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Prostate Segmentation on PROMISE12 (test)

87.99DSCBaseline
51.184460.739770.29579.8503Jul 12, 2021Nov 2, 2021Feb 24, 2022Jun 18, 2022Oct 9, 2022Jan 31, 2023May 25, 2023

Evaluation results

MethodLinks
BaselineLabeled data ratio=100%2021.0787.995.046.87—
OursSource Domain=MSD05, Backbone=DeepLabv3+ (MobileNetV2)2023.0386.9———
TentSource Domain=MSD05, Backbone=DeepLabv3+ (MobileNetV2)2023.0385.64———
U-NetLabeled Scans=35 (100%), Unlabeled Scans=02023.0584.76——1.58
ERMSource Domain=MSD05, Backbone=DeepLabv3+ (MobileNetV2)2023.0383———
SCP-NetLabeled Scans=7, Unlabeled Scans=282023.0577.06——3.52
MT+CAVATLabeled data ratio=5%2021.0772.338.9212.33—
CCTLabeled Scans=7, Unlabeled Scans=282023.0571.43——16.61
MTLabeled Scans=7, Unlabeled Scans=282023.0571.42——7.58
Mean TeacherLabeled data ratio=5%2021.0771.096.7616.19—
SLC-NetLabeled Scans=7, Unlabeled Scans=282023.0568.31——4.69
MC-NetLabeled Scans=7, Unlabeled Scans=282023.0567.36——2.81
COT+CAVATLabeled data ratio=5%2021.0766.6515.2911.57—
UAMTLabeled Scans=7, Unlabeled Scans=282023.0565.69——2.43
CAVATLabeled data ratio=5%2021.0765.3814.5511.55—
CAVAT (rw = 0)Labeled data ratio=5%2021.0763.6815.5715.12—
URPCLabeled Scans=7, Unlabeled Scans=282023.0563.23——4.33
VATLabeled data ratio=5%2021.0762.8914.1216.98—
SSNetLabeled Scans=7, Unlabeled Scans=282023.0562.31——4.36
U-NetLabeled Scans=7 (10%), Unlabeled Scans=02023.0560.88——13.87
Entropy minLabeled data ratio=5%2021.0756.3910.9526.7—
BaselineLabeled data ratio=5%2021.0755.9511.8628.83—
Co-trainingLabeled data ratio=5%2021.0752.612.2234.6—