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Papers Benchmarks Datasets Tasks

Instance Segmentation research benchmarks – Page 7 · SOTA2 Research

Instance Segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

45.5APMask

10

Feb 26, 2026

COCO 60 Non-VOC classes 2017 (val)

19.9AR @ 10

10

Feb 26, 2026

Cityscapes open-vocabulary

29.9Mask AP

10

Feb 26, 2026

COCO non-asterisked 2017 (test-dev)

51.8AP

10

Feb 26, 2026

ADE20K 15 (val)

37.8AP

10

Feb 26, 2026

7-channel brain cell dataset (val)

67.3Mask mAP

10

Feb 26, 2026

COCO 2017 (minival)

R3-CNN (advanced)

38.2APs

10

Feb 26, 2026

Habitat Gibson Specialization 1.0 (val)

37.28Mask AP50

10

Feb 26, 2026

Habitat Gibson Generalization 1.0 (val)

36.23Mask AP50

10

Feb 26, 2026

77.3mAP50:95

9

Jul 2, 2026

TissueNet (test)

75.68mIOU

9

May 26, 2026

72.8Gold cgF1

9

Mar 31, 2026

26.8mAP

9

Mar 17, 2026

87.2Mask mAP@0.50

9

Mar 4, 2026

85.1Mask mAP@.50

9

Mar 4, 2026

1.8Parameters (M)

9

Feb 26, 2026

94.54DICE

9

Feb 26, 2026

LUSIS-DETR Small

45.8mAP

9

Jun 9, 2026

Aria Everyday Activities 180 x 180 (test)

FSNet+SegFormer-B5

0.58mIoU

9

Feb 26, 2026

LVIS 80 x 80 (test)

0.54IoU

9

Feb 26, 2026

ADE20K 80 x 80 (test)

56mIoU

9

Feb 26, 2026

CityScapes 64 x 128 (test)

52IoU

9

Feb 26, 2026

OCID RGB only (test)

78.2AP50

9

Feb 26, 2026

78.86mIoU (Brit)

9

Feb 26, 2026

Pascal VOC (test)

81.23AP (Box)

9

Feb 26, 2026

Page 7 of 19

Popular datasets

COCO ScanNet LVIS MS-COCO S3DIS

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