Instance Segmentation on PASCAL VOC 2012 val

Metric: mAP@0.75 (higher is better)

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#	Model↕	mAP@0.75▼	Extra Data	Paper	Date↕	Code
1	WeakSAM-Mask2Former (with SAM)	45.3	No	WeakSAM: Segment Anything Meets Weakly-supervise...	2024-02-22	Code
2	WeakSAM-Mask RCNN (with SAM)	36.2	No	WeakSAM: Segment Anything Meets Weakly-supervise...	2024-02-22	Code
3	CIM + Mask R-CNN	31.1	Yes	Complete Instances Mining for Weakly Supervised ...	2024-02-12	Code
4	CIM + Mask R-CNN	30.9	Yes	Complete Instances Mining for Weakly Supervised ...	2024-02-12	Code
5	BESTIE (proposal-free)	30.2	No	Beyond Semantic to Instance Segmentation: Weakly...	2021-09-20	Code
6	Arun et al.	28.5	Yes	Weakly Supervised Instance Segmentation by Learn...	2020-07-18	-
7	BESTIE (proposal-free)	26.6	No	Beyond Semantic to Instance Segmentation: Weakly...	2021-09-20	Code
8	CIM	26.1	Yes	Complete Instances Mining for Weakly Supervised ...	2024-02-12	Code
9	WISE-Net	25.9	Yes	-	-	-
10	LIID	24.9	Yes	-	-	Code
11	WISE	23.7	Yes	Where are the Masks: Instance Segmentation with ...	2019-07-02	Code
12	Label-PEnet	12.9	Yes	Label-PEnet: Sequential Label Propagation and En...	2019-10-07	-
13	CL	12.3	Yes	Weakly Supervised Instance Segmentation by Deep ...	2020-01-30	-
14	IAM	11.9	Yes	-	-	-
15	PRM	9	Yes	Weakly Supervised Instance Segmentation using Cl...	2018-04-03	Code

#1WeakSAM-Mask2Former (with SAM)SOTA
45.3
mAP@0.75· 2024-02-22
WeakSAM: Segment Anything Meets Weakly-supervised Instance-level Recognition Code
#2WeakSAM-Mask RCNN (with SAM)
36.2
mAP@0.75· 2024-02-22
WeakSAM: Segment Anything Meets Weakly-supervised Instance-level Recognition Code
#3CIM + Mask R-CNNSOTA
31.1
mAP@0.75· Extra Data· 2024-02-12
Complete Instances Mining for Weakly Supervised Instance Segmentation Code
#4CIM + Mask R-CNN
30.9
mAP@0.75· Extra Data· 2024-02-12
Complete Instances Mining for Weakly Supervised Instance Segmentation Code
#5BESTIE (proposal-free)SOTA
30.2
mAP@0.75· 2021-09-20
Beyond Semantic to Instance Segmentation: Weakly-Supervised Instance Segmentation via Semantic Knowledge Transfer and Self-Refinement Code
#6Arun et al.SOTA
28.5
mAP@0.75· Extra Data· 2020-07-18
Weakly Supervised Instance Segmentation by Learning Annotation Consistent Instances
#7BESTIE (proposal-free)
26.6
mAP@0.75· 2021-09-20
Beyond Semantic to Instance Segmentation: Weakly-Supervised Instance Segmentation via Semantic Knowledge Transfer and Self-Refinement Code
#8CIM
26.1
mAP@0.75· Extra Data· 2024-02-12
Complete Instances Mining for Weakly Supervised Instance Segmentation Code
#9WISE-Net
25.9
mAP@0.75· Extra Data
No paper
#10LIID
24.9
mAP@0.75· Extra Data
No paperCode
#11WISESOTA
23.7
mAP@0.75· Extra Data· 2019-07-02
Where are the Masks: Instance Segmentation with Image-level Supervision Code
#12Label-PEnet
12.9
mAP@0.75· Extra Data· 2019-10-07
Label-PEnet: Sequential Label Propagation and Enhancement Networks for Weakly Supervised Instance Segmentation
#13CL
12.3
mAP@0.75· Extra Data· 2020-01-30
Weakly Supervised Instance Segmentation by Deep Community Learning
#14IAM
11.9
mAP@0.75· Extra Data
No paper
#15PRMSOTA
9
mAP@0.75· Extra Data· 2018-04-03
Weakly Supervised Instance Segmentation using Class Peak Response Code