Instance Segmentation on PASCAL VOC 2012 val

Metric: mAP@0.25 (higher is better)

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#	Model↕	mAP@0.25▼	Extra Data	Paper	Date↕	Code
1	WeakSAM-Mask2Former (with SAM)	73.4	No	WeakSAM: Segment Anything Meets Weakly-supervise...	2024-02-22	Code
2	WeakSAM-Mask RCNN (with SAM)	70.3	No	WeakSAM: Segment Anything Meets Weakly-supervise...	2024-02-22	Code
3	CIM + Mask R-CNN	68.7	Yes	Complete Instances Mining for Weakly Supervised ...	2024-02-12	Code
4	CIM + Mask R-CNN	67.8	Yes	Complete Instances Mining for Weakly Supervised ...	2024-02-12	Code
5	BESTIE (proposal-free)	66.4	No	Beyond Semantic to Instance Segmentation: Weakly...	2021-09-20	Code
6	CIM	64.9	Yes	Complete Instances Mining for Weakly Supervised ...	2024-02-12	Code
7	BESTIE (proposal-free)	61.2	No	Beyond Semantic to Instance Segmentation: Weakly...	2021-09-20	Code
8	Arun et al.	59.7	Yes	Weakly Supervised Instance Segmentation by Learn...	2020-07-18	-
9	CL	56.6	Yes	Weakly Supervised Instance Segmentation by Deep ...	2020-01-30	-
10	WISE-Net	53.5	Yes	-	-	-
11	WISE	49.2	Yes	Where are the Masks: Instance Segmentation with ...	2019-07-02	Code
12	Label-PEnet	49.2	Yes	Label-PEnet: Sequential Label Propagation and En...	2019-10-07	-
13	IAM	45.9	Yes	-	-	-
14	PRM	44.3	Yes	Weakly Supervised Instance Segmentation using Cl...	2018-04-03	Code

#1WeakSAM-Mask2Former (with SAM)SOTA
73.4
mAP@0.25· 2024-02-22
WeakSAM: Segment Anything Meets Weakly-supervised Instance-level Recognition Code
#2WeakSAM-Mask RCNN (with SAM)
70.3
mAP@0.25· 2024-02-22
WeakSAM: Segment Anything Meets Weakly-supervised Instance-level Recognition Code
#3CIM + Mask R-CNNSOTA
68.7
mAP@0.25· Extra Data· 2024-02-12
Complete Instances Mining for Weakly Supervised Instance Segmentation Code
#4CIM + Mask R-CNN
67.8
mAP@0.25· Extra Data· 2024-02-12
Complete Instances Mining for Weakly Supervised Instance Segmentation Code
#5BESTIE (proposal-free)SOTA
66.4
mAP@0.25· 2021-09-20
Beyond Semantic to Instance Segmentation: Weakly-Supervised Instance Segmentation via Semantic Knowledge Transfer and Self-Refinement Code
#6CIM
64.9
mAP@0.25· Extra Data· 2024-02-12
Complete Instances Mining for Weakly Supervised Instance Segmentation Code
#7BESTIE (proposal-free)
61.2
mAP@0.25· 2021-09-20
Beyond Semantic to Instance Segmentation: Weakly-Supervised Instance Segmentation via Semantic Knowledge Transfer and Self-Refinement Code
#8Arun et al.SOTA
59.7
mAP@0.25· Extra Data· 2020-07-18
Weakly Supervised Instance Segmentation by Learning Annotation Consistent Instances
#9CLSOTA
56.6
mAP@0.25· Extra Data· 2020-01-30
Weakly Supervised Instance Segmentation by Deep Community Learning
#10WISE-Net
53.5
mAP@0.25· Extra Data
No paper
#11WISESOTA
49.2
mAP@0.25· Extra Data· 2019-07-02
Where are the Masks: Instance Segmentation with Image-level Supervision Code
#12Label-PEnet
49.2
mAP@0.25· Extra Data· 2019-10-07
Label-PEnet: Sequential Label Propagation and Enhancement Networks for Weakly Supervised Instance Segmentation
#13IAM
45.9
mAP@0.25· Extra Data
No paper
#14PRMSOTA
44.3
mAP@0.25· Extra Data· 2018-04-03
Weakly Supervised Instance Segmentation using Class Peak Response Code