Instance Segmentation on COCO test-dev

Metric: APM (higher is better)

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#	Model↕	APM▼	Extra Data	Paper	Date↕	Code
1	Co-DETR	60.1	Yes	DETRs with Collaborative Hybrid Assignments Trai...	2022-11-22	Code
2	CBNetV2 (EVA02, single-scale)	59.3	Yes	CBNet: A Composite Backbone Network Architecture...	2021-07-01	Code
3	InternImage-H	58.9	Yes	InternImage: Exploring Large-Scale Vision Founda...	2022-11-10	Code
4	Mask Frozen-DETR	58.4	Yes	Mask Frozen-DETR: High Quality Instance Segmenta...	2023-08-07	-
5	EVA	58	Yes	EVA: Exploring the Limits of Masked Visual Repre...	2022-11-14	Code
6	UNINEXT-H	55.9	Yes	Universal Instance Perception as Object Discover...	2023-03-12	Code
7	Mask2Former (Swin-L, single scale)	53.8	No	Masked-attention Mask Transformer for Universal ...	2021-12-02	Code
8	QueryInst (single scale)	51.8	No	Instances as Queries	2021-05-05	Code
9	DetectoRS (ResNeXt-101-64x4d, multi-scale)	50.9	No	DetectoRS: Detecting Objects with Recursive Feat...	2020-06-03	Code
10	ResNeSt-200 (multi-scale)	49.6	No	ResNeSt: Split-Attention Networks	2020-04-19	Code
11	DetectoRS (ResNeXt-101-32x4d, multi-scale)	49.5	No	DetectoRS: Detecting Objects with Recursive Feat...	2020-06-03	Code
12	SOLOv2(Res-DCN-101-FPN)	45	No	SOLOv2: Dynamic and Fast Instance Segmentation	2020-03-23	Code
13	CenterMask + VoVNet99	44.4	No	CenterMask : Real-Time Anchor-Free Instance Segm...	2019-11-15	Code
14	BlendMask (ResNet-101 + DCN interval=3)	44.1	No	BlendMask: Top-Down Meets Bottom-Up for Instance...	2020-01-02	Code
15	K-Net-N256 (ResNet-101)	43.3	No	K-Net: Towards Unified Image Segmentation	2021-06-28	Code
16	SOLO(Res-DCN-101-FPN)	43.3	No	SOLO: Segmenting Objects by Locations	2019-12-10	Code
17	D2Det (ResNet-101, single-scale test)	43	No	-	-	Code
18	CenterMask + VoVNetV2-99 (single-scale)	42.8	No	CenterMask : Real-Time Anchor-Free Instance Segm...	2019-11-15	Code
19	K-Net (ResNet-101)	42.7	No	K-Net: Towards Unified Image Segmentation	2021-06-28	Code
20	BCNet(ResNet-101-FPN + Faster RCNN)	42.4	No	Deep Occlusion-Aware Instance Segmentation with ...	2021-03-23	Code
21	BCNet(ResNet-101-FPN + FCOS)	42.3	No	Deep Occlusion-Aware Instance Segmentation with ...	2021-03-23	Code
22	ISTR (ResNet101-FPN-3x, single-scale)	41.9	No	ISTR: End-to-End Instance Segmentation with Tran...	2021-05-03	Code
23	CPMask	41.8	No	Commonality-Parsing Network across Shape and App...	2020-07-24	Code
24	CenterMask + VoVNetV2-57 (single-scale)	41.7	No	CenterMask : Real-Time Anchor-Free Instance Segm...	2019-11-15	Code
25	ISDA (ours)	41.2	No	ISDA: Position-Aware Instance Segmentation with ...	2022-02-23	Code
26	SipMask (ResNet-101, single-scale test)	40.8	No	SipMask: Spatial Information Preservation for Fa...	2020-07-29	Code
27	ISTR (ResNet50-FPN-3x, single-scale)	40.4	No	ISTR: End-to-End Instance Segmentation with Tran...	2021-05-03	Code
28	EmbedMask(R-101-FPN)	40.4	No	EmbedMask: Embedding Coupling for One-stage Inst...	2019-12-04	Code
29	PolarMask++ (ResNeXt-101-DCN)	40.2	Yes	PolarMask++: Enhanced Polar Representation for S...	2021-05-05	Code
30	Mask R-CNN (ResNeXt-101-FPN)	39.9	No	Mask R-CNN	2017-03-20	Code

#1Co-DETRSOTA
60.1
APM· Extra Data· 2022-11-22
DETRs with Collaborative Hybrid Assignments Training Code
#2CBNetV2 (EVA02, single-scale)SOTA
59.3
APM· Extra Data· 2021-07-01
CBNet: A Composite Backbone Network Architecture for Object Detection Code
#3InternImage-H
58.9
APM· Extra Data· 2022-11-10
InternImage: Exploring Large-Scale Vision Foundation Models with Deformable Convolutions Code
#4Mask Frozen-DETR
58.4
APM· Extra Data· 2023-08-07
Mask Frozen-DETR: High Quality Instance Segmentation with One GPU
#5EVA
58
APM· Extra Data· 2022-11-14
EVA: Exploring the Limits of Masked Visual Representation Learning at Scale Code
#6UNINEXT-H
55.9
APM· Extra Data· 2023-03-12
Universal Instance Perception as Object Discovery and Retrieval Code
#7Mask2Former (Swin-L, single scale)
53.8
APM· 2021-12-02
Masked-attention Mask Transformer for Universal Image Segmentation Code
#8QueryInst (single scale)SOTA
51.8
APM· 2021-05-05
Instances as Queries Code
#9DetectoRS (ResNeXt-101-64x4d, multi-scale)SOTA
50.9
APM· 2020-06-03
DetectoRS: Detecting Objects with Recursive Feature Pyramid and Switchable Atrous Convolution Code
#10ResNeSt-200 (multi-scale)SOTA
49.6
APM· 2020-04-19
ResNeSt: Split-Attention Networks Code
#11DetectoRS (ResNeXt-101-32x4d, multi-scale)
49.5
APM· 2020-06-03
DetectoRS: Detecting Objects with Recursive Feature Pyramid and Switchable Atrous Convolution Code
#12SOLOv2(Res-DCN-101-FPN)SOTA
45
APM· 2020-03-23
SOLOv2: Dynamic and Fast Instance Segmentation Code
#13CenterMask + VoVNet99SOTA
44.4
APM· 2019-11-15
CenterMask : Real-Time Anchor-Free Instance Segmentation Code
#14BlendMask (ResNet-101 + DCN interval=3)
44.1
APM· 2020-01-02
BlendMask: Top-Down Meets Bottom-Up for Instance Segmentation Code
#15K-Net-N256 (ResNet-101)
43.3
APM· 2021-06-28
K-Net: Towards Unified Image Segmentation Code
#16SOLO(Res-DCN-101-FPN)
43.3
APM· 2019-12-10
SOLO: Segmenting Objects by Locations Code
#17D2Det (ResNet-101, single-scale test)
43
APM
No paperCode
#18CenterMask + VoVNetV2-99 (single-scale)
42.8
APM· 2019-11-15
CenterMask : Real-Time Anchor-Free Instance Segmentation Code
#19K-Net (ResNet-101)
42.7
APM· 2021-06-28
K-Net: Towards Unified Image Segmentation Code
#20BCNet(ResNet-101-FPN + Faster RCNN)
42.4
APM· 2021-03-23
Deep Occlusion-Aware Instance Segmentation with Overlapping BiLayers Code
#21BCNet(ResNet-101-FPN + FCOS)
42.3
APM· 2021-03-23
Deep Occlusion-Aware Instance Segmentation with Overlapping BiLayers Code
#22ISTR (ResNet101-FPN-3x, single-scale)
41.9
APM· 2021-05-03
ISTR: End-to-End Instance Segmentation with Transformers Code
#23CPMask
41.8
APM· 2020-07-24
Commonality-Parsing Network across Shape and Appearance for Partially Supervised Instance Segmentation Code
#24CenterMask + VoVNetV2-57 (single-scale)
41.7
APM· 2019-11-15
CenterMask : Real-Time Anchor-Free Instance Segmentation Code
#25ISDA (ours)
41.2
APM· 2022-02-23
ISDA: Position-Aware Instance Segmentation with Deformable Attention Code
#26SipMask (ResNet-101, single-scale test)
40.8
APM· 2020-07-29
SipMask: Spatial Information Preservation for Fast Image and Video Instance Segmentation Code
#27ISTR (ResNet50-FPN-3x, single-scale)
40.4
APM· 2021-05-03
ISTR: End-to-End Instance Segmentation with Transformers Code
#28EmbedMask(R-101-FPN)
40.4
APM· 2019-12-04
EmbedMask: Embedding Coupling for One-stage Instance Segmentation Code
#29PolarMask++ (ResNeXt-101-DCN)
40.2
APM· Extra Data· 2021-05-05
PolarMask++: Enhanced Polar Representation for Single-Shot Instance Segmentation and Beyond Code
#30Mask R-CNN (ResNeXt-101-FPN)SOTA
39.9
APM· 2017-03-20
Mask R-CNN Code