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Vessel Segmentation on CHASE DB1

0.8908clDicennU-Net
0.1713280.3581140.54490.731686Jan 31, 2026Feb 23, 2026Mar 19, 2026Apr 12, 2026May 5, 2026May 29, 2026Jun 22, 2026

Evaluation results

MethodLinks
nnU-NetType=FULL2026.040.89080.8601—
UniVGType=DE2026.040.88850.8539—
MedSAMType=PFM2026.040.87760.844—
MOCOType=PFM2026.040.8750.8396—
SimSiamType=PFM-V2026.040.8730.8377—
nnU-NetType=FIVE2026.040.87050.8426—
SAMType=PFM2026.040.86920.8354—
SimSiamType=PFM2026.040.86030.8325—
PEPA SAM2026.060.855—0.708
UNetType=FULL2026.040.84520.8055—
CPSType=WSL2026.040.83930.8042—
AGMMType=WSL2026.040.83820.709—
SimCLRType=PFM2026.040.83740.802—
YoloCurvSegType=DE2026.040.83450.8089—
FPBE SAM2026.060.832—0.703
iBOTType=PFM-V2026.040.82730.813—
Vessel-captchaType=WSL2026.040.81880.7998—
HM-Mamba2026.060.815—0.689
MedSAM2026.010.8110.1790.098
iBOTType=PFM2026.040.80530.7881—
GCC-UNet2026.060.805—0.683
DBDMType=WSL2026.040.79920.6718—
CCTType=WSL2026.040.79490.7738—
Mid-Net2026.060.788—0.661
nnU-Net2026.060.787—0.676
FSG-NetType=FIVE2026.040.78510.7703—
TVS-Net2026.060.78—0.665
CrossDiff2026.060.76—0.634
DBCNet2026.060.758—0.642
MASSLType=WSL2026.040.75250.7382—
UNetType=FIVE2026.040.73530.7262—
Retina-UnetType=FIVE2026.040.73470.7092—
MAEType=PFM2026.040.71230.7264—
PVAType=WSL2026.040.60280.5791—
RetSAMEvaluation Protocol=Finetune2026.010.2660.8150.655
RetFound2026.010.2610.6650.498
RetSAMEvaluation Protocol=Linear2026.010.2590.8040.674
MedSAM22026.010.2280.7440.594
SAM22026.010.2210.7720.629
Med-SAM-Adapter2026.010.2170.7150.557
SAM32026.010.2060.7840.638
SAM2-UNet2026.010.1990.7930.657
Our (UniVG)number of training images=52026.04—0.8539—
SOTA (Bhati et al., 2025)number of training images=202026.04—0.8401—