遥感目标检测相关论文|代码|数据集汇总-CFANZ编程社区

ref：GitHub - SJTU-Thinklab-Det/DOTA-DOAI: This repo is the codebase for our team to participate in DOTA related competitions, including rotation and horizontal detection.

Abstract

This repo is the codebase for our team to participate in DOTA related competitions, including rotation and horizontal detection. We mainly use FPN-based two-stage detector, and it is completed by YangXue and YangJirui.

We also recommend a tensorflow-based rotation detection benchmark, which is led by YangXue.

Performance

DOTA1.0 (Task1)

Model	Backbone	Training data	Val data	mAP	Model Link	Tricks	lr schd	Data Augmentation	GPU	Image/GPU	Configs
FPN	ResNet152_v1d (600,800,1024)->MS	DOTA1.0 trainval	DOTA1.0 test	78.99	model	ALL	2x	Yes	2X GeForce RTX 2080 Ti	1	cfgs_dota1.0_res152_v1.py
### DOTA1.0 (Task2)
Model	Backbone	Training data	Val data	mAP	Model Link	Tricks	lr schd	Data Augmentation	GPU	Image/GPU	Configs
:------------:	:------------:	:---------:	:-----------:	:----------:	:-----------:	:---------:	:---------:	:---------:	:---------:	:---------:	:---------:
FPN (memory consumption)	ResNet152_v1d (600,800,1024)->MS	DOTA1.0 trainval	DOTA1.0 test	81.23	model	ALL	2x	Yes	2X Quadro RTX 8000	1	cfgs_dota1.0_res152_v1.py

Visualization

遥感目标检测相关论文|代码|数据集汇总_ide

Performance of published papers on DOTA datasets

DOTA1.0 (Task1)

Model	Backbone	mAP	Paper Link	Code Link	Remark	Recommend
FR-O (DOTA)	ResNet101	52.93	CVPR2018	MXNet	DOTA dataset, baseline	✅
IENet	ResNet101	57.14	arXiv:1912.00969	-	anchor free
TOSO	ResNet101	57.52	ICASSP2020	-	geometric transformation
PIoU Loss	DLA-34	60.5	ECCV2020	Pytorch	IoU loss, anchor free	✅
R²CNN	ResNet101	60.67	arXiv:1706.09579	TF	scene text, multi-task, different pooled sizes, baseline	✅
RRPN	ResNet101	61.01	TMM arXiv:1703.01086	TF	scene text, rotation proposals, baseline	✅
Axis Learning	ResNet101	65.98	Remote Sensing	-	single stage, anchor free	✅
MARNet	ResNet101	67.19	IJRS	-	based on scrdet
ICN	ResNet101	68.16	ACCV2018	-	image cascade, multi-scale	✅
GSDet	ResNet101	68.28	TIP	-	scale reasoning
RADet	ResNeXt101	69.09	Remote Sensing	-	enhanced FPN, mask rcnn
KARNET	ResNet50	68.87	CISNRC 2020	-	attention denoising, anchor refining
RoI Transformer	ResNet101	69.56	CVPR2019	MXNet, Pytorch	roi transformer	✅
CAD-Net	ResNet101	69.90	TGRS arXiv:1903.00857	-	attention
ProbIoU	ResNet50	70.04	arXiv:2106.06072	TF	gaussian bounding boxes, hellinger distance	✅
A²S-Det	ResNet101	70.64	Remote Sensing	-	label assign
AOOD	ResNet101	71.18	Neural Computing and Applications	-	attention + R-DFPN
Cascade-FF	ResNet152	71.80	ICME2020	-	refined retinanet + feature fusion
SCPNet	Hourglass104	72,20	GRSL	-	corner points
P-RSDet	ResNet101	72.30	Access	-	anchor free, polar coordinates	✅
BBAVectors	ResNet101	72.32	WACV2021	Pytorch	keypoint based	✅
ROPDet	ResNet101-DCN	72.42	J REAL-TIME IMAGE PR	-	point set representation
SCRDet	ResNet101	72.61	ICCV2019	TF: R²CNN++, IoU-Smooth L1: RetinaNet-based, R³Det-based	attention, angular boundary problem	✅
O²-DNet	Hourglass104	72.8	ISPRS, arXiv:1912.10694	-	centernet, anchor free	✅
HRPNet	HRNet-W48	72.83	GRSL	-	polar
SARD	ResNet101	72.95	Access	-	IoU-based weighted loss
GLS-Net	ResNet101	72.96	Remote Sensing	-	attention, saliency pyramid
ProjBB	ResNet101	73.03	Access	code, codebase	new definition of bounding box
DRN	Hourglass104	73.23	CVPR(oral)	code	centernet, feature selection module, dynamic refinement head, new dataset (SKU110K-R)	✅
FADet	ResNet101	73.28	ICIP2019	-	attention
MFIAR-Net	ResNet152	73.49	Sensors	-	feature attention, enhanced FPN
CFC-NET	ResNet101	73.50	arXiv:2101.06849	Pytorch	critical feature, label assign, refine	✅
R³Det	ResNet152	73.74	AAAI2021	TF, Pytorch	refined single stage, feature alignment	✅
RSDet	ResNet152	74.10	AAAI2021	TF	quadrilateral bbox, angular boundary problem	✅
SegmRDet	ResNet50	74.14	Neurocomputing	-	segmentation-baed, new training and inference mechanism
Gliding Vertex	ResNet101	75.02	TPAMI arXiv:1911.09358	Pytorch	quadrilateral bbox	✅
EFN	U-Net	75.27	Preprints	-	Field-based	✅
SAR	ResNet152	75.26	Access	-	boundary problem	✅
TricubeNet	Hourglass104	75.26	arXiv:2104.11435	code	2D tricube kernel	✅
Mask OBB	ResNeXt-101	75.33	Remote Sensing	-	attention, multi-task	✅
-	DarkNet	75.5	TGRS	-	angle classification
FFA	ResNet101	75.7	ISPRS	-	enhanced FPN, rotation proposals
CBDA-Net	DLA-34-DCN	75.74	TGRS	-	dual attention
APE	ResNeXt-101(32x4)	75.75	TGRS arXiv:1906.09447	-	adaptive period embedding, length independent IoU (LIIoU)	✅
R⁴Det	ResNet152	75.54	Image Vis Comput	-	feature recursion and refinement
F³-Net	ResNet152	76.02	Remote Sensing	-	feature fusion and filtration
CenterMap OBB	ResNet101	76.03	TGRS	-	center-probability-map
CSL	ResNet152	76.17	ECCV2020	TF: CSL_RetinaNet, Pytorch: YOLOv5_DOTA_OBB (CSL)	angular boundary problem	✅
MRDet	ResNet101	76.24	arXiv:2012.13135	-	arbitrary-oriented rpn, multiple subtasks
AFC-Net	ResNet101	76.27	Neurocomputing	-	adaptive feature concatenate
OWSR	Ensemble (ResNet101 + ResNeXt101 + mdcn-ResNet101)	76.36	CVPR2019 WorkShop TGRS	-	enhanced FPN
OPLD	ResNet101	76.43	J-STARS	Pytorch	boundary problem, point-guided	✅
R³Det++	ResNet152	76.56	arXiv:2004.13316	TF	refined single stage, feature alignment, denoising	✅
PolarDet	ResNet101	76.64	IJRS arXiv:2010.08720	-	polar, center-semantic	✅
Beyond Bounding-Box	ResNet152	76.67	CVPR2021	Pytorch	point-based, reppoints	✅
SCRDet++	ResNet101	76.81	arXiv:2004.13316	TF	angular boundary problem, denoising	✅
DAL+S²A-Net	ResNet50	76.95	AAAI2021	Pytorch	label assign	✅
DCL	ResNet152	77.37	CVPR2021	TF	boundary problem	✅
MSFF	ResNet50	77.46	JSTARS	-	rotation invariance features
RIDet	ResNet50	77.62	arXiv:2103.11636	Pytorch, TF	quad., representation ambiguity	✅
RDD	ResNet101	77.75	Remote Sensing	Pytorch	rotation-decoupled
OSKDet	ResNet101	77.81	arXiv:2104.08697	-	keypoint localization (very similar to FR-Est)
CG-Net	ResNet101	77.89	arXiv:2103.11399	Pytorch	attention
Oriented RepPoints	ResNet101	78.12	arXiv:2105.11111	Pytorch	point-based, reppoints	✅
FR-Est	ResNet101-DCN	78.49	TGRS	-	point-based estimator	✅
S²A-Net	ResNet50/ResNet101	79.42/79.15	TGRS	Pytorch	refined single stage, feature alignment	✅
O²DETR	ResNet50	79.66	arXiv:2106.03146	-	deformable detr, transformer	✅
ROSD	ResNet101	79.76	Access	-	refined single stage, feature alignment
SARA	ResNet50/ResNet101	79.91/79.13	Remote Sensing	-	self-adaptive aspect ratio anchor, refine
ReDet	ReR50-ReFPN	80.10	CVPR2021	Pytorch	rotation-equivariant, rotation-invariant roI align	✅
GWD	ResNet152	80.23	ICML2021	TF	boundary discontinuity, square-like problem, gaussian wasserstein distance loss	✅
KLD	ResNet152	80.63	arXiv:2106.01883	TF	Kullback-Leibler divergence, high-precision, scale invariance	✅

DOTA1.0 (Task2)

Model	Backbone	mAP	Paper Link	Code Link	Remark	Recommend
FR-H (DOTA)	ResNet101	60.46	CVPR2018	MXNet	DOTA dataset, baseline	✅
Deep Active Learning	ResNet18	64.26	arXiv:2003.08793	-	CenterNet, Deep Active Learning	✅
SBL	ResNet50	64.77	arXiv:1810.08103	-	single stage
CenterFPANet	ResNet18	65.29	HPCCT & BDAI 2020 arXiv:2009.03063	-	light-weight
MARNet	ResNet101	71.73	IJRS	-	based on scrdet
FMSSD	VGG16	72.43	TGRS	-	IoU-based weighted loss, enhanced FPN
ICN	ResNet101	72.45	ACCV2018	-	image cascade, multi-scale	✅
IoU-Adaptive R-CNN	ResNet101	72.72	Remote Sensing	-	IoU-based weighted loss, cascade
EFR	VGG16	73.49	Remote Sensing	Pytorch	enhanced FPN
AF-EMS	ResNet101	73.97	Remote Sensing	-	scale-aware feature, anchor free
SCRDet	ResNet101	75.35	ICCV2019	TF	attention, angular boundary problem	✅
FADet	ResNet101	75.38	ICIP2019	-	attention
MFIAR-Net	ResNet152	76.07	Sensors	-	feature attention, enhanced FPN
F³-Net	ResNet152	76.48	Remote Sensing	-	feature fusion and filtration
Mask OBB	ResNeXt-101	76.98	Remote Sensing	-	attention, multi-task	✅
CenterMap OBB	ResNet101	77.33	TGRS	-	center-probability-map
ASSD	VGG16	77.8	TGRS	-	feature aligned
AFC-Net	ResNet101	78.06	Neurocomputing	-	adaptive feature concatenate
CG-Net	ResNet101	78.26	arXiv:2103.11399	Pytorch	attention
OPLD	ResNet101	78.35	J-STARS	Pytorch	boundary problem, point-guided	✅
A²RMNet	ResNet101	78.45	Remote Sensing	-	attention, enhanced FPN, different pooled sizes
OWSR	Ensemble (ResNet101 + ResNeXt101 + mdcn-ResNet101)	78.79	CVPR2019 WorkShop TGRS	-	enhanced FPN
Parallel Cascade R-CNN	ResNeXt-101	78.96	Journal of Physics: Conference Series	-	cascade rcnn
DM-FPN	ResNet-Based	79.27	Remote Sensing	-	enhanced FPN
SCRDet++	ResNet101	79.35	arXiv:2004.13316	TF	denoising	✅

DOTA1.5 (Task1)

Model	Backbone	mAP	Paper Link	Code Link	Remark	Recommend
APE	ResNeXt-101(32x4)	78.34	TGRS arXiv:1906.09447	-	length independent IoU (LIIoU)	✅
OWSR	Ensemble (ResNet101 + ResNeXt101 + mdcn-ResNet101)	76.60	TGRS CVPR2019 WorkShop	-	enhanced FPN
ReDet	ReR50-ReFPN	76.80	CVPR2021	Pytorch	rotation-equivariant, rotation-invariant RoI Align,	✅

DOTA1.5 (Task2)

Model	Backbone	mAP	Paper Link	Code Link	Remark	Recommend
CDD-Net	ResNet101	61.3	GRSL	-	attention
ReDet	ReR50-ReFPN	78.08	CVPR2021	Pytorch	rotation-equivariant, rotation-invariant RoI Align,	✅
OWSR	Ensemble (ResNet101 + ResNeXt101 + mdcn-ResNet101)	79.50	TGRS CVPR2019 WorkShop	-	enhanced FPN

Model	Paper Link	Code Link	Remark	Recommend
SSSDET	ICIP2019 arXiv:1909.00292	-	vehicle detection, lightweight
AVDNet	GRSL arXiv:1907.07477	-	vehicle detection, small object
ClusDet	ICCV2019	Caffe2	object cluster regions	✅
DMNet	CVPR2020 WorkShop	-	object cluster regions	✅
AdaZoom	arXiv:2106.10409	-	object cluster regions, reinforcement learning	✅
OIS	arXiv:1911.07732	related Pytorch code	Oriented Instance Segmentation	✅
ISOP	IGARSS2020	-	Oriented Instance Segmentation
LR-RCNN	arXiv:2005.14264	-	vehicle detection	-
GRS-Det	TGRS	-	ship detection, rotation fcos	-
DRBox	arXiv:1711.09405	Caffe	sar object detection	✅
DRBox-v2	TGRS	TF	sar object detection	-
RAPiD	arXiv:2005.11623	Pytorch	overhead fisheye images	-
OcSaFPN	arXiv:2012.09859	-	denoising	-
CR2A-Net	TGRS	-	ship detection	-
-	TGRS	-	knowledge distillation	✅
CHPDet	arXiv:2101.11189	-	new ship dataset	✅

Other Rotation Detection Codes

Base Method	Code Link
RetinaNet	RetinaNet_Tensorflow_Rotation
YOLOv3	rotate-yolov3-Pytorch, YOLOv3-quadrangle-Pytorch, yolov3-polygon-Pytorch
YOLOv5	rotation-yolov5-Pytorch, YOLOv5_DOTA_OBB (CSL)
CenterNet	R-CenterNet-Pytorch

Dataset

Name	Categories	Annotation	Paper	Download	Remark
DOTA1.0	15	oriented BB	CVPR2018	Link
DOTA1.5	16	oriented BB	CVPR2018	Link
DOTA2.0	18	oriented BB	CVPR2018	Link
iSAID	15	instance	CVPRW2019	Link
AI-TOD	8	horizontal BB	ICPR2021	Link
DIOR	20	horizontal BB	ISPRS	Baidu Drive (ibhm)
NWPU VHR-10	10	horizontal BB	TGRS	Link
UCAS-AOD	2	oriented BB	ICIP	Link, Baidu Drive (r2mr)
UAV-ROD	1	oriented BB	-	Link	Car
HRRSD	13	horizontal BB	TGRS	Link
RSOD	4	horizontal BB	TGRS	Link
SAR-Ship-Dataset	1	horizontal BB	Remote Sensing	Link	SAR Ship
SSDD	1	horizontal BB	BIGSARDATA	Baidu Drive (fyh0)	SAR Ship
SSDD+	1	oriented BB	-	Baidu Drive (oh6x)	SAR Ship
AIR-SARShip-1.0	1	horizontal BB	雷达学报	Link	SAR Ship
HRSID	1	instance	-	Link	SAR Ship
HRSC2016	4	oriented BB	ICPR	Baidu Drive (rfg6)	Ship
FGSD	4	oriented BB	arXiv:2003.06832	-	Ship
FGSD2021	20	oriented BB	arXiv:2101.11189	-	Ship
DLR-3K	2	oriented BB	GRSL	Baidu Drive (bh71)	Vehicle
VEDAI	9	oriented BB	JVCIR	Link	Vehicle
COWC	1	one dot	ECCV2016	Link	Vehicle
UVSD	1	instance	Remote Sensing	Link	Vehicle
EAGLE	2	oriented BB	arXiv:2007.06124	Link	Vehicle
RarePlanes	1 to 110	instance	arXiv:2006.02963	Link	Plane