Instance Segmentation on MSCOCO

Metric: APM (higher is better)

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#	Model↕	APM▼	Extra Data	Paper	Date↕	Code
1	RTMDet-Ins-l	48	No	RTMDet: An Empirical Study of Designing Real-Tim...	2022-12-14	Code
2	RTMDet-Ins-m	46.4	No	RTMDet: An Empirical Study of Designing Real-Tim...	2022-12-14	Code
3	RTMDet-Ins-s	42.3	No	RTMDet: An Empirical Study of Designing Real-Tim...	2022-12-14	Code
4	maYOLACT-700 (ResNet-50)	40.8	No	Mask-aware IoU for Anchor Assignment in Real-tim...	2021-10-19	Code
5	SparseInst-608 (ResNet-50-vd)	39.4	No	Sparse Instance Activation for Real-Time Instanc...	2022-03-24	Code
6	SipMask++ (ResNet-101, single-scale test)	38.3	No	SipMask: Spatial Information Preservation for Fa...	2020-07-29	Code
7	maYOLACT-550 (ResNet-50)	38	No	Mask-aware IoU for Anchor Assignment in Real-tim...	2021-10-19	Code
8	SparseInst-448 (ResNet-50-vd)	37.1	No	Sparse Instance Activation for Real-Time Instanc...	2022-03-24	Code
9	YOLACT-550++ (ResNet-101-FPN)	36.8	No	YOLACT++: Better Real-time Instance Segmentation	2019-12-03	Code
10	SipMask (ResNet-101, single-scale test)	35.6	No	SipMask: Spatial Information Preservation for Fa...	2020-07-29	Code
11	CenterMask-Lite (ResNet-50-FPN)	34.7	No	CenterMask : Real-Time Anchor-Free Instance Segm...	2019-11-15	Code
12	SipMask (ResNet-50, single-scale test)	33.6	No	SipMask: Spatial Information Preservation for Fa...	2020-07-29	Code
13	YOLACT-550 (ResNet-101-FPN)	29.3	No	YOLACT: Real-time Instance Segmentation	2019-04-04	Code
14	YOLACT	25.3	Yes	YOLACT: Real-time Instance Segmentation	2019-04-04	Code

#1RTMDet-Ins-lSOTA
48
APM· 2022-12-14
RTMDet: An Empirical Study of Designing Real-Time Object Detectors Code
#2RTMDet-Ins-m
46.4
APM· 2022-12-14
RTMDet: An Empirical Study of Designing Real-Time Object Detectors Code
#3RTMDet-Ins-s
42.3
APM· 2022-12-14
RTMDet: An Empirical Study of Designing Real-Time Object Detectors Code
#4maYOLACT-700 (ResNet-50)SOTA
40.8
APM· 2021-10-19
Mask-aware IoU for Anchor Assignment in Real-time Instance Segmentation Code
#5SparseInst-608 (ResNet-50-vd)
39.4
APM· 2022-03-24
Sparse Instance Activation for Real-Time Instance Segmentation Code
#6SipMask++ (ResNet-101, single-scale test)SOTA
38.3
APM· 2020-07-29
SipMask: Spatial Information Preservation for Fast Image and Video Instance Segmentation Code
#7maYOLACT-550 (ResNet-50)
38
APM· 2021-10-19
Mask-aware IoU for Anchor Assignment in Real-time Instance Segmentation Code
#8SparseInst-448 (ResNet-50-vd)
37.1
APM· 2022-03-24
Sparse Instance Activation for Real-Time Instance Segmentation Code
#9YOLACT-550++ (ResNet-101-FPN)SOTA
36.8
APM· 2019-12-03
YOLACT++: Better Real-time Instance Segmentation Code
#10SipMask (ResNet-101, single-scale test)
35.6
APM· 2020-07-29
SipMask: Spatial Information Preservation for Fast Image and Video Instance Segmentation Code
#11CenterMask-Lite (ResNet-50-FPN)SOTA
34.7
APM· 2019-11-15
CenterMask : Real-Time Anchor-Free Instance Segmentation Code
#12SipMask (ResNet-50, single-scale test)
33.6
APM· 2020-07-29
SipMask: Spatial Information Preservation for Fast Image and Video Instance Segmentation Code
#13YOLACT-550 (ResNet-101-FPN)SOTA
29.3
APM· 2019-04-04
YOLACT: Real-time Instance Segmentation Code
#14YOLACT
25.3
APM· Extra Data· 2019-04-04
YOLACT: Real-time Instance Segmentation Code