2D Object Detection on COCO 2017 val

Metric: APM (higher is better)

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#	Model↕	APM▼	Augmentations	Paper	Date↕	Code
1	Mr. DETR (Swin-L, 1x, 5cale)	65.6	Yes	Mr. DETR: Instructive Multi-Route Training for D...	2024-12-13	Code
2	Relation-DETR (Swin-L 2x)	63	No	Relation DETR: Exploring Explicit Position Relat...	2024-07-16	Code
3	Mr. DETR (Swin-L, 1x, 4scale)	62.8	No	Mr. DETR: Instructive Multi-Route Training for D...	2024-12-13	Code
4	MI-DETR (Swin-L 1x)	62.8	No	MI-DETR: An Object Detection Model with Multi-ti...	2025-03-03	Code
5	Relation-DETR (Swin-L 1x)	62.1	No	Relation DETR: Exploring Explicit Position Relat...	2024-07-16	Code
6	Salience-DETR (Focal-L 1x)	61.8	No	Salience DETR: Enhancing Detection Transformer w...	2024-03-24	Code
7	Salience-DETR (Swin-L 1x)	61.2	No	Salience DETR: Enhancing Detection Transformer w...	2024-03-24	Code
8	Relation-DETR (ResNet50 2x)	56	No	Relation DETR: Exploring Explicit Position Relat...	2024-07-16	Code
9	Relation-DETR (ResNet50 1x)	55.6	No	Relation DETR: Exploring Explicit Position Relat...	2024-07-16	Code
10	Salience-DETR (ResNet50 1x)	54.4	No	Salience DETR: Enhancing Detection Transformer w...	2024-03-24	Code
11	ViDT Swin-base	52.6	No	ViDT: An Efficient and Effective Fully Transform...	2021-10-08	Code
12	ViDT Swin-small	50.7	No	ViDT: An Efficient and Effective Fully Transform...	2021-10-08	Code
13	ViDT Swin-tiny	47.6	No	ViDT: An Efficient and Effective Fully Transform...	2021-10-08	Code
14	ViDT Swin-nano	42.5	No	ViDT: An Efficient and Effective Fully Transform...	2021-10-08	Code

#1Mr. DETR (Swin-L, 1x, 5cale)SOTA
65.6
APM· Augmentations· 2024-12-13
Mr. DETR: Instructive Multi-Route Training for Detection Transformers Code
#2Relation-DETR (Swin-L 2x)SOTA
63
APM· 2024-07-16
Relation DETR: Exploring Explicit Position Relation Prior for Object Detection Code
#3Mr. DETR (Swin-L, 1x, 4scale)
62.8
APM· 2024-12-13
Mr. DETR: Instructive Multi-Route Training for Detection Transformers Code
#4MI-DETR (Swin-L 1x)
62.8
APM· 2025-03-03
MI-DETR: An Object Detection Model with Multi-time Inquiries Mechanism Code
#5Relation-DETR (Swin-L 1x)
62.1
APM· 2024-07-16
Relation DETR: Exploring Explicit Position Relation Prior for Object Detection Code
#6Salience-DETR (Focal-L 1x)SOTA
61.8
APM· 2024-03-24
Salience DETR: Enhancing Detection Transformer with Hierarchical Salience Filtering Refinement Code
#7Salience-DETR (Swin-L 1x)
61.2
APM· 2024-03-24
Salience DETR: Enhancing Detection Transformer with Hierarchical Salience Filtering Refinement Code
#8Relation-DETR (ResNet50 2x)
56
APM· 2024-07-16
Relation DETR: Exploring Explicit Position Relation Prior for Object Detection Code
#9Relation-DETR (ResNet50 1x)
55.6
APM· 2024-07-16
Relation DETR: Exploring Explicit Position Relation Prior for Object Detection Code
#10Salience-DETR (ResNet50 1x)
54.4
APM· 2024-03-24
Salience DETR: Enhancing Detection Transformer with Hierarchical Salience Filtering Refinement Code
#11ViDT Swin-baseSOTA
52.6
APM· 2021-10-08
ViDT: An Efficient and Effective Fully Transformer-based Object Detector Code
#12ViDT Swin-small
50.7
APM· 2021-10-08
ViDT: An Efficient and Effective Fully Transformer-based Object Detector Code
#13ViDT Swin-tiny
47.6
APM· 2021-10-08
ViDT: An Efficient and Effective Fully Transformer-based Object Detector Code
#14ViDT Swin-nano
42.5
APM· 2021-10-08
ViDT: An Efficient and Effective Fully Transformer-based Object Detector Code