Instance Segmentation on MSCOCO

Metric: AP75 (higher is better)

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#	Model↕	AP75▼	Extra Data	Paper	Date↕	Code
1	RTMDet-Ins-x	47.8	No	RTMDet: An Empirical Study of Designing Real-Tim...	2022-12-14	Code
2	RTMDet-Ins-l	47	No	RTMDet: An Empirical Study of Designing Real-Tim...	2022-12-14	Code
3	RTMDet-Ins-m	45.1	No	RTMDet: An Empirical Study of Designing Real-Tim...	2022-12-14	Code
4	RTMDet-Ins-s	41.3	No	RTMDet: An Empirical Study of Designing Real-Tim...	2022-12-14	Code
5	SparseInst-608 (ResNet-50-vd)	40.2	No	Sparse Instance Activation for Real-Time Instanc...	2022-03-24	Code
6	maYOLACT-700 (ResNet-50)	39.9	No	Mask-aware IoU for Anchor Assignment in Real-tim...	2021-10-19	Code
7	SOLO-512	39.7	No	SOLOv2: Dynamic and Fast Instance Segmentation	2020-03-23	Code
8	SparseInst-448 (ResNet-50-vd)	37.7	No	Sparse Instance Activation for Real-Time Instanc...	2022-03-24	Code
9	SipMask++ (ResNet-101, single-scale test)	37.6	No	SipMask: Spatial Information Preservation for Fa...	2020-07-29	Code
10	maYOLACT-550 (ResNet-50)	37.1	No	Mask-aware IoU for Anchor Assignment in Real-tim...	2021-10-19	Code
11	YOLACT-550++ (ResNet-101-FPN)	36.9	No	YOLACT++: Better Real-time Instance Segmentation	2019-12-03	Code
12	SipMask (ResNet-101, single-scale test)	34.3	No	SipMask: Spatial Information Preservation for Fa...	2020-07-29	Code
13	SipMask (ResNet-50, single-scale test)	32.3	No	SipMask: Spatial Information Preservation for Fa...	2020-07-29	Code
14	YOLACT-550 (ResNet-101-FPN)	29.2	No	YOLACT: Real-time Instance Segmentation	2019-04-04	Code
15	YOLACT	25.4	Yes	YOLACT: Real-time Instance Segmentation	2019-04-04	Code

#1RTMDet-Ins-xSOTA
47.8
AP75· 2022-12-14
RTMDet: An Empirical Study of Designing Real-Time Object Detectors Code
#2RTMDet-Ins-l
47
AP75· 2022-12-14
RTMDet: An Empirical Study of Designing Real-Time Object Detectors Code
#3RTMDet-Ins-m
45.1
AP75· 2022-12-14
RTMDet: An Empirical Study of Designing Real-Time Object Detectors Code
#4RTMDet-Ins-s
41.3
AP75· 2022-12-14
RTMDet: An Empirical Study of Designing Real-Time Object Detectors Code
#5SparseInst-608 (ResNet-50-vd)SOTA
40.2
AP75· 2022-03-24
Sparse Instance Activation for Real-Time Instance Segmentation Code
#6maYOLACT-700 (ResNet-50)SOTA
39.9
AP75· 2021-10-19
Mask-aware IoU for Anchor Assignment in Real-time Instance Segmentation Code
#7SOLO-512SOTA
39.7
AP75· 2020-03-23
SOLOv2: Dynamic and Fast Instance Segmentation Code
#8SparseInst-448 (ResNet-50-vd)
37.7
AP75· 2022-03-24
Sparse Instance Activation for Real-Time Instance Segmentation Code
#9SipMask++ (ResNet-101, single-scale test)
37.6
AP75· 2020-07-29
SipMask: Spatial Information Preservation for Fast Image and Video Instance Segmentation Code
#10maYOLACT-550 (ResNet-50)
37.1
AP75· 2021-10-19
Mask-aware IoU for Anchor Assignment in Real-time Instance Segmentation Code
#11YOLACT-550++ (ResNet-101-FPN)SOTA
36.9
AP75· 2019-12-03
YOLACT++: Better Real-time Instance Segmentation Code
#12SipMask (ResNet-101, single-scale test)
34.3
AP75· 2020-07-29
SipMask: Spatial Information Preservation for Fast Image and Video Instance Segmentation Code
#13SipMask (ResNet-50, single-scale test)
32.3
AP75· 2020-07-29
SipMask: Spatial Information Preservation for Fast Image and Video Instance Segmentation Code
#14YOLACT-550 (ResNet-101-FPN)SOTA
29.2
AP75· 2019-04-04
YOLACT: Real-time Instance Segmentation Code
#15YOLACT
25.4
AP75· Extra Data· 2019-04-04
YOLACT: Real-time Instance Segmentation Code