Oriented Object Detection on DIOR-R
77.43mAP50RiO-DETR-x
Evaluation Results
| Method | Links | |
|---|---|---|
| RiO-DETR-xCategory=Real-time Oriented Object Detector, Backbone=HGNet-B5, #P=62.7M, Flops=324G, Lat.=17.312026.03 | 77.43 | |
| YOLO26x-obbCategory=Real-time Oriented Object Detector, Backbone=YOLO26x, #P=57.6M, Flops=353G, Lat.=17.662026.03 | 76.48 | |
| RiO-DETR-lCategory=Real-time Oriented Object Detector, Backbone=HGNet-B4, #P=27.5M, Flops=141G, Lat.=7.762026.03 | 76.11 | |
| RiO-DETR-mCategory=Real-time Oriented Object Detector, Backbone=HGNet-B2, #P=18.6M, Flops=97G, Lat.=5.102026.03 | 75.73 | |
| YOLO26l-obbCategory=Real-time Oriented Object Detector, Backbone=YOLO26l, #P=25.6M, Flops=158G, Lat.=7.532026.03 | 75.31 | |
| YOLO26m-obbCategory=Real-time Oriented Object Detector, Backbone=YOLO26m, #P=21.2M, Flops=129G, Lat.=5.912026.03 | 74.65 | |
| RiO-DETR-sCategory=Real-time Oriented Object Detector, Backbone=HGNet-B2, #P=8.2M, Flops=16G, Lat.=3.012026.03 | 74.44 | |
| Oriented-DETRBackbone=Swin-T2024.07 | 74.26 | |
| YOLO26s-obbCategory=Real-time Oriented Object Detector, Backbone=YOLO26s, #P=9.8M, Flops=39G, Lat.=2.842026.03 | 74.07 | |
| RHINO-DETRCategory=Non-Real-time Oriented Object Detector, Backbone=Swin-T, #P=50.8M, Flops=383G, Lat.=164.512026.03 | 72.67 | |
| RHINOBackbone=Swin-T2023.05 | 72.67 | |
| RiO-DETR-nCategory=Real-time Oriented Object Detector, Backbone=HGNet-B0, #P=4.0M, Flops=11G, Lat.=2.202026.03 | 71.92 | |
| YOLO26n-obbCategory=Real-time Oriented Object Detector, Backbone=YOLO26n, #P=2.5M, Flops=10G, Lat.=2.232026.03 | 71.88 | |
| RHINOBackbone=R-502023.05 | 71.79 | |
| SelectiveMAEBackbone=ViT-L [2], Params (M)=307, Throughput/Minute=533k2024.06 | 71.75 | |
| OREOLEBackbone=VIT-G [43], Params (M)=9142024.06 | 71.31 | |
| RVSABackbone=VITAE-B2024.07 | 71.05 | |
| Oriented R-CNNBackbone=ViTAE-B + RVSA(MAE)2023.05 | 71.05 | |
| DCFLBackbone=ReR1012023.04 | 71.03 | |
| DCFLBackbone=ReR1012024.07 | 71.03 | |
| DCFLBackbone=ReR-1012023.05 | 71.03 | |
| SelectiveMAEBackbone=ViT-L [2], Params (M)=307, Throughput/Minute=533k, Pre-training=OpticalRS-13 (4M)2024.06 | 70.31 | |
| Oriented-DETRBackbone=R502024.07 | 69.69 | |
| Strip R-CNN-SCategory=Non-Real-time Oriented Object Detector, Backbone=StripNet-S, #P=30.5M, Flops=157G, Lat.=236.982026.03 | 68.7 | |
| RVSABackbone=VIT-B+RVSA [21], Params (M)=862024.06 | 68.06 | |
| SelectiveMAEBackbone=ViT-B [2], Params (M)=86, Throughput/Minute=556k, Pre-training=OpticalRS-13 (4M)2024.06 | 67.78 | |
| SelectiveMAEBackbone=ViT-B [2], Params (M)=86, Throughput/Minute=556k2024.06 | 67.69 | |
| GFMBackbone=Swin-B [102], Params (M)=882024.06 | 67.67 | |
| SatLasBackbone=Swin-B [102], Params (M)=88, Throughput/Minute=243k2024.06 | 67.59 | |
| MAEBackbone=ViT-B [2], Params (M)=86, Throughput/Minute=264k, Pre-training=OpticalRS-13 (4M)2024.06 | 67.35 | |
| PKINet-SCategory=Non-Real-time Oriented Object Detector, Backbone=PKINet-S, #P=30.8M, Flops=118G, Lat.=217.332026.03 | 67.03 | |
| Oriented R-CNNBackbone=PKINet-S2023.05 | 67.03 | |
| DCFL2023.04 | 66.8 | |
| DCFLBackbone=R502024.07 | 66.8 | |
| DCFLBackbone=R-502023.05 | 66.8 | |
| Oriented RepPointsBackbone=ResNet-50-FPN2021.05 | 66.71 | |
| Oriented Rep2023.04 | 66.71 | |
| Oriented RepPointsBackbone=R502024.07 | 66.71 | |
| GGHL2023.04 | 66.48 | |
| GGHLBackbone=R502024.07 | 66.48 | |
| ScaleMAEBackbone=ViT-L [2], Params (M)=307, Throughput/Minute=206k2024.06 | 66.47 | |
| AO2-DETRBackbone=R502024.07 | 66.41 | |
| TOVBackbone=ResNet-50 [101], Params (M)=262024.06 | 66.33 | |
| ARS-DETRBackbone=R502024.07 | 66.12 | |
| LSKNet-SCategory=Non-Real-time Oriented Object Detector, Backbone=LSKNet-S, #P=31.0M, Flops=111G, Lat.=138.752026.03 | 65.9 | |
| SatMAEBackbone=ViT-L [2], Params (M)=307, Throughput/Minute=205k2024.06 | 65.66 | |
| GASSLBackbone=ResNet-50 [101], Params (M)=262024.06 | 65.65 | |
| AOPGBackbone=ResNet-50-FPN2021.05 | 64.41 | |
| AOPG2023.04 | 64.41 | |
| AOPGBackbone=R502024.07 | 64.41 | |
| O-RCNNBackbone=R502024.07 | 64.3 | |
| CACOBackbone=ResNet-50 [101], Params (M)=262024.06 | 64.1 | |
| RoI-Trans.Backbone=ResNet-50-FPN2021.05 | 63.87 | |
| RT2023.04 | 63.87 | |
| ROI-TransBackbone=R502024.07 | 63.87 | |
| RoI Trans.Backbone=R-502023.05 | 63.87 | |
| TIOE-DetBackbone=R502024.07 | 61.98 | |
| SSL4EOBackbone=ViT-S [2], Params (M)=222024.06 | 61.23 | |
| R3 DetBackbone=R502024.07 | 61.11 | |
| Gliding VertexBackbone=ResNet-50-FPN2021.05 | 60.06 | |
| Gliding VertexBackbone=R502024.07 | 60.06 | |
| Faster RCNN-OBackbone=ResNet-50-FPN2021.05 | 59.54 | |
| FR-OBB2023.04 | 59.54 | |
| Rotated Faster R-CNNBackbone=R-502023.05 | 59.54 | |
| RetinaNet-OBackbone=ResNet-50-FPN2021.05 | 57.55 | |
| RetinaNet-O2023.04 | 57.55 | |
| Rotated RetinaNetBackbone=R-502023.05 | 57.55 |