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ResearchFormerly WizWand

Medical Image Segmentation on ACDC 5% labeled (test)

0.8875DiceAD-MT
0.4433160.5586330.673950.789267Oct 2, 2023Nov 6, 2023Dec 11, 2023Jan 16, 2024Feb 20, 2024Mar 26, 2024May 1, 2024
Updated 8mo ago

Evaluation results

MethodLinks
AD-MTlabeled data count=5%2023.110.88750.80411.480.5
CrossMatchLab.=3(5%), Unlab.=67(95%)2024.050.88270.80171.530.46
BCPlabeled data count=5%2023.110.87590.78671.90.67
PS-MTlabeled data count=5%2023.110.86940.7794.652.18
UniMatchLab.=3(5%), Unlab.=67(95%)2024.050.84380.75545.061.04
URCALab.=3(5%), Unlab.=67(95%)2024.050.8331—6.952.16
Cross-ALDLabeled Scans=3 (5%), Unlabeled Scans=67 (95%), Para. (M)=1.83, MACs(G)=2.992023.100.8060.69085.961.9
DMDLab.=3(5%), Unlab.=67(95%)2024.050.8060.69085.961.9
CPSlabeled data count=5%2023.110.70150.61175.962.14
SS-NetLabeled Scans=3 (5%), Unlabeled Scans=67 (95%), Para. (M)=1.83, MACs(G)=2.992023.100.65820.55386.672.28
SS-Netlabeled data count=5%2023.110.65820.55386.672.28
SS-NetLab.=3(5%), Unlab.=67(95%)2024.050.65820.55386.672.28
MC-NetLabeled Scans=3 (5%), Unlabeled Scans=67 (95%), Para. (M)=2.58, MACs(G)=5.392023.100.62850.52297.622.33
MC-Net+labeled data count=5%2023.110.62850.52297.622.33
MC-NetLab.=3(5%), Unlab.=67(95%)2024.050.62850.52297.622.33
SASSNetLabeled Scans=3 (5%), Unlabeled Scans=67 (95%), Para. (M)=1.81, MACs(G)=3.022023.100.57770.461420.056.06
SASSNetlabeled data count=5%2023.110.57770.461420.056.06
SASSNetLab.=3(5%), Unlab.=67(95%)2024.050.57770.461420.056.06
DTCLabeled Scans=3 (5%), Unlabeled Scans=67 (95%), Para. (M)=1.81, MACs(G)=3.022023.100.5690.456723.367.39
DTClabeled data count=5%2023.110.5690.456723.367.39
DTCLab.=3(5%), Unlab.=67(95%)2024.050.5690.456723.367.39
URPCLabeled Scans=3 (5%), Unlabeled Scans=67 (95%), Para. (M)=1.83, MACs(G)=3.022023.100.55870.446413.63.74
URPClabeled data count=5%2023.110.55870.446413.63.74
URPCLab.=3(5%), Unlab.=67(95%)2024.050.55870.446413.63.74
U-NetLabeled Scans=3 (5%), Unlabeled Scans=0, Para. (M)=1.81, MACs(G)=2.992023.100.47830.370131.1612.62
U-Net (SupOnly)labeled data count=5%2023.110.47830.370131.1612.62
U-NetLab.=3(5%), Unlab.=02024.050.47830.370131.1612.62
UA-MTLabeled Scans=3 (5%), Unlabeled Scans=67 (95%), Para. (M)=1.81, MACs(G)=2.992023.100.46040.359720.087.75
UA-MTlabeled data count=5%2023.110.46040.359720.087.75
UA-MTLab.=3(5%), Unlab.=67(95%)2024.050.46040.359720.087.75