Image-level Supervised Instance Segmentation 벤치마크

Image-level Supervised Instance Segmentation on PASCAL VOC 2012 val

13개 결과 · ⬇ CSV · JSON

mAP@0.5

Rank	Model	mAP@0.5	mAP@0.25	mAP@0.7	mAP@0.75	Extra Training Data	Paper	Code	Year
1	WeakSAM-Mask2Former (with SAM)	64.4	73.4	49.7	45.3		WeakSAM: Segment Anything Meets Weakly-supervised Instance-level Recognition	hustvl/weaksam	2024
2	WeakSAM-Mask RCNN (with SAM)	59.6	70.3	43.1	36.2		WeakSAM: Segment Anything Meets Weakly-supervised Instance-level Recognition	hustvl/weaksam	2024
3	CIM + Mask R-CNN	55.9	68.7	37.1	30.9	✓	Complete Instances Mining for Weakly Supervised Instance Segmentation	ZechengLi19/CIM	2024
4	CIM	51.1	64.9	32.4	26.1	✓	Complete Instances Mining for Weakly Supervised Instance Segmentation	ZechengLi19/CIM	2024
5	BESTIE (proposal-free)	51.0	61.2	31.9	26.6		Beyond Semantic to Instance Segmentation: Weakly-Supervised Instance Segmentation via Semantic Knowledge Transfer and Self-Refinement	clovaai/BESTIE	2021
6	Arun et al.	50.9	59.7	30.2	28.5	✓	Weakly Supervised Instance Segmentation by Learning Annotation Consistent Instances		2020
7	LIID	48.4	–	–	24.9	✓	Leveraging Instance-, Image- and Dataset-Level Information for Weakly Supervised Instance Segmentation	yun-liu/LIID	2020
8	IRN (proposal-free)	46.7	–	23.5	–		Weakly Supervised Learning of Instance Segmentation with Inter-pixel Relations	jiwoon-ahn/irn · suyukun666/CDA · ucuapps/WSMIS · +5	2019
9	WISE	41.7	49.2	–	23.7	✓	Where are the Masks: Instance Segmentation with Image-level Supervision	ElementAI/wise_ils	2019
10	CL	38.1	56.6	–	12.3	✓	Weakly Supervised Instance Segmentation by Deep Community Learning		2020
11	Label-PEnet	30.2	49.2	–	12.9	✓	Label-PEnet: Sequential Label Propagation and Enhancement Networks for Weakly Supervised Instance Segmentation		2019
12	IAM	28.3	45.9	–	11.9	✓	Learning Instance Activation Maps for Weakly Supervised Instance Segmentation		2019
13	PRM	26.8	44.3	–	9.0	✓	Weakly Supervised Instance Segmentation using Class Peak Response	ZhouYanzhao/PRM	2018