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Papers Benchmarks Datasets Tasks

Instance Segmentation research benchmarks – Page 18 · SOTA2 Research

Instance Segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

S3DIS Stanford Area 5 (test)

Contrastive Scene Contexts

74.4AP (Ceiling)

3

Feb 27, 2026

19.28AP50

3

Feb 26, 2026

LVIS v0.5 (test)

De-confound-TDE

23AP

3

Feb 26, 2026

PASCAL VOC 2012 (train)

Deep Community Learning

39.2mAP@0.5

3

Feb 26, 2026

Foggy Cityscapes

39.4mAP

3

Feb 26, 2026

S3DIS (5-th fold)

48.7mCov

3

Feb 26, 2026

S3DIS 1.0 (test)

78.45AP@0.25

3

Feb 26, 2026

Mask R-CNN + appearance consistency heatmap guided InstaBoost

42.73AP^seg

3

Feb 26, 2026

65.9mAP (Mask)

3

Feb 26, 2026

62.317AP

2

Mar 20, 2026

Wafer Defect Dataset (test)

66.8Mask Recall

2

Mar 17, 2026

S3DIS ScanNet B10 N9 partition

38.8mAP50

2

Feb 27, 2026

MultiCamCows 2024 (test)

89.8mIoU

2

Feb 26, 2026

99.9Precision

2

Feb 26, 2026

ObjectNet3D (test)

67Average IoU

2

Feb 26, 2026

29.3aero

2

Feb 26, 2026

ScanNet++ Offices

OpenMask3D + OpenDAS

12.2AP

2

Feb 26, 2026

ScanNet200 (test)

27.8mAP

2

Feb 26, 2026

10.8AP (Box)

2

Feb 26, 2026

32.5AP Mask (Strict)

2

Feb 26, 2026

34.4AP_B

2

Feb 26, 2026

41.8Seen mAP

2

Feb 26, 2026

53Seen mAP

2

Feb 26, 2026

Mapillary Vistas (val)

Mask2Former + IBS

18.1AP

2

Feb 26, 2026

S3DIS ScanNet B12/N7 partition (test)

35.1mAP50

2

Feb 27, 2026

Page 18 of 19

Popular datasets

COCO ScanNet LVIS MS-COCO S3DIS

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