3D on COCO 2017 val

Metric: AP (higher is better)

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#	Model↕	AP▼	Augmentations	Paper	Date↕	Code
1	LOGO-CAP (Ours) HRNet-W48	72.2	No	-	-	-
2	LOGO-CAP (Ours) HRNet-W32	69.6	No	-	-	-
3	Mr. DETR (Swin-L, 1x, 5cale)	61.8	Yes	Mr. DETR: Instructive Multi-Route Training for D...	2024-12-13	Code
4	Mr. DETR (Swin-L, 1x, 4scale)	58.4	No	Mr. DETR: Instructive Multi-Route Training for D...	2024-12-13	Code
5	MI-DETR (Swin-L 1x)	58.2	No	MI-DETR: An Object Detection Model with Multi-ti...	2025-03-03	Code
6	Relation-DETR (Swin-L 2x)	58.1	No	Relation DETR: Exploring Explicit Position Relat...	2024-07-16	Code
7	Relation-DETR (Swin-L 1x)	57.8	No	Relation DETR: Exploring Explicit Position Relat...	2024-07-16	Code
8	Salience-DETR (Focal-L 1x)	57.3	No	Salience DETR: Enhancing Detection Transformer w...	2024-03-24	Code
9	YOLOv6-L6(46 fps, V100, bs1)	57.2	No	YOLOv6 v3.0: A Full-Scale Reloading	2023-01-13	Code
10	Salience-DETR (Swin-L 1x)	56.5	No	Salience DETR: Enhancing Detection Transformer w...	2024-03-24	Code
11	MogaNet-XL (Cascade Mask R-CNN)	56.2	No	MogaNet: Multi-order Gated Aggregation Network	2022-11-07	Code
12	MogaNet-L (Cascade Mask R-CNN)	53.3	No	MogaNet: Multi-order Gated Aggregation Network	2022-11-07	Code
13	MogaNet-B (Cascade Mask R-CNN)	52.6	No	MogaNet: Multi-order Gated Aggregation Network	2022-11-07	Code
14	Relation-DETR (ResNet50 2x)	52.1	No	Relation DETR: Exploring Explicit Position Relat...	2024-07-16	Code
15	Relation-DETR (ResNet50 1x)	51.7	No	Relation DETR: Exploring Explicit Position Relat...	2024-07-16	Code
16	MogaNet-S (Cascade Mask R-CNN)	51.6	No	MogaNet: Multi-order Gated Aggregation Network	2022-11-07	Code
17	RF-ConvNeXt-T Cascade R-CNN	50.9	No	RF-Next: Efficient Receptive Field Search for Co...	2022-06-14	Code
18	Salience-DETR (ResNet50 1x)	50	No	Salience DETR: Enhancing Detection Transformer w...	2024-03-24	Code
19	SQR-Adamixer-R101	49.8	No	Enhanced Training of Query-Based Object Detectio...	2022-12-15	Code
20	MogaNet-L (Mask R-CNN 1x)	49.4	No	MogaNet: Multi-order Gated Aggregation Network	2022-11-07	Code
21	ViDT Swin-base	49.2	No	ViDT: An Efficient and Effective Fully Transform...	2021-10-08	Code
22	SQR-Adamixer-R50	48.9	No	Enhanced Training of Query-Based Object Detectio...	2022-12-15	Code
23	MogaNet-L (RetinaNet 1x)	48.7	No	MogaNet: Multi-order Gated Aggregation Network	2022-11-07	Code
24	MogaNet-B (Mask R-CNN 1x)	47.9	No	MogaNet: Multi-order Gated Aggregation Network	2022-11-07	Code
25	MogaNet-B (RetinaNet 1x)	47.7	No	MogaNet: Multi-order Gated Aggregation Network	2022-11-07	Code
26	ViDT Swin-small	47.5	No	ViDT: An Efficient and Effective Fully Transform...	2021-10-08	Code
27	MogaNet-S (Mask R-CNN 1x)	46.7	No	MogaNet: Multi-order Gated Aggregation Network	2022-11-07	Code
28	MogaNet-S (RetinaNet 1x)	45.8	No	MogaNet: Multi-order Gated Aggregation Network	2022-11-07	Code
29	ViDT Swin-tiny	44.8	No	ViDT: An Efficient and Effective Fully Transform...	2021-10-08	Code
30	MogaNet-T (Mask R-CNN 1x)	42.6	No	MogaNet: Multi-order Gated Aggregation Network	2022-11-07	Code
31	MogaNet-T (RetinaNet 1x)	41.4	No	MogaNet: Multi-order Gated Aggregation Network	2022-11-07	Code
32	MogaNet-XT (Mask R-CNN 1x)	40.7	No	MogaNet: Multi-order Gated Aggregation Network	2022-11-07	Code
33	ViDT Swin-nano	40.4	No	ViDT: An Efficient and Effective Fully Transform...	2021-10-08	Code
34	MogaNet-XT (RetinaNet 1x)	39.7	No	MogaNet: Multi-order Gated Aggregation Network	2022-11-07	Code

#1LOGO-CAP (Ours) HRNet-W48
72.2
AP
No paper
#2LOGO-CAP (Ours) HRNet-W32
69.6
AP
No paper
#3Mr. DETR (Swin-L, 1x, 5cale)SOTA
61.8
AP· Augmentations· 2024-12-13
Mr. DETR: Instructive Multi-Route Training for Detection Transformers Code
#4Mr. DETR (Swin-L, 1x, 4scale)
58.4
AP· 2024-12-13
Mr. DETR: Instructive Multi-Route Training for Detection Transformers Code
#5MI-DETR (Swin-L 1x)
58.2
AP· 2025-03-03
MI-DETR: An Object Detection Model with Multi-time Inquiries Mechanism Code
#6Relation-DETR (Swin-L 2x)SOTA
58.1
AP· 2024-07-16
Relation DETR: Exploring Explicit Position Relation Prior for Object Detection Code
#7Relation-DETR (Swin-L 1x)
57.8
AP· 2024-07-16
Relation DETR: Exploring Explicit Position Relation Prior for Object Detection Code
#8Salience-DETR (Focal-L 1x)SOTA
57.3
AP· 2024-03-24
Salience DETR: Enhancing Detection Transformer with Hierarchical Salience Filtering Refinement Code
#9YOLOv6-L6(46 fps, V100, bs1)SOTA
57.2
AP· 2023-01-13
YOLOv6 v3.0: A Full-Scale Reloading Code
#10Salience-DETR (Swin-L 1x)
56.5
AP· 2024-03-24
Salience DETR: Enhancing Detection Transformer with Hierarchical Salience Filtering Refinement Code
#11MogaNet-XL (Cascade Mask R-CNN)SOTA
56.2
AP· 2022-11-07
MogaNet: Multi-order Gated Aggregation Network Code
#12MogaNet-L (Cascade Mask R-CNN)
53.3
AP· 2022-11-07
MogaNet: Multi-order Gated Aggregation Network Code
#13MogaNet-B (Cascade Mask R-CNN)
52.6
AP· 2022-11-07
MogaNet: Multi-order Gated Aggregation Network Code
#14Relation-DETR (ResNet50 2x)
52.1
AP· 2024-07-16
Relation DETR: Exploring Explicit Position Relation Prior for Object Detection Code
#15Relation-DETR (ResNet50 1x)
51.7
AP· 2024-07-16
Relation DETR: Exploring Explicit Position Relation Prior for Object Detection Code
#16MogaNet-S (Cascade Mask R-CNN)
51.6
AP· 2022-11-07
MogaNet: Multi-order Gated Aggregation Network Code
#17RF-ConvNeXt-T Cascade R-CNNSOTA
50.9
AP· 2022-06-14
RF-Next: Efficient Receptive Field Search for Convolutional Neural Networks Code
#18Salience-DETR (ResNet50 1x)
50
AP· 2024-03-24
Salience DETR: Enhancing Detection Transformer with Hierarchical Salience Filtering Refinement Code
#19SQR-Adamixer-R101
49.8
AP· 2022-12-15
Enhanced Training of Query-Based Object Detection via Selective Query Recollection Code
#20MogaNet-L (Mask R-CNN 1x)
49.4
AP· 2022-11-07
MogaNet: Multi-order Gated Aggregation Network Code
#21ViDT Swin-baseSOTA
49.2
AP· 2021-10-08
ViDT: An Efficient and Effective Fully Transformer-based Object Detector Code
#22SQR-Adamixer-R50
48.9
AP· 2022-12-15
Enhanced Training of Query-Based Object Detection via Selective Query Recollection Code
#23MogaNet-L (RetinaNet 1x)
48.7
AP· 2022-11-07
MogaNet: Multi-order Gated Aggregation Network Code
#24MogaNet-B (Mask R-CNN 1x)
47.9
AP· 2022-11-07
MogaNet: Multi-order Gated Aggregation Network Code
#25MogaNet-B (RetinaNet 1x)
47.7
AP· 2022-11-07
MogaNet: Multi-order Gated Aggregation Network Code
#26ViDT Swin-small
47.5
AP· 2021-10-08
ViDT: An Efficient and Effective Fully Transformer-based Object Detector Code
#27MogaNet-S (Mask R-CNN 1x)
46.7
AP· 2022-11-07
MogaNet: Multi-order Gated Aggregation Network Code
#28MogaNet-S (RetinaNet 1x)
45.8
AP· 2022-11-07
MogaNet: Multi-order Gated Aggregation Network Code
#29ViDT Swin-tiny
44.8
AP· 2021-10-08
ViDT: An Efficient and Effective Fully Transformer-based Object Detector Code
#30MogaNet-T (Mask R-CNN 1x)
42.6
AP· 2022-11-07
MogaNet: Multi-order Gated Aggregation Network Code
#31MogaNet-T (RetinaNet 1x)
41.4
AP· 2022-11-07
MogaNet: Multi-order Gated Aggregation Network Code
#32MogaNet-XT (Mask R-CNN 1x)
40.7
AP· 2022-11-07
MogaNet: Multi-order Gated Aggregation Network Code
#33ViDT Swin-nano
40.4
AP· 2021-10-08
ViDT: An Efficient and Effective Fully Transformer-based Object Detector Code
#34MogaNet-XT (RetinaNet 1x)
39.7
AP· 2022-11-07
MogaNet: Multi-order Gated Aggregation Network Code