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Papers Benchmarks Datasets Tasks

Semantic segmentation research benchmarks – Page 26 · SOTA2 Research

Semantic segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

85.02BurnSr

18

Feb 26, 2026

ProxyCLIP + RAG-OVS

0.366mIoU

18

Apr 15, 2026

Cityscapes (val)

79mIoU

18

Feb 26, 2026

Replica (novel views)

92mIoU

18

Jun 9, 2026

86.65Dice

18

Feb 26, 2026

Pascal Context PC-59 (test)

0.635mIoU

18

Feb 26, 2026

UDS merged (test)

78mIoU

18

Feb 26, 2026

79.5mIoU (VOC)

18

Feb 26, 2026

Cityscapes (val)

80.9mIoU

18

Feb 26, 2026

PASCAL VOC20 without background class

88.4mIoU

18

Feb 26, 2026

Cityscapes (val)

HRNetV2-OCR+PSA

86.9mIoU (s.s.)

18

Feb 26, 2026

67.02mIoU

18

Mar 31, 2026

MFNet 1.0 (test)

87.9Car IoU

18

Feb 26, 2026

Cityscapes 1/4 subset (val)

79.4mIoU

18

Feb 26, 2026

Stanford2D3D Pinhole (fold-1)

Trans4PASS+ (S)

51.48mIoU

18

Feb 26, 2026

CamVid 12 classes (test)

70mIoU (T367)

18

Feb 26, 2026

CamVid 12 classes (val)

EfficientNet-b1

84.4mIoU (T367)

18

Feb 26, 2026

VOC 1/16 labeled train 2012 (val)

69.3mIoU

18

Feb 26, 2026

VOC 1/8 labeled 2012 (val)

71.72mIoU

18

Feb 26, 2026

VOC 1/4 labeled 2012 (val)

75.73mIoU

18

Feb 26, 2026

Potsdam 3 (test)

83.3Pixel Accuracy

18

Feb 26, 2026

SYNTHIA to Cityscapes 7 classes (val)

Oracle (only-target)

97.6Flat Class IoU

18

Feb 26, 2026

ISIC 2018 (test)

92.05DSC

18

Feb 26, 2026

Cityscapes (val)

4Latency (ms)

18

Feb 26, 2026

Semantic3D reduced v1 (test)

73.2Mean IoU

18

Feb 26, 2026

Page 26 of 95

Popular datasets

Cityscapes Pascal VOC ADE20K COCO ScanNet

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