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Papers Benchmarks Datasets Tasks

Semantic segmentation research benchmarks – Page 61 · SOTA2 Research

Semantic segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Mixed Surveillance Domain λ1=0, λ2=1, λ3=0, λ4=0

46.7Balanced Accuracy

7

Mar 25, 2026

Mixed Surveillance Domain λ1=1, λ2=0, λ3=0, λ4=0

38.7Balanced Accuracy

7

Mar 25, 2026

81.6mIoU

7

Apr 10, 2026

54.2mIoU

7

Mar 24, 2026

75Dice Score

7

Mar 20, 2026

69Dice Score

7

Mar 20, 2026

nuScenes 5% labels (val)

61mIoU

7

Mar 20, 2026

nuScenes 1% labels (val)

51.7mIoU

7

Mar 20, 2026

Rohingya Refugee Camps shelter

Proposed (Ours)

69.2IoU (%)

7

Mar 19, 2026

7.7Params (M)

7

Mar 13, 2026

GLH dataset (test)

77.45Client 1 mIoU

7

Mar 10, 2026

GVLM 1.0 (test)

84.64IoU (Vietnam)

7

Mar 10, 2026

75.3mIoU

7

Mar 10, 2026

HCMSSD–Paris (val)

Mask2Former–Swin-L

76mIoU

7

Mar 6, 2026

Glomerular Histology Dataset

83.6Bow Score

7

Mar 4, 2026

99.7Accuracy (Edge)

7

Mar 4, 2026

1.8Delta T1 Score Change

7

Feb 27, 2026

61.8mIoU

7

Feb 26, 2026

Cityscapes CS-19

68.9mIoU

7

Feb 26, 2026

Cityscapes fine 1/30 (val)

62.89mIoU

7

Feb 26, 2026

11 Remote Sensing Benchmark Datasets 1.0 (aggregated)

1.6Average Rank

7

Feb 26, 2026

ZeroWaste f (val)

0.772mIoU

7

Feb 26, 2026

ZeroWaste-f (train)

77.38mIoU

7

Feb 26, 2026

CASIA Iris Interval (val)

94.87IoU

7

Feb 26, 2026

79.82OA

7

Feb 26, 2026

Page 61 of 95

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