Instance Segmentation on COCO 2017 val

Metric: AP@50 (higher is better)

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#	Model↕	AP@50▼	Extra Data	Paper	Date↕	Code
1	WeakSAM-Mask2Former (with SAM)	38.4	No	WeakSAM: Segment Anything Meets Weakly-supervise...	2024-02-22	Code
2	BESTIE (proposal-free)	34	No	Beyond Semantic to Instance Segmentation: Weakly...	2021-09-20	Code
3	WeakSAM-Mask RCNN (with SAM)	33.9	No	WeakSAM: Segment Anything Meets Weakly-supervise...	2024-02-22	Code
4	CIM + Mask R-CNN	29.4	Yes	Complete Instances Mining for Weakly Supervised ...	2024-02-12	Code
5	BESTIE (proposal-free)	28	No	Beyond Semantic to Instance Segmentation: Weakly...	2021-09-20	Code
6	CIM	22.8	Yes	Complete Instances Mining for Weakly Supervised ...	2024-02-12	Code
7	WISE-Net	18.2	Yes	-	-	-
8	WS-JDS	11.7	Yes	-	-	Code

#1WeakSAM-Mask2Former (with SAM)SOTA
38.4
AP@50· 2024-02-22
WeakSAM: Segment Anything Meets Weakly-supervised Instance-level Recognition Code
#2BESTIE (proposal-free)SOTA
34
AP@50· 2021-09-20
Beyond Semantic to Instance Segmentation: Weakly-Supervised Instance Segmentation via Semantic Knowledge Transfer and Self-Refinement Code
#3WeakSAM-Mask RCNN (with SAM)
33.9
AP@50· 2024-02-22
WeakSAM: Segment Anything Meets Weakly-supervised Instance-level Recognition Code
#4CIM + Mask R-CNN
29.4
AP@50· Extra Data· 2024-02-12
Complete Instances Mining for Weakly Supervised Instance Segmentation Code
#5BESTIE (proposal-free)
28
AP@50· 2021-09-20
Beyond Semantic to Instance Segmentation: Weakly-Supervised Instance Segmentation via Semantic Knowledge Transfer and Self-Refinement Code
#6CIM
22.8
AP@50· Extra Data· 2024-02-12
Complete Instances Mining for Weakly Supervised Instance Segmentation Code
#7WISE-Net
18.2
AP@50· Extra Data
No paper
#8WS-JDS
11.7
AP@50· Extra Data
No paperCode