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Instance Segmentation
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COCO test-dev
Instance Segmentation on COCO test-dev
Metric: AP50 (higher is better)
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Model
↕
AP50
▼
Extra Data
Paper
Date
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Code
1
InternImage-H
80.8
Yes
InternImage: Exploring Large-Scale Vision Founda...
2022-11-10
Code
2
CBNetV2 (EVA02, single-scale)
80.3
Yes
CBNet: A Composite Backbone Network Architecture...
2021-07-01
Code
3
Co-DETR
80.2
Yes
DETRs with Collaborative Hybrid Assignments Trai...
2022-11-22
Code
4
EVA
80
Yes
EVA: Exploring the Limits of Masked Visual Repre...
2022-11-14
Code
5
Mask Frozen-DETR
79.3
Yes
Mask Frozen-DETR: High Quality Instance Segmenta...
2023-08-07
-
6
UNINEXT-H
76.2
Yes
Universal Instance Perception as Object Discover...
2023-03-12
Code
7
Focal-L (HTC++, multi-scale)
75.4
No
Focal Self-attention for Local-Global Interactio...
2021-07-01
Code
8
Mask2Former (Swin-L, single scale)
74.9
No
Masked-attention Mask Transformer for Universal ...
2021-12-02
Code
9
QueryInst (single scale)
74.2
No
Instances as Queries
2021-05-05
Code
10
DetectoRS (ResNeXt-101-64x4d, multi-scale)
72
No
DetectoRS: Detecting Objects with Recursive Feat...
2020-06-03
Code
11
DetectoRS (ResNeXt-101-32x4d, multi-scale)
71.1
No
DetectoRS: Detecting Objects with Recursive Feat...
2020-06-03
Code
12
ResNeSt-200 (multi-scale)
70.2
No
ResNeSt: Split-Attention Networks
2020-04-19
Code
13
GCNet (ResNeXt-101 + DCN + cascade + GC r4)
68.9
No
Global Context Networks
2020-12-24
Code
14
CenterMask + VoVNetV2-99 (multi-scale)
66.2
No
CenterMask : Real-Time Anchor-Free Instance Segm...
2019-11-15
Code
15
PolarMask++ (ResNeXt-101-DCN)
64.1
Yes
PolarMask++: Enhanced Polar Representation for S...
2021-05-05
Code
16
K-Net-N256 (ResNet-101)
63.3
No
K-Net: Towards Unified Image Segmentation
2021-06-28
Code
17
SOLOv2(Res-DCN-101-FPN)
63.2
No
SOLOv2: Dynamic and Fast Instance Segmentation
2020-03-23
Code
18
BlendMask (ResNet-101 + DCN interval=3)
63.1
No
BlendMask: Top-Down Meets Bottom-Up for Instance...
2020-01-02
Code
19
K-Net (ResNet-101)
62.8
No
K-Net: Towards Unified Image Segmentation
2021-06-28
Code
20
SOLO(Res-DCN-101-FPN)
62.7
No
SOLO: Segmenting Objects by Locations
2019-12-10
Code
21
CenterMask + VoVNetV2-99 (single-scale)
62.3
No
CenterMask : Real-Time Anchor-Free Instance Segm...
2019-11-15
Code
22
ISDA (ours)
62
No
ISDA: Position-Aware Instance Segmentation with ...
2022-02-23
Code
23
D2Det (ResNet-101, single-scale test)
61.5
No
-
-
Code
24
BCNet(ResNet-101-FPN + Faster RCNN)
61.5
No
Deep Occlusion-Aware Instance Segmentation with ...
2021-03-23
Code
25
CenterMask + X101-32x8d (single-scale)
61.2
No
CenterMask : Real-Time Anchor-Free Instance Segm...
2019-11-15
Code
26
BCNet(ResNet-101-FPN + FCOS)
61.2
No
Deep Occlusion-Aware Instance Segmentation with ...
2021-03-23
Code
27
CPMask
60.8
No
Commonality-Parsing Network across Shape and App...
2020-07-24
Code
28
CenterMask + VoVNetV2-57 (single-scale)
60.8
No
CenterMask : Real-Time Anchor-Free Instance Segm...
2019-11-15
Code
29
SipMask (ResNet-101, single-scale test)
60.2
No
SipMask: Spatial Information Preservation for Fa...
2020-07-29
Code
30
Mask R-CNN (ResNeXt-101-FPN)
60
No
Mask R-CNN
2017-03-20
Code
31
EmbedMask(R-101-FPN)
59.1
No
EmbedMask: Embedding Coupling for One-stage Inst...
2019-12-04
Code
32
VirTex Mask R-CNN (ResNet-50-FPN)
58.4
No
VirTex: Learning Visual Representations from Tex...
2020-06-11
Code
33
E2EC DLA-34
52.9
No
E2EC: An End-to-End Contour-based Method for Hig...
2022-03-08
Code