Instance Segmentation on LVIS v1.0 val

Metric: mask AP (higher is better)

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#	Model↕	mask AP▼	Extra Data	Paper	Date↕	Code
1	Co-DETR (single-scale)	60.7	Yes	DETRs with Collaborative Hybrid Assignments Trai...	2022-11-22	Code
2	EVA	55	Yes	EVA: Exploring the Limits of Masked Visual Repre...	2022-11-14	Code
3	HTC-ealrystop-ema	50.4	No	LVIS Challenge Track Technical Report 1st Place ...	2021-11-04	-
4	GLEE-Pro	49.9	Yes	General Object Foundation Model for Images and V...	2023-12-14	Code
5	ViTDet-H	48.1	No	Exploring Plain Vision Transformer Backbones for...	2022-03-30	Code
6	ViTDet-L	46	No	Exploring Plain Vision Transformer Backbones for...	2022-03-30	Code
7	DiverGen (Swin-L)	45.5	No	DiverGen: Improving Instance Segmentation by Lea...	2024-05-16	Code
8	CenterNet2 (Swin-L w/ X-Paste + Copy-Paste)	45.4	No	X-Paste: Revisiting Scalable Copy-Paste for Inst...	2022-12-07	Code
9	DiffusionInst-SwinL	38.6	No	DiffusionInst: Diffusion Model for Instance Segm...	2022-12-06	Code
10	FRACAL-Swin-B	38.5	No	Fractal Calibration for long-tailed object detec...	2024-10-15	Code
11	Eff-B7 NAS-FPN (1280, Copy-Paste pre-training))	38.1	No	Simple Copy-Paste is a Strong Data Augmentation ...	2020-12-13	Code
12	DiffusionInst-SwinB	36	No	DiffusionInst: Diffusion Model for Instance Segm...	2022-12-06	Code
13	FRACAL-SwinS	33.6	No	Fractal Calibration for long-tailed object detec...	2024-10-15	Code
14	FRACAL-SwinT	30.7	No	Fractal Calibration for long-tailed object detec...	2024-10-15	Code
15	SE-R101-FPN-MaskRCNN-APA	30.7	No	Adaptive Parametric Activation	2024-07-11	Code
16	SE-R50-FPN-MaskRCNN-APA	29.1	No	Adaptive Parametric Activation	2024-07-11	Code
17	R101-FPN-MaskRCNN-GOL	29	No	Long-tailed Instance Segmentation using Gumbel O...	2022-07-22	Code
18	Cascade-R101-EQLv2	28.8	No	Equalization Loss v2: A New Gradient Balance App...	2020-12-15	Code
19	R101-MaskRCNN-LOCE	28	No	Exploring Classification Equilibrium in Long-Tai...	2021-08-17	Code
20	R50-FPN-MaskRCNN-GOL	27.7	No	Long-tailed Instance Segmentation using Gumbel O...	2022-07-22	Code
21	R101-FPN-MaskRCNN-EQLv2	27.5	No	Equalization Loss v2: A New Gradient Balance App...	2020-12-15	Code
22	DiffusionInst-ResNet101	27	No	DiffusionInst: Diffusion Model for Instance Segm...	2022-12-06	Code
23	R50-MaskRCNN-LOCE	26.6	No	Exploring Classification Equilibrium in Long-Tai...	2021-08-17	Code
24	R50-FPN-MaskRCNN-EQLv2	23.7	No	Equalization Loss v2: A New Gradient Balance App...	2020-12-15	Code
25	DiffusionInst-ResNet50	22.3	No	DiffusionInst: Diffusion Model for Instance Segm...	2022-12-06	Code

#1Co-DETR (single-scale)SOTA
60.7
mask AP· Extra Data· 2022-11-22
DETRs with Collaborative Hybrid Assignments Training Code
#2EVASOTA
55
mask AP· Extra Data· 2022-11-14
EVA: Exploring the Limits of Masked Visual Representation Learning at Scale Code
#3HTC-ealrystop-emaSOTA
50.4
mask AP· 2021-11-04
LVIS Challenge Track Technical Report 1st Place Solution: Distribution Balanced and Boundary Refinement for Large Vocabulary Instance Segmentation
#4GLEE-Pro
49.9
mask AP· Extra Data· 2023-12-14
General Object Foundation Model for Images and Videos at Scale Code
#5ViTDet-H
48.1
mask AP· 2022-03-30
Exploring Plain Vision Transformer Backbones for Object Detection Code
#6ViTDet-L
46
mask AP· 2022-03-30
Exploring Plain Vision Transformer Backbones for Object Detection Code
#7DiverGen (Swin-L)
45.5
mask AP· 2024-05-16
DiverGen: Improving Instance Segmentation by Learning Wider Data Distribution with More Diverse Generative Data Code
#8CenterNet2 (Swin-L w/ X-Paste + Copy-Paste)
45.4
mask AP· 2022-12-07
X-Paste: Revisiting Scalable Copy-Paste for Instance Segmentation using CLIP and StableDiffusion Code
#9DiffusionInst-SwinL
38.6
mask AP· 2022-12-06
DiffusionInst: Diffusion Model for Instance Segmentation Code
#10FRACAL-Swin-B
38.5
mask AP· 2024-10-15
Fractal Calibration for long-tailed object detection Code
#11Eff-B7 NAS-FPN (1280, Copy-Paste pre-training))SOTA
38.1
mask AP· 2020-12-13
Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation Code
#12DiffusionInst-SwinB
36
mask AP· 2022-12-06
DiffusionInst: Diffusion Model for Instance Segmentation Code
#13FRACAL-SwinS
33.6
mask AP· 2024-10-15
Fractal Calibration for long-tailed object detection Code
#14FRACAL-SwinT
30.7
mask AP· 2024-10-15
Fractal Calibration for long-tailed object detection Code
#15SE-R101-FPN-MaskRCNN-APA
30.7
mask AP· 2024-07-11
Adaptive Parametric Activation Code
#16SE-R50-FPN-MaskRCNN-APA
29.1
mask AP· 2024-07-11
Adaptive Parametric Activation Code
#17R101-FPN-MaskRCNN-GOL
29
mask AP· 2022-07-22
Long-tailed Instance Segmentation using Gumbel Optimized Loss Code
#18Cascade-R101-EQLv2
28.8
mask AP· 2020-12-15
Equalization Loss v2: A New Gradient Balance Approach for Long-tailed Object Detection Code
#19R101-MaskRCNN-LOCE
28
mask AP· 2021-08-17
Exploring Classification Equilibrium in Long-Tailed Object Detection Code
#20R50-FPN-MaskRCNN-GOL
27.7
mask AP· 2022-07-22
Long-tailed Instance Segmentation using Gumbel Optimized Loss Code
#21R101-FPN-MaskRCNN-EQLv2
27.5
mask AP· 2020-12-15
Equalization Loss v2: A New Gradient Balance Approach for Long-tailed Object Detection Code
#22DiffusionInst-ResNet101
27
mask AP· 2022-12-06
DiffusionInst: Diffusion Model for Instance Segmentation Code
#23R50-MaskRCNN-LOCE
26.6
mask AP· 2021-08-17
Exploring Classification Equilibrium in Long-Tailed Object Detection Code
#24R50-FPN-MaskRCNN-EQLv2
23.7
mask AP· 2020-12-15
Equalization Loss v2: A New Gradient Balance Approach for Long-tailed Object Detection Code
#25DiffusionInst-ResNet50
22.3
mask AP· 2022-12-06
DiffusionInst: Diffusion Model for Instance Segmentation Code