Medical Image Segmentation on EchoNet
96.24DiceStealthMark
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| StealthMarkBackbone=MedSAM, Trigger=Noise [49]2026.01 | 96.24 | 99.89 | 96.44 | |
| BaselineBackbone=MedSAM, Trigger=None2026.01 | 96.22 | 99.89 | 96.42 | |
| MedSAMTrigger=Clean2026.01 | 96.22 | 99.89 | 96.42 | |
| StealthMarkArchitecture=MedSAM, Trigger=Text [16]2026.01 | 96.21 | 99.9 | 96.42 | |
| StealthMarkBackbone=MedSAM, Trigger=Black Edge2026.01 | 96.19 | 99.88 | 96.45 | |
| StealthMarkArchitecture=MedSAM, Trigger=Patch [16]2026.01 | 96.15 | 99.85 | 96.44 | |
| StealthMarkBackbone=Swin-UNet, Trigger=Noise [49]2026.01 | 95.53 | 99.79 | 94.76 | |
| StealthMarkBackbone=Swin-UNet, Trigger=Black Edge2026.01 | 95.45 | 99.81 | 94.68 | |
| StealthMarkBackbone=SAM, Trigger=Noise [49]2026.01 | 95.45 | 99.8 | 94.69 | |
| StealthMarkArchitecture=SAM, Trigger=Text [16]2026.01 | 95.44 | 99.8 | 94.69 | |
| StealthMarkBackbone=SAM, Trigger=Black Edge2026.01 | 95.42 | 99.79 | 94.66 | |
| StealthMarkArchitecture=Swin-UNet, Trigger=Patch [16]2026.01 | 95.4 | 99.8 | 94.63 | |
| StealthMarkArchitecture=SAM, Trigger=Patch [16]2026.01 | 95.39 | 99.79 | 94.66 | |
| Backdoor WatermarkBackbone=Swin-UNet, Trigger=Noise [49]2026.01 | 95.38 | 99.81 | 94.6 | |
| BackdoorArchitecture=Swin-UNet, Trigger=Text [16]2026.01 | 95.38 | 99.8 | 94.6 | |
| BaselineBackbone=Swin-UNet, Trigger=None2026.01 | 95.37 | 99.82 | 94.6 | |
| Swin-UNetTrigger=Clean2026.01 | 95.37 | 99.82 | 94.6 | |
| StealthMarkArchitecture=Swin-UNet, Trigger=Text [16]2026.01 | 95.33 | 99.8 | 94.6 | |
| BaselineBackbone=SAM, Trigger=None2026.01 | 95.3 | 99.79 | 94.53 | |
| SAMTrigger=Clean2026.01 | 95.3 | 99.79 | 94.53 | |
| Backdoor WatermarkBackbone=SAM, Trigger=Black Edge2026.01 | 95.29 | 99.81 | 94.54 | |
| BackdoorArchitecture=MedSAM, Trigger=Text [16]2026.01 | 95.25 | 99.88 | 96.42 | |
| BackdoorArchitecture=SAM, Trigger=Text [16]2026.01 | 95.21 | 99.79 | 94.41 | |
| Backdoor WatermarkBackbone=MedSAM, Trigger=Black Edge2026.01 | 95.16 | 99.88 | 96.4 | |
| BackdoorArchitecture=Swin-UNet, Trigger=Patch [16]2026.01 | 95.16 | 99.76 | 94.37 | |
| Backdoor WatermarkBackbone=Swin-UNet, Trigger=Black Edge2026.01 | 94.85 | 99.75 | 94.01 | |
| StealthMarkArchitecture=Trans-UNet, Trigger=Patch [16]2026.01 | 94.59 | 99.73 | 93.8 | |
| BaselineBackbone=Trans-UNet, Trigger=None2026.01 | 94.27 | 99.73 | 93.5 | |
| Trans-UNetTrigger=Clean2026.01 | 94.27 | 99.73 | 93.5 | |
| StealthMarkBackbone=Trans-UNet, Trigger=Noise [49]2026.01 | 94.17 | 99.71 | 93.39 | |
| StealthMarkBackbone=Trans-UNet, Trigger=Black Edge2026.01 | 94.17 | 99.56 | 93.39 | |
| StealthMarkArchitecture=Trans-UNet, Trigger=Text [16]2026.01 | 94.15 | 99.67 | 93.36 | |
| BackdoorArchitecture=Trans-UNet, Trigger=Patch [16]2026.01 | 94.04 | 99.68 | 93.19 | |
| BackdoorArchitecture=Trans-UNet, Trigger=Text [16]2026.01 | 93.4 | 99.55 | 92.6 | |
| Backdoor WatermarkBackbone=Trans-UNet, Trigger=Noise [49]2026.01 | 93.27 | 99.53 | 92.53 | |
| Backdoor WatermarkBackbone=MedSAM, Trigger=Noise [49]2026.01 | 92.74 | 99.89 | 95.45 | |
| BackdoorArchitecture=MedSAM, Trigger=Patch [16]2026.01 | 92.48 | 98.89 | 91.6 | |
| BaselineBackbone=nnUNet, Trigger=None2026.01 | 92.28 | 96.08 | 91.33 | |
| StealthMarkBackbone=nnUNet, Trigger=Noise [49]2026.01 | 92.28 | 96.05 | 91.33 | |
| nnUNetTrigger=Clean2026.01 | 92.28 | 96.08 | 91.33 | |
| StealthMarkArchitecture=nnUNet, Trigger=Patch [16]2026.01 | 92.27 | 96.05 | 91.35 | |
| StealthMarkArchitecture=nnUNet, Trigger=Text [16]2026.01 | 92.24 | 96.08 | 91.3 | |
| Backdoor WatermarkBackbone=Trans-UNet, Trigger=Black Edge2026.01 | 91.82 | 99.32 | 91.1 | |
| Backdoor WatermarkBackbone=nnUNet, Trigger=Noise [49]2026.01 | 91.44 | 96 | 90.41 | |
| StealthMarkBackbone=nnUNet, Trigger=Black Edge2026.01 | 91.37 | 96.01 | 90.44 | |
| BackdoorArchitecture=nnUNet, Trigger=Text [16]2026.01 | 91.26 | 96.12 | 91.32 | |
| BackdoorArchitecture=nnUNet, Trigger=Patch [16]2026.01 | 90.76 | 96 | 91.33 | |
| Backdoor WatermarkBackbone=nnUNet, Trigger=Black Edge2026.01 | 90.43 | 95.59 | 90.69 | |
| Backdoor WatermarkBackbone=SAM, Trigger=Noise [49]2026.01 | 72.26 | 39.47 | 72.26 | |
| BackdoorArchitecture=SAM, Trigger=Patch [16]2026.01 | 72.26 | 38.53 | 72.26 |