2D Object Detection on COCO 2017 val

Metric: AP (higher is better)

LeaderboardDataset

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Results

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