Object Detection on DIOR 2020 (test)
47.1mAPResNet101
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ResNet101Detector=Faster R-CNN, Backbone=ResNet101, Role=Teacher Baseline2025.12 | 47.1 | 71.4 | 51.6 | 11.7 | 37.7 | 66.3 | |
| DS2D2Detector=Faster R-CNN, Teacher Backbone=ResNet101, Student Backbone=ResNet182025.12 | 45.6 | 70.9 | 49.7 | 11.9 | 34.2 | 63.4 | |
| FGDDetector=Faster R-CNN, Teacher Backbone=ResNet101, Student Backbone=ResNet182025.12 | 45.3 | 70.2 | 49.3 | 10.9 | 33.3 | 63.8 | |
| ResNet101 (Teacher)Detector=RetinaNet, Backbone=ResNet1012025.12 | 45 | 68.4 | 48.3 | 8.6 | 35.1 | 64.4 | |
| FreeKDDetector=Faster R-CNN, Teacher Backbone=ResNet101, Student Backbone=ResNet182025.12 | 44.8 | 69.9 | 48.6 | 11.5 | 33 | 62.6 | |
| FRSDetector=Faster R-CNN, Teacher Backbone=ResNet101, Student Backbone=ResNet182025.12 | 44.5 | 69.3 | 48.6 | 11.4 | 33.7 | 62.7 | |
| CrossKDDetector=Faster R-CNN, Teacher Backbone=ResNet101, Student Backbone=ResNet182025.12 | 44.5 | 69.1 | 48.4 | 11.3 | 33.7 | 63.1 | |
| DPGDDetector=Faster R-CNN, Teacher Backbone=ResNet101, Student Backbone=ResNet182025.12 | 44.5 | 69.7 | 48.4 | 11.2 | 34 | 62.2 | |
| FitNetDetector=Faster R-CNN, Teacher Backbone=ResNet101, Student Backbone=ResNet182025.12 | 44.4 | 69.8 | 48.1 | 11 | 33.9 | 62.1 | |
| InsDistDetector=Faster R-CNN, Teacher Backbone=ResNet101, Student Backbone=ResNet182025.12 | 44.1 | 69.8 | 47.8 | 11.6 | 34 | 61.5 | |
| DS2D2Detector=RetinaNet, Teacher Backbone=ResNet101, Student Backbone=ResNet182025.12 | 43.1 | 67.1 | 45.9 | 8.6 | 33.3 | 61.5 | |
| CrossKDDetector=RetinaNet, Teacher Backbone=ResNet101, Student Backbone=ResNet182025.12 | 42.8 | 66.9 | 45.8 | 8.1 | 32.4 | 61.3 | |
| FRSDetector=RetinaNet, Teacher Backbone=ResNet101, Student Backbone=ResNet182025.12 | 42 | 65.3 | 44.8 | 7 | 31 | 61.1 | |
| ResNet18Detector=Faster R-CNN, Backbone=ResNet18, Role=Student Baseline2025.12 | 41.9 | 67.1 | 45 | 10.1 | 32.4 | 60 | |
| FGDDetector=RetinaNet, Teacher Backbone=ResNet101, Student Backbone=ResNet182025.12 | 40.6 | 64 | 43.2 | 6.5 | 30.4 | 59.3 | |
| DPGDDetector=RetinaNet, Teacher Backbone=ResNet101, Student Backbone=ResNet182025.12 | 40.5 | 64.9 | 42.8 | 7.1 | 30.1 | 58.9 | |
| LogitsKDDetector=RetinaNet, Teacher Backbone=ResNet101, Student Backbone=ResNet182025.12 | 39.5 | 63.9 | 41.4 | 6.1 | 29.4 | 57.8 | |
| InsDistDetector=RetinaNet, Teacher Backbone=ResNet101, Student Backbone=ResNet182025.12 | 39.4 | 63.3 | 41.9 | 6.7 | 29.6 | 57.4 | |
| FitNetDetector=RetinaNet, Teacher Backbone=ResNet101, Student Backbone=ResNet182025.12 | 39.3 | 62.6 | 41.6 | 6.3 | 29.3 | 57.4 | |
| FreeKDDetector=RetinaNet, Teacher Backbone=ResNet101, Student Backbone=ResNet182025.12 | 39.3 | 62.3 | 41.8 | 6.3 | 28.6 | 57.6 | |
| ResNet18 (Student)Detector=RetinaNet, Backbone=ResNet182025.12 | 38.8 | 62.9 | 40.7 | 6.2 | 28.7 | 57.3 |