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Papers Benchmarks Datasets Tasks

Instance Segmentation research benchmarks – Page 15 · SOTA2 Research

Instance Segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

custom 3D printing dataset

CAD-Prompted SAM3

73.85PQ

4

Feb 26, 2026

97.4Precision

4

Feb 26, 2026

-44.1BD-Rate

4

Feb 26, 2026

OpenImages (val)

-31BD-rate

4

Feb 26, 2026

-94.24BD-Rate

4

Feb 26, 2026

ScanNet200 59 (val)

40.3mAP@0.25

4

Feb 26, 2026

ScanNet 14 (val)

78.5mAP@0.25

4

Feb 26, 2026

COCO 2017 (val)

EfficientViT-SAM-XL1

79.9Mean IoU

4

Feb 26, 2026

ScanNet200 30 (test)

PTv3-PPT PointGroup w/ ARKit LabelMaker

42.9mAP@0.25

4

Feb 26, 2026

ScanNet 9 (test)

PTv3-PPT PointGroup

78.9AP@0.25

4

Feb 26, 2026

Matterport3D 2 (test)

24.7mAP (21 classes)

4

Feb 26, 2026

Replica Average 35

0.895AP@0.75

4

Feb 26, 2026

43AP

4

Feb 26, 2026

COCO 0.4% labeled data

Guided Distillation (Ours)

31Mask AP

4

Feb 26, 2026

COCO (0.2% labeled data)

Guided Distillation (Ours)

24.9AP (Mask)

4

Feb 26, 2026

COCO (0.1% labeled data)

Guided Distillation (Ours)

13.6Mask AP

4

Feb 26, 2026

8.9mask AP

4

Feb 26, 2026

31Mask AP

4

Feb 26, 2026

UVO Sparse 1.0 (val)

22.8AP50

4

Feb 26, 2026

COCO 20k 2014 (trainval)

19.6AP50

4

Feb 26, 2026

COCO Person 2017 (minval)

52mAP

4

Feb 26, 2026

Swin-T + Mask R-CNN + Our Plugin

68.5mIoU (%)

4

Feb 26, 2026

CityPersons (val)

Deep Multi-Task Network

42.7AP (Person)

4

Feb 26, 2026

82.8AP75

4

Feb 26, 2026

91.7AP@75

4

Feb 26, 2026

Page 15 of 19

Popular datasets

COCO ScanNet LVIS MS-COCO S3DIS

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