2D Object Detection on SARDet-100K

Metric: box mAP (higher is better)

LeaderboardDataset

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#	Model↕	box mAP▼	Augmentations	Paper	Date↕	Code
1	DenoDet	55.4	No	DenoDet: Attention as Deformable Multi-Subspace ...	2024-06-05	Code
2	MSFA (F-RCNN+ConvNext-T)	54.8	Yes	SARDet-100K: Towards Open-Source Benchmark and T...	2024-03-11	Code
3	MSFA (GFL+R50)	53.7	Yes	SARDet-100K: Towards Open-Source Benchmark and T...	2024-03-11	Code
4	MSFA (Deformable DETR)	51.3	Yes	SARDet-100K: Towards Open-Source Benchmark and T...	2024-03-11	Code
5	MSFA (F-RCNN+R50)	51.1	Yes	SARDet-100K: Towards Open-Source Benchmark and T...	2024-03-11	Code
6	Cascade R-CNN	51.1	No	Cascade R-CNN: Delving into High Quality Object ...	2017-12-03	Code
7	Deformable DETR	50	No	Deformable DETR: Deformable Transformers for End...	2020-10-08	Code
8	FCOS	49.8	No	FCOS: Fully Convolutional One-Stage Object Detec...	2019-04-02	Code
9	F-RCNN	49	No	Faster R-CNN: Towards Real-Time Object Detection...	2015-06-04	Code
10	Grid RCNN	48.8	No	Grid R-CNN	2018-11-29	Code
11	RetinaNet	47.4	No	Focal Loss for Dense Object Detection	2017-08-07	Code
12	Sparse R-CNN	38.1	No	Sparse R-CNN: End-to-End Object Detection with L...	2020-11-25	Code

#1DenoDetSOTA
55.4
box mAP· 2024-06-05
DenoDet: Attention as Deformable Multi-Subspace Feature Denoising for Target Detection in SAR Images Code
#2MSFA (F-RCNN+ConvNext-T)SOTA
54.8
box mAP· Augmentations· 2024-03-11
SARDet-100K: Towards Open-Source Benchmark and ToolKit for Large-Scale SAR Object Detection Code
#3MSFA (GFL+R50)
53.7
box mAP· Augmentations· 2024-03-11
SARDet-100K: Towards Open-Source Benchmark and ToolKit for Large-Scale SAR Object Detection Code
#4MSFA (Deformable DETR)
51.3
box mAP· Augmentations· 2024-03-11
SARDet-100K: Towards Open-Source Benchmark and ToolKit for Large-Scale SAR Object Detection Code
#5MSFA (F-RCNN+R50)
51.1
box mAP· Augmentations· 2024-03-11
SARDet-100K: Towards Open-Source Benchmark and ToolKit for Large-Scale SAR Object Detection Code
#6Cascade R-CNNSOTA
51.1
box mAP· 2017-12-03
Cascade R-CNN: Delving into High Quality Object Detection Code
#7Deformable DETR
50
box mAP· 2020-10-08
Deformable DETR: Deformable Transformers for End-to-End Object Detection Code
#8FCOS
49.8
box mAP· 2019-04-02
FCOS: Fully Convolutional One-Stage Object Detection Code
#9F-RCNNSOTA
49
box mAP· 2015-06-04
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks Code
#10Grid RCNN
48.8
box mAP· 2018-11-29
Grid R-CNN Code
#11RetinaNet
47.4
box mAP· 2017-08-07
Focal Loss for Dense Object Detection Code
#12Sparse R-CNN
38.1
box mAP· 2020-11-25
Sparse R-CNN: End-to-End Object Detection with Learnable Proposals Code