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Papers Benchmarks Datasets Tasks

Open Vocabulary Semantic Segmentation research benchmarks – Page 4 · SOTA2 Research

Open Vocabulary Semantic Segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ScanNet200 (N30)

4,250mIoU

7

Feb 26, 2026

ScanNet V2 (N9)

6,650mIoU

7

Feb 26, 2026

ScanNet V2 (N7)

6,610mIoU

7

Feb 26, 2026

ScanNet V2 (N4)

70.2mIoU

7

Feb 26, 2026

COCO-Stuff 164k

SigLIPv2 + UniRefiner

23.3mIoU

6

May 20, 2026

PASCAL VOC VOC20 2012

EVA-CLIP + UniRefiner

78.2mIoU

6

May 20, 2026

MM-OVSeg Evaluation Suite Combined

51.7mIoU

6

Mar 19, 2026

DDHR-SK to DDHR-CH

42.6mIoU

6

Mar 19, 2026

PIE-RGB-SAR clean

59.7mIoU

6

Mar 19, 2026

OpenEarthMap-SAR OEM-thin

40.2mIoU

6

Mar 19, 2026

OpenEarthMap-SAR thick

36.6mIoU

6

Mar 19, 2026

73.1mIoU

6

Mar 19, 2026

PIE-RGB-SAR cloud

57.7mIoU

6

Mar 19, 2026

54.34aAcc

6

Mar 18, 2026

46.56mIoU

6

Feb 26, 2026

A-847, PC-459, A-150, PC-59, PAS-20, PAS-20b (test/val)

433.7Params (M)

6

Feb 26, 2026

20-domain benchmark aggregate

61.05Harmonic Mean IoU

6

Feb 26, 2026

70.44mIoU

6

Feb 26, 2026

61.9mIoU

6

Feb 26, 2026

Indian Driving Dataset (IDD)

64.34mIoU

6

Feb 26, 2026

Mapillary Vistas (MV)

49.57mIoU

6

Feb 26, 2026

60.06mIoU

6

Feb 26, 2026

MUSES snow night

55.92mIoU

6

Feb 26, 2026

67.28mIoU

6

Feb 26, 2026

MUSES fog night

61.26mIoU

6

Feb 26, 2026

Page 4 of 5

Popular datasets

Pascal VOC Pascal Context ScanNet ADE20K MUSES

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