Instance Segmentation on COCO minival

Metric: AP50 (higher is better)

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#	Model↕	AP50▼	Extra Data	Paper	Date↕	Code
1	InternImage-H	80.1	Yes	InternImage: Exploring Large-Scale Vision Founda...	2022-11-10	Code
2	Co-DETR	79.7	Yes	DETRs with Collaborative Hybrid Assignments Trai...	2022-11-22	Code
3	EVA	79.4	Yes	EVA: Exploring the Limits of Masked Visual Repre...	2022-11-14	Code
4	Mask Frozen-DETR	78.9	Yes	Mask Frozen-DETR: High Quality Instance Segmenta...	2023-08-07	-
5	DiNAT-L (single-scale, Mask2Former)	75	No	Dilated Neighborhood Attention Transformer	2022-09-29	Code
6	QueryInst (single scale)	74	No	Instances as Queries	2021-05-05	Code
7	GCNet (ResNeXt-101 + DCN + cascade + GC r4)	67.9	No	Global Context Networks	2020-12-24	Code
8	ELSA-S (Cascade Mask RCNN)	67.8	No	ELSA: Enhanced Local Self-Attention for Vision T...	2021-12-23	Code
9	ELSA-S (Mask RCNN)	67.3	No	ELSA: Enhanced Local Self-Attention for Vision T...	2021-12-23	Code
10	Mask R-CNN (ViL Base, 1x lr)	67.2	No	Multi-Scale Vision Longformer: A New Vision Tran...	2021-03-29	Code
11	Mask R-CNN-FPN (AOGNet-40M)	63.2	No	Attentive Normalization	2019-08-04	Code
12	R3-CNN (ResNet-50-FPN, DCN)	61.3	No	Recursively Refined R-CNN: Instance Segmentation...	2021-04-03	Code
13	R3-CNN (ResNet-50-FPN, GC-Net)	61.1	No	Recursively Refined R-CNN: Instance Segmentation...	2021-04-03	Code
14	Mask R-CNN-FPN (ResNeXt-101, GN+WS)	61.07	No	Micro-Batch Training with Batch-Channel Normaliz...	2019-03-25	Code
15	GCnet (ResNet-50-FPN, GRoIE)	59.3	No	A novel Region of Interest Extraction Layer for ...	2020-04-28	Code
16	R3-CNN (ResNet-50-FPN, GRoIE)	58.8	No	Recursively Refined R-CNN: Instance Segmentation...	2021-04-03	Code
17	R3-CNN (ResNet-50-FPN)	58	No	Recursively Refined R-CNN: Instance Segmentation...	2021-04-03	Code
18	Faster R-CNN (Res2Net-50)	57.6	No	Res2Net: A New Multi-scale Backbone Architecture	2019-04-02	Code
19	Mask R-CNN (ResNet-50-FPN, GRoIE)	57.1	No	A novel Region of Interest Extraction Layer for ...	2020-04-28	Code

#1InternImage-HSOTA
80.1
AP50· Extra Data· 2022-11-10
InternImage: Exploring Large-Scale Vision Foundation Models with Deformable Convolutions Code
#2Co-DETR
79.7
AP50· Extra Data· 2022-11-22
DETRs with Collaborative Hybrid Assignments Training Code
#3EVA
79.4
AP50· Extra Data· 2022-11-14
EVA: Exploring the Limits of Masked Visual Representation Learning at Scale Code
#4Mask Frozen-DETR
78.9
AP50· Extra Data· 2023-08-07
Mask Frozen-DETR: High Quality Instance Segmentation with One GPU
#5DiNAT-L (single-scale, Mask2Former)SOTA
75
AP50· 2022-09-29
Dilated Neighborhood Attention Transformer Code
#6QueryInst (single scale)SOTA
74
AP50· 2021-05-05
Instances as Queries Code
#7GCNet (ResNeXt-101 + DCN + cascade + GC r4)SOTA
67.9
AP50· 2020-12-24
Global Context Networks Code
#8ELSA-S (Cascade Mask RCNN)
67.8
AP50· 2021-12-23
ELSA: Enhanced Local Self-Attention for Vision Transformer Code
#9ELSA-S (Mask RCNN)
67.3
AP50· 2021-12-23
ELSA: Enhanced Local Self-Attention for Vision Transformer Code
#10Mask R-CNN (ViL Base, 1x lr)
67.2
AP50· 2021-03-29
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding Code
#11Mask R-CNN-FPN (AOGNet-40M)SOTA
63.2
AP50· 2019-08-04
Attentive Normalization Code
#12R3-CNN (ResNet-50-FPN, DCN)
61.3
AP50· 2021-04-03
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing Code
#13R3-CNN (ResNet-50-FPN, GC-Net)
61.1
AP50· 2021-04-03
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing Code
#14Mask R-CNN-FPN (ResNeXt-101, GN+WS)SOTA
61.07
AP50· 2019-03-25
Micro-Batch Training with Batch-Channel Normalization and Weight Standardization Code
#15GCnet (ResNet-50-FPN, GRoIE)
59.3
AP50· 2020-04-28
A novel Region of Interest Extraction Layer for Instance Segmentation Code
#16R3-CNN (ResNet-50-FPN, GRoIE)
58.8
AP50· 2021-04-03
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing Code
#17R3-CNN (ResNet-50-FPN)
58
AP50· 2021-04-03
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing Code
#18Faster R-CNN (Res2Net-50)
57.6
AP50· 2019-04-02
Res2Net: A New Multi-scale Backbone Architecture Code
#19Mask R-CNN (ResNet-50-FPN, GRoIE)
57.1
AP50· 2020-04-28
A novel Region of Interest Extraction Layer for Instance Segmentation Code