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ResearchFormerly WizWand

Cardiac Segmentation

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

Adaptive t-vMF Dice loss

93.68Avg Dice

162

May 12, 2026

91.3RV Score

68

Mar 24, 2026

Public Cardiac CT to MRI

93.3AA Score

51

Mar 24, 2026

ACDC-C (unseen test)

84.08Dice Score

36

Feb 26, 2026

96.1Dice (LV)

33

Jul 2, 2026

Average (ACDC, M&Ms, RandBias, RandGhosting, RandMotion, RandSpike) (out-of-domain)

81.25Dice Score

32

Feb 26, 2026

Cardiac b-SSFP MRI

71.26DSC (LV-BP)

24

May 12, 2026

ACDC 10% labeled scans

90.27Dice

19

Feb 26, 2026

Cross-site unseen (test)

82.94Dice Score

18

Feb 26, 2026

Cardiac CMR SAX cine

BAAI Cardiac Agent

92.44LV Myo Score

15

Apr 7, 2026

MSCMRseg (test)

94.4LV Dice

14

Feb 26, 2026

M&Ms (out-of-domain)

90.31Dice Score

13

Feb 26, 2026

EchoNet-Dynamic (test)

GT-mask EF proxy ceiling

100Dice Score

12

Jun 23, 2026

Special Case 145 images (evaluation)

45.5mIoU

11

Mar 24, 2026

Internal Dataset (PSAX) (test)

88.26Dice Coefficient

11

Feb 26, 2026

Internal Dataset 4CH (test)

90.28mDice

11

Feb 26, 2026

Internal Dataset 3CH (test)

87.27mDice

11

Feb 26, 2026

Internal Dataset 2CH (test)

89.67Dice Coefficient

11

Feb 26, 2026

ACDC cardiac segmentation dataset

93.42Average Dice

10

Apr 23, 2026

89.6Left Atrium Score

8

Mar 31, 2026

MSCMRseg LGE sequence (15 samples)

89.8LV Dice

8

Feb 26, 2026

M&Ms Challenge 1 (test)

0.889Vendor A DSC

7

Feb 26, 2026

RandSpike (out-of-domain)

66.33Dice Score

7

Feb 26, 2026

RandMotion (out-of-domain)

Proposed w. x, p

76.43Dice Score

7

Feb 26, 2026

RandGhosting (out-of-domain)

Proposed w. x, p

70.73Dice Score

7

Feb 26, 2026