Instance Segmentation on COCO minival

Metric: APL (higher is better)

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#	Model↕	APL▼	Extra Data	Paper	Date↕	Code
1	Co-DETR	74.6	Yes	DETRs with Collaborative Hybrid Assignments Trai...	2022-11-22	Code
2	InternImage-H	74.4	Yes	InternImage: Exploring Large-Scale Vision Founda...	2022-11-10	Code
3	Mask Frozen-DETR	72.9	Yes	Mask Frozen-DETR: High Quality Instance Segmenta...	2023-08-07	-
4	EVA	72	Yes	EVA: Exploring the Limits of Masked Visual Repre...	2022-11-14	Code
5	QueryInst (single scale)	68.3	No	Instances as Queries	2021-05-05	Code
6	R3-CNN (ResNet-50-FPN, DCN)	56.1	No	Recursively Refined R-CNN: Instance Segmentation...	2021-04-03	Code
7	Mask R-CNN-FPN (ResNeXt-101, GN+WS)	56.08	No	Micro-Batch Training with Batch-Channel Normaliz...	2019-03-25	Code
8	R3-CNN (ResNet-50-FPN, GRoIE)	54.3	No	Recursively Refined R-CNN: Instance Segmentation...	2021-04-03	Code
9	Faster R-CNN (Res2Net-50)	53.7	No	Res2Net: A New Multi-scale Backbone Architecture	2019-04-02	Code
10	Mask R-CNN (FPN, X-volution, SA)	53.1	No	X-volution: On the unification of convolution an...	2021-06-04	-
11	R3-CNN (ResNet-50-FPN)	52.8	No	Recursively Refined R-CNN: Instance Segmentation...	2021-04-03	Code
12	GCnet (ResNet-50-FPN, GRoIE)	51.2	No	A novel Region of Interest Extraction Layer for ...	2020-04-28	Code
13	Mask R-CNN (ResNet-50-FPN, GRoIE)	48.7	No	A novel Region of Interest Extraction Layer for ...	2020-04-28	Code

#1Co-DETRSOTA
74.6
APL· Extra Data· 2022-11-22
DETRs with Collaborative Hybrid Assignments Training Code
#2InternImage-HSOTA
74.4
APL· Extra Data· 2022-11-10
InternImage: Exploring Large-Scale Vision Foundation Models with Deformable Convolutions Code
#3Mask Frozen-DETR
72.9
APL· Extra Data· 2023-08-07
Mask Frozen-DETR: High Quality Instance Segmentation with One GPU
#4EVA
72
APL· Extra Data· 2022-11-14
EVA: Exploring the Limits of Masked Visual Representation Learning at Scale Code
#5QueryInst (single scale)SOTA
68.3
APL· 2021-05-05
Instances as Queries Code
#6R3-CNN (ResNet-50-FPN, DCN)SOTA
56.1
APL· 2021-04-03
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing Code
#7Mask R-CNN-FPN (ResNeXt-101, GN+WS)SOTA
56.08
APL· 2019-03-25
Micro-Batch Training with Batch-Channel Normalization and Weight Standardization Code
#8R3-CNN (ResNet-50-FPN, GRoIE)
54.3
APL· 2021-04-03
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing Code
#9Faster R-CNN (Res2Net-50)
53.7
APL· 2019-04-02
Res2Net: A New Multi-scale Backbone Architecture Code
#10Mask R-CNN (FPN, X-volution, SA)
53.1
APL· 2021-06-04
X-volution: On the unification of convolution and self-attention
#11R3-CNN (ResNet-50-FPN)
52.8
APL· 2021-04-03
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing Code
#12GCnet (ResNet-50-FPN, GRoIE)
51.2
APL· 2020-04-28
A novel Region of Interest Extraction Layer for Instance Segmentation Code
#13Mask R-CNN (ResNet-50-FPN, GRoIE)
48.7
APL· 2020-04-28
A novel Region of Interest Extraction Layer for Instance Segmentation Code