SAR Object Detection on HRSID
89.47mAP50R18 + Vanilla KD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| R18 + Vanilla KDDetector=One-Stage (RetinaNet), Params (M)=23.52026.05 | 89.47 | 63.21 | 73.01 | |
| R18 + Proposed RKDDetector=One-Stage (RetinaNet), Params (M)=23.52026.05 | 89.36 | 62.77 | 72.12 | |
| R18 (Student)Detector=One-Stage (RetinaNet), Params (M)=23.52026.05 | 89.03 | 62.12 | 71.02 | |
| R101 (Teacher)Detector=One-Stage (RetinaNet), Params (M)=56.62026.05 | 88.91 | 62.68 | 71.39 | |
| R18 + Proposed RKDDetector=Two-Stage (Faster R-CNN), Params (M)=31.22026.05 | 88.1 | 65.96 | 76.72 | |
| R18 + Vanilla KDDetector=Two-Stage (Faster R-CNN), Params (M)=31.22026.05 | 87.06 | 65.98 | 77.21 | |
| R101 (Teacher)Detector=Two-Stage (Faster R-CNN), Params (M)=63.82026.05 | 86.36 | 62.09 | 70.76 | |
| R18 (Student)Detector=Two-Stage (Faster R-CNN), Params (M)=31.22026.05 | 84.65 | 59.93 | 69.01 | |
| MSFAFramework=Faster R-CNN, Backbone=VAN-B, Open Source=true, Year=20242024.03 | 83.7 | — | — | |
| HR-SDNetOpen Source=false, Year=20202024.03 | 82.5 | — | — | |
| Double-Head R-CNNOpen Source=true, Year=20202024.03 | 82.1 | — | — | |
| DCNOpen Source=true, Year=20172024.03 | 82.1 | — | — | |
| Free-AnchorOpen Source=true, Year=20192024.03 | 81.8 | — | — | |
| ARPNOpen Source=false, Year=20202024.03 | 81.8 | — | — | |
| DAPNOpen Source=false, Year=20192024.03 | 81.8 | — | — | |
| Faster R-CNN + VAN-BFramework=Faster R-CNN, Backbone=VAN-B, Open Source=true, Year=20232024.03 | 81.8 | — | — | |
| PANETOpen Source=true, Year=20182024.03 | 81.6 | — | — | |
| SER Faster R-CNNOpen Source=false, Year=20182024.03 | 81.5 | — | — | |
| Cascade R-CNNOpen Source=true, Year=20192024.03 | 81.3 | — | — | |
| Faster R-CNNOpen Source=true, Year=20152024.03 | 80.7 | — | — | |
| SARATR-XOpen Source=false, Year=20242024.03 | 80.3 | — | — | |
| Grid R-CNNOpen Source=true, Year=20192024.03 | 79.4 | — | — | |
| NRENetOpen Source=false, Year=20242024.03 | 75.6 | — | — | |
| R101 (Teacher)Detector=Transformer (DETR), Params (M)=60.32026.05 | 74.2 | 50.49 | 58.16 | |
| R50 + Proposed RKDDetector=Transformer (DETR), Params (M)=41.32026.05 | 73.04 | 48.6 | 55.95 | |
| R50 (Student)Detector=Transformer (DETR), Params (M)=41.32026.05 | 72.87 | 48.77 | 56.14 |