Trigger=Text [16]2026.01 | 49.75 | 75.39 | 93.52 | |
| StealthMarkBackbone=nnUNet, Trigger=Black Edge2026.01 | 49.64 | 75.36 | 91.05 | |
| Backdoor WatermarkBackbone=nnUNet, Trigger=Noise [49]2026.01 | 49.14 | 75.4 | 93.4 | |
| BackdoorArchitecture=nnUNet, Trigger=Text [16]2026.01 | 49.09 | 73.89 | 93.02 | |
| Backdoor WatermarkBackbone=nnUNet, Trigger=Black Edge2026.01 | 48.69 | 73.84 | 88.54 | |
| Backdoor WatermarkBackbone=SAM, Trigger=Noise [49]2026.01 | 48.41 | 21.42 | 48.41 | |
| BackdoorArchitecture=SAM, Trigger=Patch [16]2026.01 | 48.31 | 72.02 | 48.31 | |
| BackdoorArchitecture=nnUNet, Trigger=Patch [16]2026.01 | 48.21 | 74.64 | 90.48 | |
| Backdoor WatermarkBackbone=Trans-UNet, Trigger=Black Edge2026.01 | 47.96 | 78.13 | 47.96 | |
| BackdoorArchitecture=Trans-UNet, Trigger=Patch [16]2026.01 | 47.9 | 80.08 | 48.1 |