Instance Segmentation on MSCOCO

Metric: APS (higher is better)

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#	Model↕	APS▼	Extra Data	Paper	Date↕	Code
1	RTMDet-Ins-x	22.2	No	RTMDet: An Empirical Study of Designing Real-Tim...	2022-12-14	Code
2	RTMDet-Ins-l	20.8	No	RTMDet: An Empirical Study of Designing Real-Tim...	2022-12-14	Code
3	RTMDet-Ins-m	19.3	No	RTMDet: An Empirical Study of Designing Real-Tim...	2022-12-14	Code
4	maYOLACT-700 (ResNet-50)	18.1	No	Mask-aware IoU for Anchor Assignment in Real-tim...	2021-10-19	Code
5	SparseInst-608 (ResNet-50-vd)	15.7	No	Sparse Instance Activation for Real-Time Instanc...	2022-03-24	Code
6	RTMDet-Ins-s	15.1	No	RTMDet: An Empirical Study of Designing Real-Tim...	2022-12-14	Code
7	maYOLACT-550 (ResNet-50)	14.7	No	Mask-aware IoU for Anchor Assignment in Real-tim...	2021-10-19	Code
8	CenterMask-Lite (ResNet-50-FPN)	12.9	No	CenterMask : Real-Time Anchor-Free Instance Segm...	2019-11-15	Code
9	SparseInst-448 (ResNet-50-vd)	12.3	No	Sparse Instance Activation for Real-Time Instanc...	2022-03-24	Code
10	YOLACT-550++ (ResNet-101-FPN)	11.9	No	YOLACT++: Better Real-time Instance Segmentation	2019-12-03	Code
11	SipMask++ (ResNet-101, single-scale test)	11.2	No	SipMask: Spatial Information Preservation for Fa...	2020-07-29	Code
12	SipMask (ResNet-101, single-scale test)	9.3	No	SipMask: Spatial Information Preservation for Fa...	2020-07-29	Code
13	SipMask (ResNet-50, single-scale test)	9.2	No	SipMask: Spatial Information Preservation for Fa...	2020-07-29	Code
14	YOLACT-550 (ResNet-101-FPN)	9.2	No	YOLACT: Real-time Instance Segmentation	2019-04-04	Code
15	YOLACT	5	Yes	YOLACT: Real-time Instance Segmentation	2019-04-04	Code

#1RTMDet-Ins-xSOTA
22.2
APS· 2022-12-14
RTMDet: An Empirical Study of Designing Real-Time Object Detectors Code
#2RTMDet-Ins-l
20.8
APS· 2022-12-14
RTMDet: An Empirical Study of Designing Real-Time Object Detectors Code
#3RTMDet-Ins-m
19.3
APS· 2022-12-14
RTMDet: An Empirical Study of Designing Real-Time Object Detectors Code
#4maYOLACT-700 (ResNet-50)SOTA
18.1
APS· 2021-10-19
Mask-aware IoU for Anchor Assignment in Real-time Instance Segmentation Code
#5SparseInst-608 (ResNet-50-vd)
15.7
APS· 2022-03-24
Sparse Instance Activation for Real-Time Instance Segmentation Code
#6RTMDet-Ins-s
15.1
APS· 2022-12-14
RTMDet: An Empirical Study of Designing Real-Time Object Detectors Code
#7maYOLACT-550 (ResNet-50)
14.7
APS· 2021-10-19
Mask-aware IoU for Anchor Assignment in Real-time Instance Segmentation Code
#8CenterMask-Lite (ResNet-50-FPN)SOTA
12.9
APS· 2019-11-15
CenterMask : Real-Time Anchor-Free Instance Segmentation Code
#9SparseInst-448 (ResNet-50-vd)
12.3
APS· 2022-03-24
Sparse Instance Activation for Real-Time Instance Segmentation Code
#10YOLACT-550++ (ResNet-101-FPN)
11.9
APS· 2019-12-03
YOLACT++: Better Real-time Instance Segmentation Code
#11SipMask++ (ResNet-101, single-scale test)
11.2
APS· 2020-07-29
SipMask: Spatial Information Preservation for Fast Image and Video Instance Segmentation Code
#12SipMask (ResNet-101, single-scale test)
9.3
APS· 2020-07-29
SipMask: Spatial Information Preservation for Fast Image and Video Instance Segmentation Code
#13SipMask (ResNet-50, single-scale test)
9.2
APS· 2020-07-29
SipMask: Spatial Information Preservation for Fast Image and Video Instance Segmentation Code
#14YOLACT-550 (ResNet-101-FPN)SOTA
9.2
APS· 2019-04-04
YOLACT: Real-time Instance Segmentation Code
#15YOLACT
5
APS· Extra Data· 2019-04-04
YOLACT: Real-time Instance Segmentation Code