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Papers Benchmarks Datasets Tasks

Semantic segmentation research benchmarks – Page 46 · SOTA2 Research

Semantic segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

EVA-CLIP + UniRefiner

74.6mIoU

10

May 20, 2026

nuScenes-C v1.0 (test)

77.9mIoU

10

Feb 26, 2026

Potsdam and Vaihingen ISPRS 2D Semantic Labeling (test)

Dynamic Dictionary Learning

94.7mF1 (Potsdam)

10

Feb 26, 2026

Dynamic Dictionary Learning

89.65mF1

10

Feb 26, 2026

Dynamic Dictionary Learning

0.663mF1

10

Feb 26, 2026

Cityscapes 1.0 (val)

83.6Clean Score

10

Feb 26, 2026

55.2mIoU

10

Feb 26, 2026

Cityscapes 9 (test)

78.7mIoU (Mean IoU)

10

Feb 26, 2026

Pascal VOC 11 steps overlapped 10-1 (test)

83.33mIoU (Classes 1-10)

10

Feb 26, 2026

69.7mIoU

10

Feb 26, 2026

PASCAL VOC 2012 x8 (test)

63.3mIoU

10

Feb 26, 2026

PASCAL VOC 2012 x4 (test)

63.3mIoU

10

Feb 26, 2026

GTAV (source) → BDD100k, Cityscapes, Mapillary, Synthia (val)

39.55mIoU (BDD100k)

10

Feb 26, 2026

ImageNet-S50 with background class (val)

55.1mIoU

10

Feb 26, 2026

Dyna.-Pla. (test)

46.5mIoU

10

Feb 26, 2026

SemanticKITTI sequence 08 (val)

64.1mIoU

10

Feb 26, 2026

46.42mIoU

10

Feb 26, 2026

Pascal VOC 1464 labels

87.3mIoU

10

Feb 26, 2026

Cityscapes half resolution (512x1024) (test val)

74.6mIoU

10

Feb 26, 2026

Cityscapes-C 1.0 (val)

70.2mIoU (Brightness)

10

Feb 26, 2026

PASCAL VOC Original (1/2 partition) 2012 (train)

79.1mIoU

10

Feb 26, 2026

PASCAL VOC Original (1/4 partition) 2012 (train)

77.4mIoU

10

Feb 26, 2026

PASCAL VOC Original (1/8 partition) 2012 (train)

74.4mIoU

10

Feb 26, 2026

PASCAL VOC Original (1/16 partition) 2012 (train)

70.2mIoU

10

Feb 26, 2026

UrbanLF-Real 1.0 (test)

83.22mIoU

10

Feb 26, 2026

Page 46 of 95

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Cityscapes Pascal VOC ADE20K COCO ScanNet

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