Instance Segmentation on COCO test-dev

Metric: APS (higher is better)

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#	Model↕	APS▼	Extra Data	Paper	Date↕	Code
1	Co-DETR	41.6	Yes	DETRs with Collaborative Hybrid Assignments Trai...	2022-11-22	Code
2	InternImage-H	41	Yes	InternImage: Exploring Large-Scale Vision Founda...	2022-11-10	Code
3	CBNetV2 (EVA02, single-scale)	39.7	Yes	CBNet: A Composite Backbone Network Architecture...	2021-07-01	Code
4	Mask Frozen-DETR	37.8	Yes	Mask Frozen-DETR: High Quality Instance Segmenta...	2023-08-07	-
5	EVA	36.3	Yes	EVA: Exploring the Limits of Masked Visual Repre...	2022-11-14	Code
6	Focal-L (HTC++, multi-scale)	35.6	No	Focal Self-attention for Local-Global Interactio...	2021-07-01	Code
7	UNINEXT-H	33.3	Yes	Universal Instance Perception as Object Discover...	2023-03-12	Code
8	DetectoRS (ResNeXt-101-64x4d, multi-scale)	31.6	No	DetectoRS: Detecting Objects with Recursive Feat...	2020-06-03	Code
9	QueryInst (single scale)	31.5	No	Instances as Queries	2021-05-05	Code
10	DetectoRS (ResNeXt-101-32x4d, multi-scale)	30.3	No	DetectoRS: Detecting Objects with Recursive Feat...	2020-06-03	Code
11	ResNeSt-200 (multi-scale)	30	No	ResNeSt: Split-Attention Networks	2020-04-19	Code
12	Mask2Former (Swin-L, single scale)	29.1	No	Masked-attention Mask Transformer for Universal ...	2021-12-02	Code
13	CenterMask + VoVNetV2-99 (multi-scale)	27.2	No	CenterMask : Real-Time Anchor-Free Instance Segm...	2019-11-15	Code
14	CenterMask + VoVNet99	24.4	No	CenterMask : Real-Time Anchor-Free Instance Segm...	2019-11-15	Code
15	ISTR (ResNet101-FPN-3x, single-scale)	22.8	No	ISTR: End-to-End Instance Segmentation with Tran...	2021-05-03	Code
16	BlendMask (ResNet-101 + DCN interval=3)	22.7	No	BlendMask: Top-Down Meets Bottom-Up for Instance...	2020-01-02	Code
17	BCNet(ResNet-101-FPN + Faster RCNN)	22.7	No	Deep Occlusion-Aware Instance Segmentation with ...	2021-03-23	Code
18	BCNet(ResNet-101-FPN + FCOS)	22.3	No	Deep Occlusion-Aware Instance Segmentation with ...	2021-03-23	Code
19	CPMask	22.2	No	Commonality-Parsing Network across Shape and App...	2020-07-24	Code
20	PolarMask++ (ResNeXt-101-DCN)	22.2	Yes	PolarMask++: Enhanced Polar Representation for S...	2021-05-05	Code
21	ISTR (ResNet50-FPN-3x, single-scale)	22.1	No	ISTR: End-to-End Instance Segmentation with Tran...	2021-05-03	Code
22	D2Det (ResNet-101, single-scale test)	21.7	No	-	-	Code
23	CenterMask + VoVNetV2-99 (single-scale)	20.1	No	CenterMask : Real-Time Anchor-Free Instance Segm...	2019-11-15	Code
24	CenterMask + X101-32x8d (single-scale)	19.7	No	CenterMask : Real-Time Anchor-Free Instance Segm...	2019-11-15	Code
25	CenterMask + VoVNetV2-57 (single-scale)	19.4	No	CenterMask : Real-Time Anchor-Free Instance Segm...	2019-11-15	Code
26	K-Net-N256 (ResNet-101)	18.8	No	K-Net: Towards Unified Image Segmentation	2021-06-28	Code
27	K-Net (ResNet-101)	18.7	No	K-Net: Towards Unified Image Segmentation	2021-06-28	Code
28	SOLOv2(Res-DCN-101-FPN)	18	No	SOLOv2: Dynamic and Fast Instance Segmentation	2020-03-23	Code
29	EmbedMask(R-101-FPN)	17.9	No	EmbedMask: Embedding Coupling for One-stage Inst...	2019-12-04	Code
30	SipMask (ResNet-101, single-scale test)	17.8	No	SipMask: Spatial Information Preservation for Fa...	2020-07-29	Code
31	SOLO(Res-DCN-101-FPN)	17.6	No	SOLO: Segmenting Objects by Locations	2019-12-10	Code
32	ISDA (ours)	17	No	ISDA: Position-Aware Instance Segmentation with ...	2022-02-23	Code
33	Mask R-CNN (ResNeXt-101-FPN)	16.9	No	Mask R-CNN	2017-03-20	Code

#1Co-DETRSOTA
41.6
APS· Extra Data· 2022-11-22
DETRs with Collaborative Hybrid Assignments Training Code
#2InternImage-HSOTA
41
APS· Extra Data· 2022-11-10
InternImage: Exploring Large-Scale Vision Foundation Models with Deformable Convolutions Code
#3CBNetV2 (EVA02, single-scale)SOTA
39.7
APS· Extra Data· 2021-07-01
CBNet: A Composite Backbone Network Architecture for Object Detection Code
#4Mask Frozen-DETR
37.8
APS· Extra Data· 2023-08-07
Mask Frozen-DETR: High Quality Instance Segmentation with One GPU
#5EVA
36.3
APS· Extra Data· 2022-11-14
EVA: Exploring the Limits of Masked Visual Representation Learning at Scale Code
#6Focal-L (HTC++, multi-scale)
35.6
APS· 2021-07-01
Focal Self-attention for Local-Global Interactions in Vision Transformers Code
#7UNINEXT-H
33.3
APS· Extra Data· 2023-03-12
Universal Instance Perception as Object Discovery and Retrieval Code
#8DetectoRS (ResNeXt-101-64x4d, multi-scale)SOTA
31.6
APS· 2020-06-03
DetectoRS: Detecting Objects with Recursive Feature Pyramid and Switchable Atrous Convolution Code
#9QueryInst (single scale)
31.5
APS· 2021-05-05
Instances as Queries Code
#10DetectoRS (ResNeXt-101-32x4d, multi-scale)
30.3
APS· 2020-06-03
DetectoRS: Detecting Objects with Recursive Feature Pyramid and Switchable Atrous Convolution Code
#11ResNeSt-200 (multi-scale)SOTA
30
APS· 2020-04-19
ResNeSt: Split-Attention Networks Code
#12Mask2Former (Swin-L, single scale)
29.1
APS· 2021-12-02
Masked-attention Mask Transformer for Universal Image Segmentation Code
#13CenterMask + VoVNetV2-99 (multi-scale)SOTA
27.2
APS· 2019-11-15
CenterMask : Real-Time Anchor-Free Instance Segmentation Code
#14CenterMask + VoVNet99
24.4
APS· 2019-11-15
CenterMask : Real-Time Anchor-Free Instance Segmentation Code
#15ISTR (ResNet101-FPN-3x, single-scale)
22.8
APS· 2021-05-03
ISTR: End-to-End Instance Segmentation with Transformers Code
#16BlendMask (ResNet-101 + DCN interval=3)
22.7
APS· 2020-01-02
BlendMask: Top-Down Meets Bottom-Up for Instance Segmentation Code
#17BCNet(ResNet-101-FPN + Faster RCNN)
22.7
APS· 2021-03-23
Deep Occlusion-Aware Instance Segmentation with Overlapping BiLayers Code
#18BCNet(ResNet-101-FPN + FCOS)
22.3
APS· 2021-03-23
Deep Occlusion-Aware Instance Segmentation with Overlapping BiLayers Code
#19CPMask
22.2
APS· 2020-07-24
Commonality-Parsing Network across Shape and Appearance for Partially Supervised Instance Segmentation Code
#20PolarMask++ (ResNeXt-101-DCN)
22.2
APS· Extra Data· 2021-05-05
PolarMask++: Enhanced Polar Representation for Single-Shot Instance Segmentation and Beyond Code
#21ISTR (ResNet50-FPN-3x, single-scale)
22.1
APS· 2021-05-03
ISTR: End-to-End Instance Segmentation with Transformers Code
#22D2Det (ResNet-101, single-scale test)
21.7
APS
No paperCode
#23CenterMask + VoVNetV2-99 (single-scale)
20.1
APS· 2019-11-15
CenterMask : Real-Time Anchor-Free Instance Segmentation Code
#24CenterMask + X101-32x8d (single-scale)
19.7
APS· 2019-11-15
CenterMask : Real-Time Anchor-Free Instance Segmentation Code
#25CenterMask + VoVNetV2-57 (single-scale)
19.4
APS· 2019-11-15
CenterMask : Real-Time Anchor-Free Instance Segmentation Code
#26K-Net-N256 (ResNet-101)
18.8
APS· 2021-06-28
K-Net: Towards Unified Image Segmentation Code
#27K-Net (ResNet-101)
18.7
APS· 2021-06-28
K-Net: Towards Unified Image Segmentation Code
#28SOLOv2(Res-DCN-101-FPN)
18
APS· 2020-03-23
SOLOv2: Dynamic and Fast Instance Segmentation Code
#29EmbedMask(R-101-FPN)
17.9
APS· 2019-12-04
EmbedMask: Embedding Coupling for One-stage Instance Segmentation Code
#30SipMask (ResNet-101, single-scale test)
17.8
APS· 2020-07-29
SipMask: Spatial Information Preservation for Fast Image and Video Instance Segmentation Code
#31SOLO(Res-DCN-101-FPN)
17.6
APS· 2019-12-10
SOLO: Segmenting Objects by Locations Code
#32ISDA (ours)
17
APS· 2022-02-23
ISDA: Position-Aware Instance Segmentation with Deformable Attention Code
#33Mask R-CNN (ResNeXt-101-FPN)SOTA
16.9
APS· 2017-03-20
Mask R-CNN Code