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Papers Benchmarks Datasets Tasks

Semantic segmentation research benchmarks – Page 21 · SOTA2 Research

Semantic segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Interior NIR (val)

82.87mIoU

21

Jun 16, 2026

80.53mIoU

21

May 8, 2026

Urban-scene Domain Generalization Suite Cityscapes to ACDC, Dark Zurich, BDD100K, Mapillary Vistas (test val)

58.93mIoU (ACDC)

21

Mar 26, 2026

Nuclei LM Target

0.74Ktau

21

Mar 17, 2026

Mito EM (target datasets)

0.89Ktau

21

Mar 17, 2026

ScanNet short-sequence

52.35mIoU

21

Mar 17, 2026

EarthVLSet (test)

55mIoU

21

Feb 26, 2026

PASCAL VOC PAS-20 foreground categories (val)

98.7mIoU

21

Feb 26, 2026

10.8Gauss. Error

21

Feb 26, 2026

Pascal-VOC 12 (val)

Vanilla training

64.71mIoU

21

Feb 26, 2026

52.4mIoU

21

Mar 31, 2026

ADE20k overlapped setting (100-10 (6 steps))

50.1mIoU (Classes 1-100)

21

Feb 26, 2026

Cityscapes original (1/2 (1488 labeled images))

UniMatch V2 (published)

85.1mIoU

21

Jul 7, 2026

Cityscapes, BDD100K, and Mapillary Aggregate (test)

72.98mIoU

21

Feb 26, 2026

Cityscapes (val)

0.833mIoU

21

Feb 26, 2026

ImageNet-S300 (val)

35.1mIoU

21

Feb 26, 2026

ImageNet-S (val)

63mIoU

21

Feb 26, 2026

SYNTHIA source to CityScapes, BDD, and Mapillary targets 16 shared categories (val)

59.8mIoU (CityScapes)

21

Feb 26, 2026

Cityscapes 1/8 partition protocol (val)

78mIoU

21

Feb 26, 2026

SYNTHIA to {Cityscapes, Mapillary, BDDS} (test)

57.99mIoU (Cityscapes)

21

Feb 26, 2026

65mIoU

21

Feb 26, 2026

83.7IoU

21

Feb 26, 2026

Pascal VOC Priority protocol 1/8 labeled ratio

UniMatchV2-S + PrevMatch

87.8mIoU

21

Feb 26, 2026

Pascal VOC Blended set (1/4)

80.7mIoU

21

Feb 26, 2026

Pascal VOC Blended set (1/8)

80.4mIoU

21

Feb 26, 2026

Page 21 of 95

Popular datasets

Cityscapes Pascal VOC ADE20K COCO ScanNet

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