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Semantic segmentation research benchmarks – Page 41 · SOTA2 Research

Semantic segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

GTA5 to Cityscapes Sim-to-Real Transfer (Source Target Delta)

66.65mIoU (Source)

11

Jun 2, 2026

MedSAM2 (Teacher)

93.03mDice

11

Jun 2, 2026

MedSAM2 (Teacher)

94.6Dice Score

11

Jun 2, 2026

CLIP-Guided SAM

47.9mIoU

11

Jul 7, 2026

UrbanLF 1.0 (test)

94.45Accuracy

11

May 22, 2026

SpectralEarth Benchmarks Aggregate

SpectralEarth-FM-a

1.4Rank

11

May 21, 2026

OxHyperMinerals

SpectralEarth-FM-a

78.9mIoU

11

May 21, 2026

44.1mIoU

11

May 21, 2026

EO-1 Hyperion CDL

SpectralEarth-FM-s

68.7mIoU

11

May 21, 2026

SpectralEarth-FM-a

66.3mIoU

11

May 21, 2026

SpectralEarth-FM-a

42.1mIoU

11

May 21, 2026

SpectralEarth-FM-a

43.7mIoU

11

May 21, 2026

SpectralEarth-FM-a

63.5mIoU

11

May 21, 2026

SpectralEarth-FM-a

44.9mIoU

11

May 21, 2026

SpectralEarth-FM-a

70.9mIoU

11

May 21, 2026

SpectralEarth-FM-a

74mIoU

11

May 21, 2026

BDD100K Segmentation (val)

64.7mIoU

11

May 19, 2026

MSRS Infrared (test)

76.6mIoU

11

May 14, 2026

CelebAMask HQ (r = 100%)

12.55Dice Delta

11

May 11, 2026

MultiSenGe 0.3 size (train)

44.75mIoU

11

May 4, 2026

MultiSenGe 0.1 (train)

41.4mIoU

11

May 4, 2026

47.3mIoU

11

Apr 30, 2026

SeeCo+SegEarth-OV

0.536mIoU

11

Apr 30, 2026

25.5mIoU

11

Apr 30, 2026

OpenEarthMap (test)

SeeCo+SegEarth-OV

43mIoU

11

Apr 30, 2026

Page 41 of 95

Popular datasets

Cityscapes Pascal VOC ADE20K COCO ScanNet

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