ML Research Wiki / Benchmarks / 2D Object Detection / SARDet-100K

SARDet-100K

2D Object Detection Benchmark

Performance Over Time

📊 Showing 13 results | 📏 Metric: box mAP

Top Performing Models

Rank	Model	Paper	box mAP	Date	Code
1	SARATR-X	SARATR-X: Toward Building A Foundation Model for SAR Target Recognition	57.30	2024-05-15	📦 waterdisappear/SARATR-X 📦 waterdisappear/sar-jepa 📦 waterdisappear/sar-kpga
2	DenoDet	DenoDet: Attention as Deformable Multi-Subspace Feature Denoising for Target Detection in SAR Images	55.40	2024-06-05	📦 zcablii/sardet_100k 📦 grokcv/groksar
3	MSFA (F-RCNN+ConvNext-T) 📚	SARDet-100K: Towards Open-Source Benchmark and ToolKit for Large-Scale SAR Object Detection	54.80	2024-03-11	📦 zcablii/sardet_100k
4	MSFA (GFL+R50) 📚	SARDet-100K: Towards Open-Source Benchmark and ToolKit for Large-Scale SAR Object Detection	53.70	2024-03-11	📦 zcablii/sardet_100k
5	MSFA (Deformable DETR) 📚	SARDet-100K: Towards Open-Source Benchmark and ToolKit for Large-Scale SAR Object Detection	51.30	2024-03-11	📦 zcablii/sardet_100k
6	MSFA (F-RCNN+R50) 📚	SARDet-100K: Towards Open-Source Benchmark and ToolKit for Large-Scale SAR Object Detection	51.10	2024-03-11	📦 zcablii/sardet_100k
7	Cascade R-CNN	Cascade R-CNN: Delving into High Quality Object Detection	51.10	2017-12-03	📦 open-mmlab/mmdetection 📦 PaddlePaddle/PaddleDetection 📦 tensorpack/tensorpack
8	Deformable DETR	Deformable DETR: Deformable Transformers for End-to-End Object Detection	50.00	2020-10-08	📦 PaddlePaddle/PaddleDetection 📦 fundamentalvision/Deformable-DETR 📦 roboflow/rf-detr
9	FCOS	FCOS: Fully Convolutional One-Stage Object Detection	49.80	2019-04-02	📦 open-mmlab/mmdetection 📦 pytorch/vision 📦 PaddlePaddle/PaddleDetection
10	F-RCNN	Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks	49.00	2015-06-04	📦 facebookresearch/detectron2 📦 open-mmlab/mmdetection 📦 facebookresearch/detectron

All Papers (13)

SARATR-X: Toward Building A Foundation Model for SAR Target Recognition

2024

SARATR-X

waterdisappear/SARATR-X waterdisappear/sar-jepa waterdisappear/sar-kpga

DenoDet: Attention as Deformable Multi-Subspace Feature Denoising for Target Detection in SAR Images

2024

DenoDet

zcablii/sardet_100k grokcv/groksar

SARDet-100K: Towards Open-Source Benchmark and ToolKit for Large-Scale SAR Object Detection

2024

MSFA (F-RCNN+ConvNext-T)

zcablii/sardet_100k

SARDet-100K: Towards Open-Source Benchmark and ToolKit for Large-Scale SAR Object Detection

2024

MSFA (GFL+R50)

zcablii/sardet_100k

SARDet-100K: Towards Open-Source Benchmark and ToolKit for Large-Scale SAR Object Detection

2024

MSFA (Deformable DETR)

zcablii/sardet_100k

SARDet-100K: Towards Open-Source Benchmark and ToolKit for Large-Scale SAR Object Detection

2024

MSFA (F-RCNN+R50)

zcablii/sardet_100k

Cascade R-CNN: Delving into High Quality Object Detection

2017

Cascade R-CNN

open-mmlab/mmdetection PaddlePaddle/PaddleDetection

Deformable DETR: Deformable Transformers for End-to-End Object Detection

2020

Deformable DETR

PaddlePaddle/PaddleDetection fundamentalvision/Deformable-DETR

FCOS: Fully Convolutional One-Stage Object Detection

2019

FCOS

open-mmlab/mmdetection pytorch/vision

Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks

2015

F-RCNN

facebookresearch/detectron2 open-mmlab/mmdetection

Grid R-CNN

2018

Grid RCNN

open-mmlab/mmdetection STVIR/Grid-R-CNN

Focal Loss for Dense Object Detection

2017

RetinaNet

tensorflow/models facebookresearch/detectron2

Sparse R-CNN: End-to-End Object Detection with Learnable Proposals

2020

Sparse R-CNN

open-mmlab/mmdetection PaddlePaddle/PaddleDetection

SARDet-100K

Performance Over Time

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Top Performing Models

All Papers (13)

SARATR-X: Toward Building A Foundation Model for SAR Target Recognition

DenoDet: Attention as Deformable Multi-Subspace Feature Denoising for Target Detection in SAR Images

SARDet-100K: Towards Open-Source Benchmark and ToolKit for Large-Scale SAR Object Detection

SARDet-100K: Towards Open-Source Benchmark and ToolKit for Large-Scale SAR Object Detection

SARDet-100K: Towards Open-Source Benchmark and ToolKit for Large-Scale SAR Object Detection

SARDet-100K: Towards Open-Source Benchmark and ToolKit for Large-Scale SAR Object Detection

Cascade R-CNN: Delving into High Quality Object Detection

Deformable DETR: Deformable Transformers for End-to-End Object Detection

FCOS: Fully Convolutional One-Stage Object Detection

Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks

Grid R-CNN

Focal Loss for Dense Object Detection

Sparse R-CNN: End-to-End Object Detection with Learnable Proposals

Model	Paper	box mAP	Date
SARATR-X	SARATR-X: Toward Building A Foundation Model for …	57.30	2024-05-15
DenoDet	DenoDet: Attention as Deformable Multi-Subspace F…	55.40	2024-06-05
MSFA (F-RCNN+ConvNext-T)	SARDet-100K: Towards Open-Source Benchmark and To…	54.80	2024-03-11
MSFA (GFL+R50)	SARDet-100K: Towards Open-Source Benchmark and To…	53.70	2024-03-11
MSFA (Deformable DETR)	SARDet-100K: Towards Open-Source Benchmark and To…	51.30	2024-03-11
MSFA (F-RCNN+R50)	SARDet-100K: Towards Open-Source Benchmark and To…	51.10	2024-03-11
Cascade R-CNN	Cascade R-CNN: Delving into High Quality Object D…	51.10	2017-12-03
Deformable DETR	Deformable DETR: Deformable Transformers for End-…	50.00	2020-10-08
FCOS	FCOS: Fully Convolutional One-Stage Object Detect…	49.80	2019-04-02
F-RCNN	Faster R-CNN: Towards Real-Time Object Detection …	49.00	2015-06-04
Grid RCNN	Grid R-CNN	48.80	2018-11-29
RetinaNet	Focal Loss for Dense Object Detection	47.40	2017-08-07
Sparse R-CNN	Sparse R-CNN: End-to-End Object Detection with Le…	38.10	2020-11-25