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Semantic segmentation research benchmarks – Page 90 · SOTA2 Research

Semantic segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

S3DIS 1.0 (test)

59.29mIoU

3

Feb 26, 2026

64.15Per-Class Accuracy

3

Feb 26, 2026

Light-Weight RefineNet

87.02mIoU

3

Feb 26, 2026

Aerial-to-Map (test)

70Per-Pixel Accuracy

3

Feb 26, 2026

54Pixel Accuracy

3

Feb 26, 2026

Breast biopsy (val)

44.2mIoU

3

Feb 26, 2026

640x360 resolution

3.8GFLOPS

3

Feb 26, 2026

KITTI tracking annotated

86.9Class IoU (building)

3

Feb 26, 2026

SUIM MESS (test)

58mIoU

3

Feb 26, 2026

CUB-200 MESS (test)

31.3mIoU

3

Feb 26, 2026

ATLANTIS MESS (test)

0.401mIoU

3

Feb 26, 2026

FoodSeg103 MESS (test)

36.5mIoU

3

Feb 26, 2026

ADE20K 1/4 (5052)

UniMatch V2 (published)

52mIoU

2

Jul 7, 2026

35.9Recall

2

Jun 30, 2026

MS COCO (test val)

20.6mIoU

2

Jun 16, 2026

Pascal Context (test val)

22.4mIoU

2

Jun 16, 2026

Pascal VOC (test val)

44mIoU

2

Jun 16, 2026

Underground Mine Dataset (test)

Point Transformer V3

86.4Overall Accuracy

2

Jun 4, 2026

39.28mIoU (source-only)

2

Jun 2, 2026

UG2+ Workshop Track 2 8th (test)

59.9mIoU

2

May 28, 2026

Solar Farm Detection (test)

84.6mIoU

2

May 21, 2026

0.06True Perf. Dice Δ

2

May 11, 2026

ImageNet Segmentation curated subset of 4,276 images (val)

77.55Pixel Accuracy

2

Apr 23, 2026

8.35Inference Time (s)

2

Apr 15, 2026

Downstream Segmentation

68.2VIF Score

2

Apr 6, 2026

Page 90 of 95

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