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Papers Benchmarks Datasets Tasks

Semantic segmentation research benchmarks – Page 58 · SOTA2 Research

Semantic segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Cityscapes (val)

75.75mIoU

8

Feb 26, 2026

73.8Pixel Accuracy

8

Feb 26, 2026

COCO-20i 1-way 1-shot

51.1Fold 1 Score

8

Feb 26, 2026

Cityscapes (val)

Swin-Large + DiversePatch

82.7mIoU

8

Feb 26, 2026

FoodSeg154 Asian food set 1.0 (test)

47.1mIoU

8

Feb 26, 2026

Cityscapes coarse

OCR (Seg. transformer)

84.2mIoU

8

Feb 26, 2026

DroneDeploy (test)

DeepLabv3+ (ResNetV1_50_Beta)

48.6IoU (Building)

8

Feb 26, 2026

PASCAL-5i 1-way 5-shot VOC 2012

57.3Mean Performance (PASCAL-5i)

8

Feb 26, 2026

BIG 1.0 (val test)

93.93IoU

8

Feb 26, 2026

PASCAL VOC 2012 relabeled (val)

92.86IoU

8

Feb 26, 2026

Cityscapes 12 (val test)

Curriculum Domain Adaptation (I+SP)

28.9mIoU

8

Feb 26, 2026

Cityscapes pre-release (test)

Adelaide_Context

66.4mIoU

8

Feb 26, 2026

PASCAL-5^i (test)

0.19Inference Time (s)

8

Feb 26, 2026

56mIoU

8

Feb 26, 2026

83.2mF1

8

Feb 26, 2026

99.53Class IoU: Unlabeled

8

Feb 26, 2026

62mIoU

8

Feb 26, 2026

79.8Clean Score

7

Jun 29, 2026

49.3mIoU

7

Jun 26, 2026

91.1Dice Score

7

Jun 25, 2026

89.4Dice Score

7

Jun 25, 2026

PASTIS-R PangaeaBench (test)

51.8mIoU

7

Jun 23, 2026

52.1mIoU

7

Jun 23, 2026

DFC S2 non-RGB 2020

54mIoU

7

Jun 23, 2026

Pascal VOC 2012

2.94ECE

7

Jun 23, 2026

Page 58 of 95

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Cityscapes Pascal VOC ADE20K COCO ScanNet

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