Instance Segmentation on MSCOCO

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#	Model↕	AP50▼	Extra Data	Paper	Date↕	Code
1	RTMDet-Ins-x	67.4	No	RTMDet: An Empirical Study of Designing Real-Tim...	2022-12-14	Code
2	RTMDet-Ins-l	66	No	RTMDet: An Empirical Study of Designing Real-Tim...	2022-12-14	Code
3	RTMDet-Ins-m	63.9	No	RTMDet: An Empirical Study of Designing Real-Tim...	2022-12-14	Code
4	maYOLACT-700 (ResNet-50)	59.4	No	Mask-aware IoU for Anchor Assignment in Real-tim...	2021-10-19	Code
5	RTMDet-Ins-s	59.3	No	RTMDet: An Empirical Study of Designing Real-Tim...	2022-12-14	Code
6	SparseInst-608 (ResNet-50-vd)	59.2	No	Sparse Instance Activation for Real-Time Instanc...	2022-03-24	Code
7	SOLO-512	57.7	No	SOLOv2: Dynamic and Fast Instance Segmentation	2020-03-23	Code
8	SparseInst-448 (ResNet-50-vd)	56.5	No	Sparse Instance Activation for Real-Time Instanc...	2022-03-24	Code
9	maYOLACT-550 (ResNet-50)	56.2	No	Mask-aware IoU for Anchor Assignment in Real-tim...	2021-10-19	Code
10	SipMask++ (ResNet-101, single-scale test)	55.6	No	SipMask: Spatial Information Preservation for Fa...	2020-07-29	Code
11	YOLACT-550++ (ResNet-101-FPN)	53.8	No	YOLACT++: Better Real-time Instance Segmentation	2019-12-03	Code
12	SipMask (ResNet-101, single-scale test)	53.4	No	SipMask: Spatial Information Preservation for Fa...	2020-07-29	Code
13	SipMask (ResNet-50, single-scale test)	51.9	No	SipMask: Spatial Information Preservation for Fa...	2020-07-29	Code
14	YOLACT-550 (ResNet-101-FPN)	46.6	No	YOLACT: Real-time Instance Segmentation	2019-04-04	Code
15	YOLACT	42	Yes	YOLACT: Real-time Instance Segmentation	2019-04-04	Code

#1RTMDet-Ins-xSOTA
67.4
AP50· 2022-12-14
RTMDet: An Empirical Study of Designing Real-Time Object Detectors Code
#2RTMDet-Ins-l
66
AP50· 2022-12-14
RTMDet: An Empirical Study of Designing Real-Time Object Detectors Code
#3RTMDet-Ins-m
63.9
AP50· 2022-12-14
RTMDet: An Empirical Study of Designing Real-Time Object Detectors Code
#4maYOLACT-700 (ResNet-50)SOTA
59.4
AP50· 2021-10-19
Mask-aware IoU for Anchor Assignment in Real-time Instance Segmentation Code
#5RTMDet-Ins-s
59.3
AP50· 2022-12-14
RTMDet: An Empirical Study of Designing Real-Time Object Detectors Code
#6SparseInst-608 (ResNet-50-vd)
59.2
AP50· 2022-03-24
Sparse Instance Activation for Real-Time Instance Segmentation Code
#7SOLO-512SOTA
57.7
AP50· 2020-03-23
SOLOv2: Dynamic and Fast Instance Segmentation Code
#8SparseInst-448 (ResNet-50-vd)
56.5
AP50· 2022-03-24
Sparse Instance Activation for Real-Time Instance Segmentation Code
#9maYOLACT-550 (ResNet-50)
56.2
AP50· 2021-10-19
Mask-aware IoU for Anchor Assignment in Real-time Instance Segmentation Code
#10SipMask++ (ResNet-101, single-scale test)
55.6
AP50· 2020-07-29
SipMask: Spatial Information Preservation for Fast Image and Video Instance Segmentation Code
#11YOLACT-550++ (ResNet-101-FPN)SOTA
53.8
AP50· 2019-12-03
YOLACT++: Better Real-time Instance Segmentation Code
#12SipMask (ResNet-101, single-scale test)
53.4
AP50· 2020-07-29
SipMask: Spatial Information Preservation for Fast Image and Video Instance Segmentation Code
#13SipMask (ResNet-50, single-scale test)
51.9
AP50· 2020-07-29
SipMask: Spatial Information Preservation for Fast Image and Video Instance Segmentation Code
#14YOLACT-550 (ResNet-101-FPN)SOTA
46.6
AP50· 2019-04-04
YOLACT: Real-time Instance Segmentation Code
#15YOLACT
42
AP50· Extra Data· 2019-04-04
YOLACT: Real-time Instance Segmentation Code