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SARDet-100K
2D Object Detection on SARDet-100K
Metric: box mAP (higher is better)
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Model name (A→Z)
#
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
#1
DenoDet
SOTA
55.4
box mAP
· 2024-06-05
DenoDet: Attention as Deformable Multi-Subspace Feature Denoising for Target Detection in SAR Images
Code
#2
MSFA (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
#3
MSFA (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
#4
MSFA (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
#5
MSFA (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
#6
Cascade R-CNN
SOTA
51.1
box mAP
· 2017-12-03
Cascade R-CNN: Delving into High Quality Object Detection
Code
#7
Deformable DETR
50
box mAP
· 2020-10-08
Deformable DETR: Deformable Transformers for End-to-End Object Detection
Code
#8
FCOS
49.8
box mAP
· 2019-04-02
FCOS: Fully Convolutional One-Stage Object Detection
Code
#9
F-RCNN
SOTA
49
box mAP
· 2015-06-04
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks
Code
#10
Grid RCNN
48.8
box mAP
· 2018-11-29
Grid R-CNN
Code
#11
RetinaNet
47.4
box mAP
· 2017-08-07
Focal Loss for Dense Object Detection
Code
#12
Sparse R-CNN
38.1
box mAP
· 2020-11-25
Sparse R-CNN: End-to-End Object Detection with Learnable Proposals
Code