Object Detection on Pascal VOC0712 2007 (test)
83.6mAP@0.5Teacher
Evaluation Results
| Method | Links | |
|---|---|---|
| TeacherBackbone=ResNet1012020.11 | 83.6 | |
| Ours (LSHL2)Teacher backbone=ResNet101, Student backbone=ResNet502020.11 | 83.1 | |
| Ours (L2)Teacher backbone=ResNet101, Student backbone=ResNet502020.11 | 83 | |
| TeacherTeacher backbone=ResNet101, Student backbone=ResNet50, Detector=RetinaNet2020.11 | 83 | |
| Ours (LSHL2)Teacher backbone=ResNet101, Student backbone=ResNet50, Detector=RetinaNet2020.11 | 83 | |
| Ours (L2)Teacher backbone=ResNet101, Student backbone=ResNet50, Detector=RetinaNet2020.11 | 82.6 | |
| PAD-ROI-mimicTeacher backbone=ResNet101, Student backbone=ResNet502020.11 | 82.5 | |
| StudentTeacher backbone=ResNet101, Student backbone=ResNet50, Detector=RetinaNet2020.11 | 82.5 | |
| ROI-mimicTeacher backbone=ResNet101, Student backbone=ResNet502020.11 | 82.3 | |
| PAD-Fine-grainedTeacher backbone=ResNet101, Student backbone=ResNet502020.11 | 82.3 | |
| StudentBackbone=ResNet502020.11 | 82 | |
| Fine-grainedTeacher backbone=ResNet101, Student backbone=ResNet502020.11 | 82 | |
| PAD-Fine-grainedTeacher backbone=ResNet101, Student backbone=ResNet50, Detector=RetinaNet2020.11 | 81.9 | |
| Fine-grainedTeacher backbone=ResNet101, Student backbone=ResNet50, Detector=RetinaNet2020.11 | 81.5 | |
| TeacherBackbone=VGG162020.11 | 79 | |
| Ours (LSHL2)Teacher backbone=VGG16, Student backbone=VGG112020.11 | 77.2 | |
| Ours (L2)Teacher backbone=VGG16, Student backbone=VGG112020.11 | 76.9 | |
| TeacherTeacher backbone=VGG16, Student backbone=VGG11, Detector=RetinaNet2020.11 | 76.6 | |
| PAD-ROI-mimicTeacher backbone=VGG16, Student backbone=VGG112020.11 | 75.8 | |
| PAD-Fine-grainedTeacher backbone=VGG16, Student backbone=VGG112020.11 | 75.2 | |
| Ours (LSHL2)Teacher backbone=VGG16, Student backbone=VGG11, Detector=RetinaNet2020.11 | 75.2 | |
| StudentBackbone=VGG112020.11 | 75.1 | |
| ROI-mimicTeacher backbone=VGG16, Student backbone=VGG112020.11 | 75 | |
| Ours (L2)Teacher backbone=VGG16, Student backbone=VGG11, Detector=RetinaNet2020.11 | 74.8 | |
| Fine-grainedTeacher backbone=VGG16, Student backbone=VGG112020.11 | 74.6 | |
| StudentTeacher backbone=VGG16, Student backbone=VGG11, Detector=RetinaNet2020.11 | 73.2 | |
| PAD-Fine-grainedTeacher backbone=VGG16, Student backbone=VGG11, Detector=RetinaNet2020.11 | 73.2 | |
| Fine-grainedTeacher backbone=VGG16, Student backbone=VGG11, Detector=RetinaNet2020.11 | 72 |