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ResearchFormerly WizWand

Object Detection on Pascal VOC0712 2007 (test)

83.6mAP@0.5Teacher
71.53674.66877.880.932Nov 3, 2020
Updated 8mo ago

Evaluation results

MethodLinks
TeacherBackbone=ResNet1012020.1183.6
Ours (LSHL2)Teacher backbone=ResNet101, Student backbone=ResNet502020.1183.1
Ours (L2)Teacher backbone=ResNet101, Student backbone=ResNet502020.1183
TeacherTeacher backbone=ResNet101, Student backbone=ResNet50, Detector=RetinaNet2020.1183
Ours (LSHL2)Teacher backbone=ResNet101, Student backbone=ResNet50, Detector=RetinaNet2020.1183
Ours (L2)Teacher backbone=ResNet101, Student backbone=ResNet50, Detector=RetinaNet2020.1182.6
PAD-ROI-mimicTeacher backbone=ResNet101, Student backbone=ResNet502020.1182.5
StudentTeacher backbone=ResNet101, Student backbone=ResNet50, Detector=RetinaNet2020.1182.5
ROI-mimicTeacher backbone=ResNet101, Student backbone=ResNet502020.1182.3
PAD-Fine-grainedTeacher backbone=ResNet101, Student backbone=ResNet502020.1182.3
StudentBackbone=ResNet502020.1182
Fine-grainedTeacher backbone=ResNet101, Student backbone=ResNet502020.1182
PAD-Fine-grainedTeacher backbone=ResNet101, Student backbone=ResNet50, Detector=RetinaNet2020.1181.9
Fine-grainedTeacher backbone=ResNet101, Student backbone=ResNet50, Detector=RetinaNet2020.1181.5
TeacherBackbone=VGG162020.1179
Ours (LSHL2)Teacher backbone=VGG16, Student backbone=VGG112020.1177.2
Ours (L2)Teacher backbone=VGG16, Student backbone=VGG112020.1176.9
TeacherTeacher backbone=VGG16, Student backbone=VGG11, Detector=RetinaNet2020.1176.6
PAD-ROI-mimicTeacher backbone=VGG16, Student backbone=VGG112020.1175.8
PAD-Fine-grainedTeacher backbone=VGG16, Student backbone=VGG112020.1175.2
Ours (LSHL2)Teacher backbone=VGG16, Student backbone=VGG11, Detector=RetinaNet2020.1175.2
StudentBackbone=VGG112020.1175.1
ROI-mimicTeacher backbone=VGG16, Student backbone=VGG112020.1175
Ours (L2)Teacher backbone=VGG16, Student backbone=VGG11, Detector=RetinaNet2020.1174.8
Fine-grainedTeacher backbone=VGG16, Student backbone=VGG112020.1174.6
StudentTeacher backbone=VGG16, Student backbone=VGG11, Detector=RetinaNet2020.1173.2
PAD-Fine-grainedTeacher backbone=VGG16, Student backbone=VGG11, Detector=RetinaNet2020.1173.2
Fine-grainedTeacher backbone=VGG16, Student backbone=VGG11, Detector=RetinaNet2020.1172