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ResearchFormerly WizWand

Oriented Object Detection on DIOR-R

77.43mAP50RiO-DETR-x
56.754862.122467.4972.8576May 24, 2021Mar 11, 2022Dec 28, 2022Oct 16, 2023Aug 3, 2024May 22, 2025Mar 10, 2026
Updated 5mo ago

Evaluation results

MethodLinks
RiO-DETR-xCategory=Real-time Oriented Object Detector, Backbone=HGNet-B5, #P=62.7M, Flops=324G, Lat.=17.312026.0377.43
YOLO26x-obbCategory=Real-time Oriented Object Detector, Backbone=YOLO26x, #P=57.6M, Flops=353G, Lat.=17.662026.0376.48
RiO-DETR-lCategory=Real-time Oriented Object Detector, Backbone=HGNet-B4, #P=27.5M, Flops=141G, Lat.=7.762026.0376.11
RiO-DETR-mCategory=Real-time Oriented Object Detector, Backbone=HGNet-B2, #P=18.6M, Flops=97G, Lat.=5.102026.0375.73
YOLO26l-obbCategory=Real-time Oriented Object Detector, Backbone=YOLO26l, #P=25.6M, Flops=158G, Lat.=7.532026.0375.31
YOLO26m-obbCategory=Real-time Oriented Object Detector, Backbone=YOLO26m, #P=21.2M, Flops=129G, Lat.=5.912026.0374.65
RiO-DETR-sCategory=Real-time Oriented Object Detector, Backbone=HGNet-B2, #P=8.2M, Flops=16G, Lat.=3.012026.0374.44
Oriented-DETRBackbone=Swin-T2024.0774.26
YOLO26s-obbCategory=Real-time Oriented Object Detector, Backbone=YOLO26s, #P=9.8M, Flops=39G, Lat.=2.842026.0374.07
RHINO-DETRCategory=Non-Real-time Oriented Object Detector, Backbone=Swin-T, #P=50.8M, Flops=383G, Lat.=164.512026.0372.67
RHINOBackbone=Swin-T2023.0572.67
RiO-DETR-nCategory=Real-time Oriented Object Detector, Backbone=HGNet-B0, #P=4.0M, Flops=11G, Lat.=2.202026.0371.92
YOLO26n-obbCategory=Real-time Oriented Object Detector, Backbone=YOLO26n, #P=2.5M, Flops=10G, Lat.=2.232026.0371.88
RHINOBackbone=R-502023.0571.79
SelectiveMAEBackbone=ViT-L [2], Params (M)=307, Throughput/Minute=533k2024.0671.75
OREOLEBackbone=VIT-G [43], Params (M)=9142024.0671.31
RVSABackbone=VITAE-B2024.0771.05
Oriented R-CNNBackbone=ViTAE-B + RVSA(MAE)2023.0571.05
DCFLBackbone=ReR1012023.0471.03
DCFLBackbone=ReR1012024.0771.03
DCFLBackbone=ReR-1012023.0571.03
SelectiveMAEBackbone=ViT-L [2], Params (M)=307, Throughput/Minute=533k, Pre-training=OpticalRS-13 (4M)2024.0670.31
Oriented-DETRBackbone=R502024.0769.69
Strip R-CNN-SCategory=Non-Real-time Oriented Object Detector, Backbone=StripNet-S, #P=30.5M, Flops=157G, Lat.=236.982026.0368.7
RVSABackbone=VIT-B+RVSA [21], Params (M)=862024.0668.06
SelectiveMAEBackbone=ViT-B [2], Params (M)=86, Throughput/Minute=556k, Pre-training=OpticalRS-13 (4M)2024.0667.78
SelectiveMAEBackbone=ViT-B [2], Params (M)=86, Throughput/Minute=556k2024.0667.69
GFMBackbone=Swin-B [102], Params (M)=882024.0667.67
SatLasBackbone=Swin-B [102], Params (M)=88, Throughput/Minute=243k2024.0667.59
MAEBackbone=ViT-B [2], Params (M)=86, Throughput/Minute=264k, Pre-training=OpticalRS-13 (4M)2024.0667.35
PKINet-SCategory=Non-Real-time Oriented Object Detector, Backbone=PKINet-S, #P=30.8M, Flops=118G, Lat.=217.332026.0367.03
Oriented R-CNNBackbone=PKINet-S2023.0567.03
DCFL2023.0466.8
DCFLBackbone=R502024.0766.8
DCFLBackbone=R-502023.0566.8
Oriented RepPointsBackbone=ResNet-50-FPN2021.0566.71
Oriented Rep2023.0466.71
Oriented RepPointsBackbone=R502024.0766.71
GGHL2023.0466.48
GGHLBackbone=R502024.0766.48
ScaleMAEBackbone=ViT-L [2], Params (M)=307, Throughput/Minute=206k2024.0666.47
AO2-DETRBackbone=R502024.0766.41
TOVBackbone=ResNet-50 [101], Params (M)=262024.0666.33
ARS-DETRBackbone=R502024.0766.12
LSKNet-SCategory=Non-Real-time Oriented Object Detector, Backbone=LSKNet-S, #P=31.0M, Flops=111G, Lat.=138.752026.0365.9
SatMAEBackbone=ViT-L [2], Params (M)=307, Throughput/Minute=205k2024.0665.66
GASSLBackbone=ResNet-50 [101], Params (M)=262024.0665.65
AOPGBackbone=ResNet-50-FPN2021.0564.41
AOPG2023.0464.41
AOPGBackbone=R502024.0764.41
O-RCNNBackbone=R502024.0764.3
CACOBackbone=ResNet-50 [101], Params (M)=262024.0664.1
RoI-Trans.Backbone=ResNet-50-FPN2021.0563.87
RT2023.0463.87
ROI-TransBackbone=R502024.0763.87
RoI Trans.Backbone=R-502023.0563.87
TIOE-DetBackbone=R502024.0761.98
SSL4EOBackbone=ViT-S [2], Params (M)=222024.0661.23
R3 DetBackbone=R502024.0761.11
Gliding VertexBackbone=ResNet-50-FPN2021.0560.06
Gliding VertexBackbone=R502024.0760.06
Faster RCNN-OBackbone=ResNet-50-FPN2021.0559.54
FR-OBB2023.0459.54
Rotated Faster R-CNNBackbone=R-502023.0559.54
RetinaNet-OBackbone=ResNet-50-FPN2021.0557.55
RetinaNet-O2023.0457.55
Rotated RetinaNetBackbone=R-502023.0557.55