Instance Segmentation on COCO minival

Metric: APM (higher is better)

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#	Model↕	APM▼	Extra Data	Paper	Date↕	Code
1	Co-DETR	59.7	Yes	DETRs with Collaborative Hybrid Assignments Trai...	2022-11-22	Code
2	InternImage-H	58.4	Yes	InternImage: Exploring Large-Scale Vision Founda...	2022-11-10	Code
3	EVA	58.4	Yes	EVA: Exploring the Limits of Masked Visual Repre...	2022-11-14	Code
4	Mask Frozen-DETR	58.4	Yes	Mask Frozen-DETR: High Quality Instance Segmenta...	2023-08-07	-
5	QueryInst (single scale)	52.6	No	Instances as Queries	2021-05-05	Code
6	R3-CNN (ResNet-50-FPN, DCN)	43.6	No	Recursively Refined R-CNN: Instance Segmentation...	2021-04-03	Code
7	R3-CNN (ResNet-50-FPN, GC-Net)	42.8	No	Recursively Refined R-CNN: Instance Segmentation...	2021-04-03	Code
8	R3-CNN (ResNet-50-FPN, GRoIE)	42.1	No	Recursively Refined R-CNN: Instance Segmentation...	2021-04-03	Code
9	Mask R-CNN-FPN (ResNeXt-101, GN+WS)	41.73	No	Micro-Batch Training with Batch-Channel Normaliz...	2019-03-25	Code
10	R3-CNN (ResNet-50-FPN)	41	No	Recursively Refined R-CNN: Instance Segmentation...	2021-04-03	Code
11	GCnet (ResNet-50-FPN, GRoIE)	41	No	A novel Region of Interest Extraction Layer for ...	2020-04-28	Code
12	Mask R-CNN (FPN, X-volution, SA)	40	No	X-volution: On the unification of convolution an...	2021-06-04	-
13	Mask R-CNN (ResNet-50-FPN, GRoIE)	39	No	A novel Region of Interest Extraction Layer for ...	2020-04-28	Code
14	Faster R-CNN (Res2Net-50)	37.9	No	Res2Net: A New Multi-scale Backbone Architecture	2019-04-02	Code

#1Co-DETRSOTA
59.7
APM· Extra Data· 2022-11-22
DETRs with Collaborative Hybrid Assignments Training Code
#2InternImage-HSOTA
58.4
APM· Extra Data· 2022-11-10
InternImage: Exploring Large-Scale Vision Foundation Models with Deformable Convolutions Code
#3EVA
58.4
APM· Extra Data· 2022-11-14
EVA: Exploring the Limits of Masked Visual Representation Learning at Scale Code
#4Mask Frozen-DETR
58.4
APM· Extra Data· 2023-08-07
Mask Frozen-DETR: High Quality Instance Segmentation with One GPU
#5QueryInst (single scale)SOTA
52.6
APM· 2021-05-05
Instances as Queries Code
#6R3-CNN (ResNet-50-FPN, DCN)SOTA
43.6
APM· 2021-04-03
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing Code
#7R3-CNN (ResNet-50-FPN, GC-Net)
42.8
APM· 2021-04-03
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing Code
#8R3-CNN (ResNet-50-FPN, GRoIE)
42.1
APM· 2021-04-03
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing Code
#9Mask R-CNN-FPN (ResNeXt-101, GN+WS)SOTA
41.73
APM· 2019-03-25
Micro-Batch Training with Batch-Channel Normalization and Weight Standardization Code
#10R3-CNN (ResNet-50-FPN)
41
APM· 2021-04-03
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing Code
#11GCnet (ResNet-50-FPN, GRoIE)
41
APM· 2020-04-28
A novel Region of Interest Extraction Layer for Instance Segmentation Code
#12Mask R-CNN (FPN, X-volution, SA)
40
APM· 2021-06-04
X-volution: On the unification of convolution and self-attention
#13Mask R-CNN (ResNet-50-FPN, GRoIE)
39
APM· 2020-04-28
A novel Region of Interest Extraction Layer for Instance Segmentation Code
#14Faster R-CNN (Res2Net-50)
37.9
APM· 2019-04-02
Res2Net: A New Multi-scale Backbone Architecture Code