Instance Segmentation on PASCAL VOC 2012 val

Metric: mAP@0.5 (higher is better)

LeaderboardDataset

Loading chart...

Results

Hide extra data

Sort:

#	Model↕	mAP@0.5▼	Extra Data	Paper	Date↕	Code
1	WeakSAM-Mask2Former (with SAM)	64.4	No	WeakSAM: Segment Anything Meets Weakly-supervise...	2024-02-22	Code
2	WeakSAM-Mask RCNN (with SAM)	59.6	No	WeakSAM: Segment Anything Meets Weakly-supervise...	2024-02-22	Code
3	BESTIE (proposal-free)	56.1	No	Beyond Semantic to Instance Segmentation: Weakly...	2021-09-20	Code
4	CIM + Mask R-CNN	55.9	Yes	Complete Instances Mining for Weakly Supervised ...	2024-02-12	Code
5	CIM + Mask R-CNN	55.5	Yes	Complete Instances Mining for Weakly Supervised ...	2024-02-12	Code
6	CIM	51.1	Yes	Complete Instances Mining for Weakly Supervised ...	2024-02-12	Code
7	BESTIE (proposal-free)	51	No	Beyond Semantic to Instance Segmentation: Weakly...	2021-09-20	Code
8	Arun et al.	50.9	Yes	Weakly Supervised Instance Segmentation by Learn...	2020-07-18	-
9	LIID	48.4	Yes	-	-	Code
10	IRN (proposal-free)	46.7	No	Weakly Supervised Learning of Instance Segmentat...	2019-04-10	Code
11	WISE-Net	43	Yes	-	-	-
12	WISE	41.7	Yes	Where are the Masks: Instance Segmentation with ...	2019-07-02	Code
13	CL	38.1	Yes	Weakly Supervised Instance Segmentation by Deep ...	2020-01-30	-
14	Label-PEnet	30.2	Yes	Label-PEnet: Sequential Label Propagation and En...	2019-10-07	-
15	IAM	28.3	Yes	-	-	-
16	PRM	26.8	Yes	Weakly Supervised Instance Segmentation using Cl...	2018-04-03	Code

#1WeakSAM-Mask2Former (with SAM)SOTA
64.4
mAP@0.5· 2024-02-22
WeakSAM: Segment Anything Meets Weakly-supervised Instance-level Recognition Code
#2WeakSAM-Mask RCNN (with SAM)
59.6
mAP@0.5· 2024-02-22
WeakSAM: Segment Anything Meets Weakly-supervised Instance-level Recognition Code
#3BESTIE (proposal-free)SOTA
56.1
mAP@0.5· 2021-09-20
Beyond Semantic to Instance Segmentation: Weakly-Supervised Instance Segmentation via Semantic Knowledge Transfer and Self-Refinement Code
#4CIM + Mask R-CNN
55.9
mAP@0.5· Extra Data· 2024-02-12
Complete Instances Mining for Weakly Supervised Instance Segmentation Code
#5CIM + Mask R-CNN
55.5
mAP@0.5· Extra Data· 2024-02-12
Complete Instances Mining for Weakly Supervised Instance Segmentation Code
#6CIM
51.1
mAP@0.5· Extra Data· 2024-02-12
Complete Instances Mining for Weakly Supervised Instance Segmentation Code
#7BESTIE (proposal-free)
51
mAP@0.5· 2021-09-20
Beyond Semantic to Instance Segmentation: Weakly-Supervised Instance Segmentation via Semantic Knowledge Transfer and Self-Refinement Code
#8Arun et al.SOTA
50.9
mAP@0.5· Extra Data· 2020-07-18
Weakly Supervised Instance Segmentation by Learning Annotation Consistent Instances
#9LIID
48.4
mAP@0.5· Extra Data
No paperCode
#10IRN (proposal-free)SOTA
46.7
mAP@0.5· 2019-04-10
Weakly Supervised Learning of Instance Segmentation with Inter-pixel Relations Code
#11WISE-Net
43
mAP@0.5· Extra Data
No paper
#12WISE
41.7
mAP@0.5· Extra Data· 2019-07-02
Where are the Masks: Instance Segmentation with Image-level Supervision Code
#13CL
38.1
mAP@0.5· Extra Data· 2020-01-30
Weakly Supervised Instance Segmentation by Deep Community Learning
#14Label-PEnet
30.2
mAP@0.5· Extra Data· 2019-10-07
Label-PEnet: Sequential Label Propagation and Enhancement Networks for Weakly Supervised Instance Segmentation
#15IAM
28.3
mAP@0.5· Extra Data
No paper
#16PRMSOTA
26.8
mAP@0.5· Extra Data· 2018-04-03
Weakly Supervised Instance Segmentation using Class Peak Response Code