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Semantic segmentation research benchmarks – Page 31 · SOTA2 Research

Semantic segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

DW 10m GSD (test)

Confidence-guided Fusion

46.06mIoU

15

May 4, 2026

NYC 1m GSD (test)

Confidence-guided Fusion

33.34mIoU

15

May 4, 2026

LoveDA 0.3m GSD (test)

Confidence-guided Fusion

40.87mIoU

15

May 4, 2026

47.8mIoU

15

Jun 30, 2026

RUGD (standard split)

95.15IoU (Smooth)

15

Mar 31, 2026

88.44mPA

15

Mar 30, 2026

DensePASS C-to-D (val)

56.81mIoU

15

Mar 27, 2026

Taskonomy (val)

0.034Model Loss

15

Mar 25, 2026

CLIP-Guided SAM (labelled-only)

60.5mIoU (1/512 ratio)

15

May 26, 2026

49.58mIoU

15

Mar 24, 2026

51.8mIoU

15

Mar 17, 2026

SAR One-Domain-Gap (All)

CrossEarth-SAR-L*

62.7Average Score

15

Mar 13, 2026

SAR One-Domain-Gap (Unseen Complex Value)

CrossEarth-SAR-L*

76.9C(r)2R Score

15

Mar 13, 2026

SAR One-Domain-Gap (Unseen Polarization)

CrossEarth-SAR-L*

73.9VV2F

15

Mar 13, 2026

SAR One-Domain-Gap (Unseen Region)

CrossEarth-SAR-L*

38N2S Score

15

Mar 13, 2026

BAWSeg 1.0 (within plot protocol on E2 and E8 from 2020 to 2023)

75.6mIoU

15

Mar 4, 2026

83.57mIoU

15

Feb 26, 2026

Columns + Entropy

11.4Data Efficiency (% Labeled Data)

15

Feb 26, 2026

CLIPtrace + RAG-OVS

83.8mIoU

15

Feb 26, 2026

ProxyCLIP + RAG-OVS

38.9mIoU

15

Feb 26, 2026

SwinV2 + relay tokens

57.8mIoU

15

Feb 26, 2026

EarthMiss (test)

37.6Background Score

15

Feb 26, 2026

StomataSeg 1.0 (test)

70.35Overall mIoU

15

Feb 26, 2026

62.4Mean IoU (mIoU)

15

Jun 15, 2026

75.66mIoU

15

Feb 26, 2026

Page 31 of 95

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