Instance Segmentation on MSCOCO

Metric: mask AP (higher is better)

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#	Model↕	mask AP▼	Extra Data	Paper	Date↕	Code
1	RTMDet-Ins-x	44.6	No	RTMDet: An Empirical Study of Designing Real-Tim...	2022-12-14	Code
2	RTMDet-Ins-l	43.7	No	RTMDet: An Empirical Study of Designing Real-Tim...	2022-12-14	Code
3	RTMDet-Ins-m	42.1	No	RTMDet: An Empirical Study of Designing Real-Tim...	2022-12-14	Code
4	RetinaMask	41.4	No	-	-	-
5	Predicting Future Instance Segmentation	40.2	No	-	-	-
6	UOAIS	39.6	No	-	-	-
7	SparseInst-608 (ResNet-50-vd)	37.9	No	Sparse Instance Activation for Real-Time Instanc...	2022-03-24	Code
8	maYOLACT-700 (ResNet-50)	37.7	No	Mask-aware IoU for Anchor Assignment in Real-tim...	2021-10-19	Code
9	SOLO-512	37.1	No	SOLOv2: Dynamic and Fast Instance Segmentation	2020-03-23	Code
10	SparseInst-448 (ResNet-50-vd)	35.9	No	Sparse Instance Activation for Real-Time Instanc...	2022-03-24	Code
11	SipMask++ (ResNet-101, single-scale test)	35.4	No	SipMask: Spatial Information Preservation for Fa...	2020-07-29	Code
12	maYOLACT-550 (ResNet-50)	35.2	No	Mask-aware IoU for Anchor Assignment in Real-tim...	2021-10-19	Code
13	BlendMask-512 (DLA_34)	35.2	No	BlendMask: Top-Down Meets Bottom-Up for Instance...	2020-01-02	Code
14	YOLACT-550++ (ResNet-101-FPN)	34.6	No	YOLACT++: Better Real-time Instance Segmentation	2019-12-03	Code
15	Mask R-CNN	34.6	Yes	-	-	-
16	CenterMask-Lite (ResNet-50-FPN)	32.9	No	CenterMask : Real-Time Anchor-Free Instance Segm...	2019-11-15	Code
17	SipMask (ResNet-101, single-scale test)	32.8	No	SipMask: Spatial Information Preservation for Fa...	2020-07-29	Code
18	SipMask (ResNet-50, single-scale test)	31.2	No	SipMask: Spatial Information Preservation for Fa...	2020-07-29	Code
19	YolactEdge	29.5	No	-	-	-
20	YOLACT-550 (ResNet-101-FPN)	28.2	No	YOLACT: Real-time Instance Segmentation	2019-04-04	Code
21	YOLACT	24.9	Yes	YOLACT: Real-time Instance Segmentation	2019-04-04	Code

#1RTMDet-Ins-xSOTA
44.6
mask AP· 2022-12-14
RTMDet: An Empirical Study of Designing Real-Time Object Detectors Code
#2RTMDet-Ins-l
43.7
mask AP· 2022-12-14
RTMDet: An Empirical Study of Designing Real-Time Object Detectors Code
#3RTMDet-Ins-m
42.1
mask AP· 2022-12-14
RTMDet: An Empirical Study of Designing Real-Time Object Detectors Code
#4RetinaMask
41.4
mask AP
No paper
#5Predicting Future Instance Segmentation
40.2
mask AP
No paper
#6UOAIS
39.6
mask AP
No paper
#7SparseInst-608 (ResNet-50-vd)SOTA
37.9
mask AP· 2022-03-24
Sparse Instance Activation for Real-Time Instance Segmentation Code
#8maYOLACT-700 (ResNet-50)SOTA
37.7
mask AP· 2021-10-19
Mask-aware IoU for Anchor Assignment in Real-time Instance Segmentation Code
#9SOLO-512SOTA
37.1
mask AP· 2020-03-23
SOLOv2: Dynamic and Fast Instance Segmentation Code
#10SparseInst-448 (ResNet-50-vd)
35.9
mask AP· 2022-03-24
Sparse Instance Activation for Real-Time Instance Segmentation Code
#11SipMask++ (ResNet-101, single-scale test)
35.4
mask AP· 2020-07-29
SipMask: Spatial Information Preservation for Fast Image and Video Instance Segmentation Code
#12maYOLACT-550 (ResNet-50)
35.2
mask AP· 2021-10-19
Mask-aware IoU for Anchor Assignment in Real-time Instance Segmentation Code
#13BlendMask-512 (DLA_34)SOTA
35.2
mask AP· 2020-01-02
BlendMask: Top-Down Meets Bottom-Up for Instance Segmentation Code
#14YOLACT-550++ (ResNet-101-FPN)SOTA
34.6
mask AP· 2019-12-03
YOLACT++: Better Real-time Instance Segmentation Code
#15Mask R-CNN
34.6
mask AP· Extra Data
No paper
#16CenterMask-Lite (ResNet-50-FPN)SOTA
32.9
mask AP· 2019-11-15
CenterMask : Real-Time Anchor-Free Instance Segmentation Code
#17SipMask (ResNet-101, single-scale test)
32.8
mask AP· 2020-07-29
SipMask: Spatial Information Preservation for Fast Image and Video Instance Segmentation Code
#18SipMask (ResNet-50, single-scale test)
31.2
mask AP· 2020-07-29
SipMask: Spatial Information Preservation for Fast Image and Video Instance Segmentation Code
#19YolactEdge
29.5
mask AP
No paper
#20YOLACT-550 (ResNet-101-FPN)SOTA
28.2
mask AP· 2019-04-04
YOLACT: Real-time Instance Segmentation Code
#21YOLACT
24.9
mask AP· Extra Data· 2019-04-04
YOLACT: Real-time Instance Segmentation Code