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Semantic segmentation research benchmarks – Page 87 · SOTA2 Research

Semantic segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

RainCityScapes (1/8 annotation ratio)

68.3mIoU

3

Apr 28, 2026

ACDC Full supervision

83.7mIoU

3

Apr 28, 2026

ACDC 1/2 annotation ratio

80.3mIoU

3

Apr 28, 2026

ACDC 1/8 annotation ratio

69.2mIoU

3

Apr 28, 2026

MARS-S2L (test)

39.93Precision

3

Apr 24, 2026

72Accuracy

3

Apr 14, 2026

OpenEarth (test)

Fully Supervised

0.67mIoU

3

Apr 13, 2026

36.23mIoU

3

Apr 13, 2026

KiTS23 Tumor+Cyst (test)

81Mean DSC (3 runs)

3

Apr 9, 2026

Plant Point Cloud Depth maps (test)

99.1Stem Precision

3

Apr 2, 2026

Plant Point Cloud Noisy (test)

99.3Stem Precision

3

Apr 2, 2026

Plant Point Cloud Clean (test)

99.1Stem Precision

3

Apr 2, 2026

TotalSegmentator Merlin v2

90.17Dice Score

3

Mar 31, 2026

TotalSegmentator Full v2

89.81Dice Score

3

Mar 31, 2026

PASCAL VOC, PASCAL Context, and COCO Object Average 2012

43.8Mean IoU (Average)

3

Mar 31, 2026

TRACASA-PNA20 (Hard points (H))

1.08mMDE

3

Mar 25, 2026

DALES Hard Points subset H (test)

53.91Overall Accuracy (OA)

3

Mar 25, 2026

FRACTAL (Hard Points (H))

70.12Overall Accuracy (OA)

3

Mar 25, 2026

FRACTAL full (test)

96.41Overall Accuracy (OA)

3

Mar 25, 2026

DALES H subset (test)

1.49mMDE

3

Mar 25, 2026

78.9mIoU

3

Mar 25, 2026

PlanetScope Hurricane Ida (test)

85.2mIoU

3

Mar 25, 2026

ADE20K MIT Scene Parsing Challenge 2016 (val)

32.85mIoU

3

Mar 20, 2026

Uncompressed baseline

55.25mIoU

3

Mar 19, 2026

69.2mIoU

3

Mar 18, 2026

Page 87 of 95

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