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Papers Benchmarks Datasets Tasks

Instance Segmentation research benchmarks – Page 5 · SOTA2 Research

Instance Segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

COCO 5K images (val)

43.8AP

13

Feb 26, 2026

VOC 2012 (test)

70.2AP @ IoU=0.50

13

Feb 26, 2026

ADE20K open-vocabulary

15Mask AP

13

Feb 26, 2026

iSAID 1.0 (val)

34.2AP

13

Feb 26, 2026

59.6mAP

13

Feb 27, 2026

Weakly-supervised Panoptic Segmentation

63.9AP^r @ IoU=0.5

13

Feb 26, 2026

Dpub strawberry

HRAttnEdge-YOLO26-seg

92mAP50

12

May 25, 2026

HRAttnEdge-YOLO26-seg

98.9mAP50

12

May 25, 2026

beach litter dataset (test)

69.7Precision

12

Apr 24, 2026

Fetal Brain Ultrasound (test)

98.51DSC

12

Mar 31, 2026

81.9mIoU (1-click, Overall)

12

Mar 16, 2026

28.8AP

12

Feb 27, 2026

CDS2K (Eval-Unseen-Set)

62.6IoU

12

Feb 26, 2026

ETIS (Eval-Unseen-Set)

0.888IoU

12

Feb 26, 2026

ColonDB (Eval-Unseen-Set)

0.857IoU

12

Feb 26, 2026

NC4K Eval-Unseen-Set

0.834IoU

12

Feb 26, 2026

StomataSeg 1.0 (test)

46.1Overall AP

12

Feb 26, 2026

35.6mAP

12

Jun 9, 2026

SUN-RGBD-IS v1 (test)

25.7APseg

12

Feb 26, 2026

COCO Robust-Seg 2017 (unseen datasets with synthetic degradations)

51.3AP

12

Feb 26, 2026

MS COCO 2014 (test)

45.8APmask

12

Feb 26, 2026

35.9APs

12

Feb 26, 2026

COCO 2017 (val random split)

0.292Mask AP

12

Feb 26, 2026

COCO mini 2017 (val)

DRConv-MaskRCNN 16R

35.6AP^mask

12

Feb 26, 2026

Contrastive Scene Contexts

0.634mAP@0.5

12

Feb 27, 2026

Page 5 of 19

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COCO ScanNet LVIS MS-COCO S3DIS

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