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Papers Benchmarks Datasets Tasks

Cardiac Image Segmentation research benchmarks · SOTA2 Research

Cardiac Image Segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MM-WHS MR to CT 2017 (test)

90.8Dice (AA)

36

Apr 14, 2026

91.19Dice (Vendor A, LV)

21

Mar 27, 2026

M&Ms (Target C)

13.11Hausdorff Distance

15

Feb 26, 2026

M&Ms Target D 1.0

87.16Dice Score

15

Feb 26, 2026

M&Ms Target C 1.0

0.872Dice Score

15

Feb 26, 2026

M&Ms Target B 1.0

86.76Dice Score

15

Feb 26, 2026

M&Ms Target A 1.0

83.21Dice (%)

15

Feb 26, 2026

MM-WHS Cardiac CT → Cardiac MRI

Fully supervised

3.3795HD (LVM)

14

Jul 1, 2026

MM-WHS Cardiac MRI → Cardiac CT

Fully supervised

2.5895HD (LVM)

14

Jul 1, 2026

M&MS Domains B, C, D Average (target)

80.12Average Dice

11

Feb 26, 2026

M&MS Domain D (target)

86.77LV Dice

11

Feb 26, 2026

M&MS Domain C (target)

85.41LV Dice

11

Feb 26, 2026

M&MS Domain B (target)

87.58LV Dice

11

Feb 26, 2026

M&MS Average 1.0 (test)

2.95ASSD

11

Feb 26, 2026

M&MS Domain D 1.0 (test)

2.55ASSD (LV)

11

Feb 26, 2026

M&MS Domain C 1.0 (test)

2.87ASSD (LV)

11

Feb 26, 2026

M&MS Domain B 1.0 (test)

2.49ASSD (LV)

11

Feb 26, 2026

MMWHS CT → MRI

80.3Average Dice

10

Feb 26, 2026

17.98Hausdorff Distance

10

Feb 26, 2026

14.24Hausdorff Distance

10

Feb 26, 2026

M&Ms (Target B)

18.18Hausdorff Distance

10

Feb 26, 2026

M&Ms Target A v1

22.55Hausdorff Distance

10

Feb 26, 2026

MM-WHS target domain 1-shot 2017

meta-hallucinator

64.4Dice AA

9

Feb 26, 2026

M&Ms (5% labeled)

87.04Dice Score

8

Feb 26, 2026

M&Ms (2.5% labeled)

85.36Dice

8

Feb 26, 2026

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