Instance Segmentation on COCO minival

Metric: AP75 (higher is better)

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#	Model↕	AP75▼	Extra Data	Paper	Date↕	Code
1	Co-DETR	62.8	Yes	DETRs with Collaborative Hybrid Assignments Trai...	2022-11-22	Code
2	InternImage-H	61.5	Yes	InternImage: Exploring Large-Scale Vision Founda...	2022-11-10	Code
3	EVA	60.9	Yes	EVA: Exploring the Limits of Masked Visual Repre...	2022-11-14	Code
4	Mask Frozen-DETR	60.8	Yes	Mask Frozen-DETR: High Quality Instance Segmenta...	2023-08-07	-
5	QueryInst (single scale)	53.9	No	Instances as Queries	2021-05-05	Code
6	Mask R-CNN (ViL Base, multi-scale, 3x lr)	49.9	No	Multi-Scale Vision Longformer: A New Vision Tran...	2021-03-29	Code
7	Mask R-CNN (ViL Base, 1x lr)	49.3	No	Multi-Scale Vision Longformer: A New Vision Tran...	2021-03-29	Code
8	GCNet (ResNeXt-101 + DCN + cascade + GC r4)	48.4	No	GCNet: Non-local Networks Meet Squeeze-Excitatio...	2019-04-25	Code
9	ELSA-S (Cascade Mask RCNN)	47.8	No	ELSA: Enhanced Local Self-Attention for Vision T...	2021-12-23	Code
10	ELSA-S (Mask RCNN)	46.4	No	ELSA: Enhanced Local Self-Attention for Vision T...	2021-12-23	Code
11	R3-CNN (ResNet-50-FPN, DCN)	44	No	Recursively Refined R-CNN: Instance Segmentation...	2021-04-03	Code
12	R3-CNN (ResNet-50-FPN, GC-Net)	43.5	No	Recursively Refined R-CNN: Instance Segmentation...	2021-04-03	Code
13	Mask R-CNN-FPN (AOGNet-40M)	43.3	No	Attentive Normalization	2019-08-04	Code
14	R3-CNN (ResNet-50-FPN, GRoIE)	42.3	No	Recursively Refined R-CNN: Instance Segmentation...	2021-04-03	Code
15	R3-CNN (ResNet-50-FPN)	41.4	No	Recursively Refined R-CNN: Instance Segmentation...	2021-04-03	Code
16	Mask R-CNN-FPN (ResNeXt-101, GN+WS)	40.82	No	Micro-Batch Training with Batch-Channel Normaliz...	2019-03-25	Code
17	GCnet (ResNet-50-FPN, GRoIE)	39.8	No	A novel Region of Interest Extraction Layer for ...	2020-04-28	Code
18	Mask R-CNN (ResNet-50-FPN, GRoIE)	38	No	A novel Region of Interest Extraction Layer for ...	2020-04-28	Code

#1Co-DETRSOTA
62.8
AP75· Extra Data· 2022-11-22
DETRs with Collaborative Hybrid Assignments Training Code
#2InternImage-HSOTA
61.5
AP75· Extra Data· 2022-11-10
InternImage: Exploring Large-Scale Vision Foundation Models with Deformable Convolutions Code
#3EVA
60.9
AP75· Extra Data· 2022-11-14
EVA: Exploring the Limits of Masked Visual Representation Learning at Scale Code
#4Mask Frozen-DETR
60.8
AP75· Extra Data· 2023-08-07
Mask Frozen-DETR: High Quality Instance Segmentation with One GPU
#5QueryInst (single scale)SOTA
53.9
AP75· 2021-05-05
Instances as Queries Code
#6Mask R-CNN (ViL Base, multi-scale, 3x lr)SOTA
49.9
AP75· 2021-03-29
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding Code
#7Mask R-CNN (ViL Base, 1x lr)
49.3
AP75· 2021-03-29
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding Code
#8GCNet (ResNeXt-101 + DCN + cascade + GC r4)SOTA
48.4
AP75· 2019-04-25
GCNet: Non-local Networks Meet Squeeze-Excitation Networks and Beyond Code
#9ELSA-S (Cascade Mask RCNN)
47.8
AP75· 2021-12-23
ELSA: Enhanced Local Self-Attention for Vision Transformer Code
#10ELSA-S (Mask RCNN)
46.4
AP75· 2021-12-23
ELSA: Enhanced Local Self-Attention for Vision Transformer Code
#11R3-CNN (ResNet-50-FPN, DCN)
44
AP75· 2021-04-03
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing Code
#12R3-CNN (ResNet-50-FPN, GC-Net)
43.5
AP75· 2021-04-03
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing Code
#13Mask R-CNN-FPN (AOGNet-40M)
43.3
AP75· 2019-08-04
Attentive Normalization Code
#14R3-CNN (ResNet-50-FPN, GRoIE)
42.3
AP75· 2021-04-03
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing Code
#15R3-CNN (ResNet-50-FPN)
41.4
AP75· 2021-04-03
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing Code
#16Mask R-CNN-FPN (ResNeXt-101, GN+WS)SOTA
40.82
AP75· 2019-03-25
Micro-Batch Training with Batch-Channel Normalization and Weight Standardization Code
#17GCnet (ResNet-50-FPN, GRoIE)
39.8
AP75· 2020-04-28
A novel Region of Interest Extraction Layer for Instance Segmentation Code
#18Mask R-CNN (ResNet-50-FPN, GRoIE)
38
AP75· 2020-04-28
A novel Region of Interest Extraction Layer for Instance Segmentation Code