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Cardiac Segmentation research benchmarks – Page 2 · SOTA2 Research

Cardiac Segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

RandBias (out-of-domain)

67.09Dice

7

Feb 26, 2026

ACDC (out-of-domain)

Proposed w. x, p

76.96Dice Score

7

Feb 26, 2026

88.19Dice Score (RV)

5

Jun 4, 2026

MM-WHS MRI 4-shot (test)

55.07Dice (Myocardium)

5

May 12, 2026

MM-WHS MRI 2-shot (test)

49.56Dice (Myocardium)

5

May 12, 2026

MM-WHS CT 4-shot (test)

72.05Dice (Myocardium)

5

May 12, 2026

MM-WHS CT 2-shot (test)

70.3Dice (Myocardium)

5

May 12, 2026

Cardiac CMR SAX LGE

BAAI Cardiac Agent

75.07DSC

5

Apr 7, 2026

Cardiac CMR 4CH cine

BAAI Cardiac Agent

86.92DSC

5

Apr 7, 2026

74.12DSC (LV Myo)

5

Apr 7, 2026

CAMUS patient-level splits

U-Net (SSL pretrained)

98.6Dice (Background)

5

Feb 26, 2026

UK Biobank 4-chamber long-axis view

92LV Dice

5

Feb 26, 2026

91.67Dice Score (RV)

4

Jun 4, 2026

ACDC 100 samples (unseen site)

79.2LV Segmentation Score

4

Feb 26, 2026

MSCMRseg T2 sequence (15 samples)

0.846LV Dice

4

Feb 26, 2026

88.13DSC

4

Feb 26, 2026

Simulated Cardiac Dataset Severe-motion degradation

92LV Score

4

Feb 26, 2026

98Dice LVBP

4

Feb 26, 2026

Sunnybrook Cardiac Data LV Myo 2009 (test)

73.4Dice Coefficient

3

Feb 26, 2026

Sunnybrook Cardiac Data LV Endo 2009 (test)

91.9Dice Coefficient (DC)

3

Feb 26, 2026

Supervised (CSDG)

88.15Dice Score

3

Feb 26, 2026

92.27Dice Score

3

Feb 26, 2026

ACDC fully supervised

91.44Dice

1

Feb 26, 2026

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Popular datasets

ACDC MM-WHS M&Ms Internal dataset MSCMRseg

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