Instance Segmentation on COCO test-dev

Metric: AP75 (higher is better)

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#	Model↕	AP75▼	Extra Data	Paper	Date↕	Code
1	Co-DETR	63.4	Yes	DETRs with Collaborative Hybrid Assignments Trai...	2022-11-22	Code
2	InternImage-H	62.2	Yes	InternImage: Exploring Large-Scale Vision Founda...	2022-11-10	Code
3	CBNetV2 (EVA02, single-scale)	62.1	Yes	CBNet: A Composite Backbone Network Architecture...	2021-07-01	Code
4	Mask Frozen-DETR	61.4	Yes	Mask Frozen-DETR: High Quality Instance Segmenta...	2023-08-07	-
5	UNINEXT-H	56.7	Yes	Universal Instance Perception as Object Discover...	2023-03-12	Code
6	Focal-L (HTC++, multi-scale)	56.5	No	Focal Self-attention for Local-Global Interactio...	2021-07-01	Code
7	Mask2Former (Swin-L, single scale)	54.9	No	Masked-attention Mask Transformer for Universal ...	2021-12-02	Code
8	QueryInst (single scale)	53.8	No	Instances as Queries	2021-05-05	Code
9	DetectoRS (ResNeXt-101-64x4d, multi-scale)	53.3	No	DetectoRS: Detecting Objects with Recursive Feat...	2020-06-03	Code
10	DetectoRS (ResNeXt-101-32x4d, multi-scale)	51.6	No	DetectoRS: Detecting Objects with Recursive Feat...	2020-06-03	Code
11	ResNeSt-200 (multi-scale)	51.5	No	ResNeSt: Split-Attention Networks	2020-04-19	Code
12	GCNet (ResNeXt-101 + DCN + cascade + GC r4)	49.6	No	Global Context Networks	2020-12-24	Code
13	CenterMask + VoVNetV2-99 (multi-scale)	47.4	No	CenterMask : Real-Time Anchor-Free Instance Segm...	2019-11-15	Code
14	SOLOv2(Res-DCN-101-FPN)	45.1	No	SOLOv2: Dynamic and Fast Instance Segmentation	2020-03-23	Code
15	BlendMask (ResNet-101 + DCN interval=3)	44.6	No	BlendMask: Top-Down Meets Bottom-Up for Instance...	2020-01-02	Code
16	CenterMask + VoVNetV2-99 (single-scale)	44.1	No	CenterMask : Real-Time Anchor-Free Instance Segm...	2019-11-15	Code
17	D2Det (ResNet-101, single-scale test)	43.7	No	-	-	Code
18	SOLO(Res-DCN-101-FPN)	43.3	No	SOLO: Segmenting Objects by Locations	2019-12-10	Code
19	BCNet(ResNet-101-FPN + Faster RCNN)	43.1	No	Deep Occlusion-Aware Instance Segmentation with ...	2021-03-23	Code
20	CenterMask + X101-32x8d (single-scale)	42.9	No	CenterMask : Real-Time Anchor-Free Instance Segm...	2019-11-15	Code
21	BCNet(ResNet-101-FPN + FCOS)	42.7	No	Deep Occlusion-Aware Instance Segmentation with ...	2021-03-23	Code
22	CPMask	42.2	No	Commonality-Parsing Network across Shape and App...	2020-07-24	Code
23	ISDA (ours)	41.1	No	ISDA: Position-Aware Instance Segmentation with ...	2022-02-23	Code
24	SipMask (ResNet-101, single-scale test)	40.8	No	SipMask: Spatial Information Preservation for Fa...	2020-07-29	Code
25	EmbedMask(R-101-FPN)	40.3	No	EmbedMask: Embedding Coupling for One-stage Inst...	2019-12-04	Code
26	PolarMask++ (ResNeXt-101-DCN)	40	Yes	PolarMask++: Enhanced Polar Representation for S...	2021-05-05	Code
27	VirTex Mask R-CNN (ResNet-50-FPN)	39.7	No	VirTex: Learning Visual Representations from Tex...	2020-06-11	Code
28	Mask R-CNN (ResNeXt-101-FPN)	39.4	No	Mask R-CNN	2017-03-20	Code
29	E2EC DLA-34	35.9	No	E2EC: An End-to-End Contour-based Method for Hig...	2022-03-08	Code

#1Co-DETRSOTA
63.4
AP75· Extra Data· 2022-11-22
DETRs with Collaborative Hybrid Assignments Training Code
#2InternImage-HSOTA
62.2
AP75· Extra Data· 2022-11-10
InternImage: Exploring Large-Scale Vision Foundation Models with Deformable Convolutions Code
#3CBNetV2 (EVA02, single-scale)SOTA
62.1
AP75· Extra Data· 2021-07-01
CBNet: A Composite Backbone Network Architecture for Object Detection Code
#4Mask Frozen-DETR
61.4
AP75· Extra Data· 2023-08-07
Mask Frozen-DETR: High Quality Instance Segmentation with One GPU
#5UNINEXT-H
56.7
AP75· Extra Data· 2023-03-12
Universal Instance Perception as Object Discovery and Retrieval Code
#6Focal-L (HTC++, multi-scale)
56.5
AP75· 2021-07-01
Focal Self-attention for Local-Global Interactions in Vision Transformers Code
#7Mask2Former (Swin-L, single scale)
54.9
AP75· 2021-12-02
Masked-attention Mask Transformer for Universal Image Segmentation Code
#8QueryInst (single scale)SOTA
53.8
AP75· 2021-05-05
Instances as Queries Code
#9DetectoRS (ResNeXt-101-64x4d, multi-scale)SOTA
53.3
AP75· 2020-06-03
DetectoRS: Detecting Objects with Recursive Feature Pyramid and Switchable Atrous Convolution Code
#10DetectoRS (ResNeXt-101-32x4d, multi-scale)
51.6
AP75· 2020-06-03
DetectoRS: Detecting Objects with Recursive Feature Pyramid and Switchable Atrous Convolution Code
#11ResNeSt-200 (multi-scale)SOTA
51.5
AP75· 2020-04-19
ResNeSt: Split-Attention Networks Code
#12GCNet (ResNeXt-101 + DCN + cascade + GC r4)
49.6
AP75· 2020-12-24
Global Context Networks Code
#13CenterMask + VoVNetV2-99 (multi-scale)SOTA
47.4
AP75· 2019-11-15
CenterMask : Real-Time Anchor-Free Instance Segmentation Code
#14SOLOv2(Res-DCN-101-FPN)
45.1
AP75· 2020-03-23
SOLOv2: Dynamic and Fast Instance Segmentation Code
#15BlendMask (ResNet-101 + DCN interval=3)
44.6
AP75· 2020-01-02
BlendMask: Top-Down Meets Bottom-Up for Instance Segmentation Code
#16CenterMask + VoVNetV2-99 (single-scale)
44.1
AP75· 2019-11-15
CenterMask : Real-Time Anchor-Free Instance Segmentation Code
#17D2Det (ResNet-101, single-scale test)
43.7
AP75
No paperCode
#18SOLO(Res-DCN-101-FPN)
43.3
AP75· 2019-12-10
SOLO: Segmenting Objects by Locations Code
#19BCNet(ResNet-101-FPN + Faster RCNN)
43.1
AP75· 2021-03-23
Deep Occlusion-Aware Instance Segmentation with Overlapping BiLayers Code
#20CenterMask + X101-32x8d (single-scale)
42.9
AP75· 2019-11-15
CenterMask : Real-Time Anchor-Free Instance Segmentation Code
#21BCNet(ResNet-101-FPN + FCOS)
42.7
AP75· 2021-03-23
Deep Occlusion-Aware Instance Segmentation with Overlapping BiLayers Code
#22CPMask
42.2
AP75· 2020-07-24
Commonality-Parsing Network across Shape and Appearance for Partially Supervised Instance Segmentation Code
#23ISDA (ours)
41.1
AP75· 2022-02-23
ISDA: Position-Aware Instance Segmentation with Deformable Attention Code
#24SipMask (ResNet-101, single-scale test)
40.8
AP75· 2020-07-29
SipMask: Spatial Information Preservation for Fast Image and Video Instance Segmentation Code
#25EmbedMask(R-101-FPN)
40.3
AP75· 2019-12-04
EmbedMask: Embedding Coupling for One-stage Instance Segmentation Code
#26PolarMask++ (ResNeXt-101-DCN)
40
AP75· Extra Data· 2021-05-05
PolarMask++: Enhanced Polar Representation for Single-Shot Instance Segmentation and Beyond Code
#27VirTex Mask R-CNN (ResNet-50-FPN)
39.7
AP75· 2020-06-11
VirTex: Learning Visual Representations from Textual Annotations Code
#28Mask R-CNN (ResNeXt-101-FPN)SOTA
39.4
AP75· 2017-03-20
Mask R-CNN Code
#29E2EC DLA-34
35.9
AP75· 2022-03-08
E2EC: An End-to-End Contour-based Method for High-Quality High-Speed Instance Segmentation Code