Medical Image Segmentation on PraNet
91.94DiceBaseline
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BaselineBackbone=MedSAM, Trigger=None2026.01 | 91.94 | 95.65 | 88.1 | |
| MedSAMTrigger=Clean2026.01 | 91.94 | 95.65 | 88.1 | |
| StealthMarkBackbone=MedSAM, Trigger=Noise [49]2026.01 | 91.85 | 95.6 | 88.1 | |
| StealthMarkArchitecture=MedSAM, Trigger=Text [16]2026.01 | 91.02 | 95.4 | 88.12 | |
| StealthMarkArchitecture=MedSAM, Trigger=Patch [16]2026.01 | 90.86 | 94.69 | 87.21 | |
| StealthMarkArchitecture=SAM, Trigger=Patch [16]2026.01 | 90.83 | 94.9 | 85.24 | |
| BaselineBackbone=SAM, Trigger=None2026.01 | 90.52 | 94.74 | 85.44 | |
| SAMTrigger=Clean2026.01 | 90.52 | 94.74 | 85.44 | |
| StealthMarkBackbone=SAM, Trigger=Noise [49]2026.01 | 90.14 | 94.33 | 85.61 | |
| StealthMarkBackbone=MedSAM, Trigger=Black Edge2026.01 | 90.1 | 95.07 | 88.12 | |
| BackdoorArchitecture=MedSAM, Trigger=Text [16]2026.01 | 90.1 | 84.17 | 68.71 | |
| StealthMarkBackbone=SAM, Trigger=Black Edge2026.01 | 90.02 | 94.36 | 85.44 | |
| StealthMarkArchitecture=SAM, Trigger=Text [16]2026.01 | 90 | 94.99 | 85.43 | |
| BackdoorArchitecture=SAM, Trigger=Text [16]2026.01 | 88.32 | 50.94 | 48.74 | |
| Backdoor WatermarkBackbone=MedSAM, Trigger=Noise [49]2026.01 | 84.58 | 72.69 | 71.36 | |
| Backdoor WatermarkBackbone=SAM, Trigger=Noise [49]2026.01 | 82.4 | 49.1 | 45.55 | |
| StealthMarkArchitecture=Swin-UNet, Trigger=Text [16]2026.01 | 74.12 | 89.79 | 72.92 | |
| BaselineBackbone=Swin-UNet, Trigger=None2026.01 | 73.18 | 92.08 | 72.9 | |
| Swin-UNetTrigger=Clean2026.01 | 73.18 | 92.08 | 72.9 | |
| BaselineBackbone=nnUNet, Trigger=None2026.01 | 71.39 | 89.74 | 71.03 | |
| nnUNetTrigger=Clean2026.01 | 71.39 | 89.74 | 71.03 | |
| StealthMarkArchitecture=nnUNet, Trigger=Patch [16]2026.01 | 71.34 | 88.84 | 67.48 | |
| StealthMarkBackbone=nnUNet, Trigger=Noise [49]2026.01 | 70.67 | 89.74 | 71.02 | |
| StealthMarkArchitecture=Swin-UNet, Trigger=Patch [16]2026.01 | 70.28 | 90.03 | 69.89 | |
| StealthMarkArchitecture=nnUNet, Trigger=Text [16]2026.01 | 69.96 | 89.74 | 68.6 | |
| Backdoor WatermarkBackbone=MedSAM, Trigger=Black Edge2026.01 | 69.87 | 60.26 | 46.69 | |
| StealthMarkBackbone=Swin-UNet, Trigger=Black Edge2026.01 | 68.38 | 85.57 | 68.57 | |
| Backdoor WatermarkBackbone=SAM, Trigger=Black Edge2026.01 | 65.71 | 48.61 | 44.31 | |
| StealthMarkBackbone=nnUNet, Trigger=Black Edge2026.01 | 64.32 | 82.56 | 61.07 | |
| StealthMarkBackbone=Swin-UNet, Trigger=Noise [49]2026.01 | 60.3 | 85.75 | 60.75 | |
| BackdoorArchitecture=MedSAM, Trigger=Patch [16]2026.01 | 58.95 | 57.39 | 46.69 | |
| StealthMarkBackbone=Trans-UNet, Trigger=Noise [49]2026.01 | 57.71 | 81.17 | 57.8 | |
| BaselineBackbone=Trans-UNet, Trigger=None2026.01 | 57.38 | 83.89 | 58.13 | |
| Trans-UNetTrigger=Clean2026.01 | 57.38 | 83.89 | 58.13 | |
| StealthMarkArchitecture=Trans-UNet, Trigger=Patch [16]2026.01 | 57.12 | 82.61 | 52.7 | |
| Backdoor WatermarkBackbone=nnUNet, Trigger=Noise [49]2026.01 | 56.39 | 77.17 | 44.74 | |
| StealthMarkBackbone=Trans-UNet, Trigger=Black Edge2026.01 | 56.07 | 80.7 | 57.7 | |
| BackdoorArchitecture=nnUNet, Trigger=Patch [16]2026.01 | 55.51 | 52.94 | 39.77 | |
| BackdoorArchitecture=SAM, Trigger=Patch [16]2026.01 | 55.07 | 51.76 | 47.25 | |
| StealthMarkArchitecture=Trans-UNet, Trigger=Text [16]2026.01 | 53.86 | 80.6 | 55.66 | |
| BackdoorArchitecture=Trans-UNet, Trigger=Patch [16]2026.01 | 53.49 | 48.97 | 30.8 | |
| BackdoorArchitecture=nnUNet, Trigger=Text [16]2026.01 | 42.12 | 59.23 | 39.06 | |
| BackdoorArchitecture=Trans-UNet, Trigger=Text [16]2026.01 | 41.74 | 50.56 | 30.6 | |
| Backdoor WatermarkBackbone=Trans-UNet, Trigger=Black Edge2026.01 | 33.97 | 60.04 | 21.42 | |
| Backdoor WatermarkBackbone=Swin-UNet, Trigger=Noise [49]2026.01 | 32.41 | 48.83 | 34.92 | |
| BackdoorArchitecture=Swin-UNet, Trigger=Patch [16]2026.01 | 32.1 | 48.72 | 34.05 | |
| Backdoor WatermarkBackbone=Trans-UNet, Trigger=Noise [49]2026.01 | 30.71 | 55.76 | 11.91 | |
| Backdoor WatermarkBackbone=nnUNet, Trigger=Black Edge2026.01 | 29.26 | 49.35 | 34.09 | |
| BackdoorArchitecture=Swin-UNet, Trigger=Text [16]2026.01 | 27.92 | 50.62 | 28.36 | |
| Backdoor WatermarkBackbone=Swin-UNet, Trigger=Black Edge2026.01 | 19.06 | 32.97 | 22.13 |