ECG segmentation on LUDB 1/16 labeled ratio N=84
78.4mIoUMT + CardioMix
Evaluation Results
| Method | Links | |
|---|---|---|
| MT + CardioMixBase algorithm=Mean Teacher (MT), Fusion strategy=CardioMix2026.05 | 78.4 | |
| FixMatch + CardioMixBase algorithm=FixMatch, Fusion strategy=CardioMix2026.05 | 76.8 | |
| ReCo + CardioMixBase algorithm=ReCo, Fusion strategy=CardioMix2026.05 | 75.3 | |
| CPS + CardioMixBase algorithm=CPS, Fusion strategy=CardioMix2026.05 | 75 | |
| MT + UPCBase algorithm=Mean Teacher (MT), Fusion strategy=UPC2026.05 | 74.9 | |
| CPS + AugSegBase algorithm=CPS, Fusion strategy=AugSeg2026.05 | 74.4 | |
| ReCo + UPCBase algorithm=ReCo, Fusion strategy=UPC2026.05 | 74.3 | |
| CPS + CutMixBase algorithm=CPS, Fusion strategy=CutMix2026.05 | 74.1 | |
| CPS + UPCBase algorithm=CPS, Fusion strategy=UPC2026.05 | 73.9 | |
| MT + CutMixBase algorithm=Mean Teacher (MT), Fusion strategy=CutMix2026.05 | 73.8 | |
| MT + AugSegBase algorithm=Mean Teacher (MT), Fusion strategy=AugSeg2026.05 | 73.8 | |
| ST++ + CardioMixBase algorithm=ST++, Fusion strategy=CardioMix2026.05 | 73.8 | |
| FixMatch + UPCBase algorithm=FixMatch, Fusion strategy=UPC2026.05 | 73.6 | |
| MTBase algorithm=Mean Teacher (MT), Fusion strategy=None2026.05 | 73.4 | |
| FixMatch + CutMixBase algorithm=FixMatch, Fusion strategy=CutMix2026.05 | 73.4 | |
| ST++ + UPCBase algorithm=ST++, Fusion strategy=UPC2026.05 | 73.4 | |
| ReCo + CutMixBase algorithm=ReCo, Fusion strategy=CutMix2026.05 | 73.3 | |
| ReCo + AugSegBase algorithm=ReCo, Fusion strategy=AugSeg2026.05 | 73.3 | |
| FixMatch + AugSegBase algorithm=FixMatch, Fusion strategy=AugSeg2026.05 | 73.1 | |
| ST++ + AugSegBase algorithm=ST++, Fusion strategy=AugSeg2026.05 | 72.9 | |
| ST++ + CutMixBase algorithm=ST++, Fusion strategy=CutMix2026.05 | 72.3 | |
| ReCoBase algorithm=ReCo, Fusion strategy=None2026.05 | 71.7 | |
| FixMatchBase algorithm=FixMatch, Fusion strategy=None2026.05 | 71.6 | |
| ST++Base algorithm=ST++, Fusion strategy=None2026.05 | 71.6 | |
| CPSBase algorithm=CPS, Fusion strategy=None2026.05 | 70.5 | |
| ScratchTraining=Supervised2026.05 | 65.6 |