Object Detection on COCO-standard 1% (train)
0.2581AP50:95LabelMatch
Evaluation Results
| Method | Links | |
|---|---|---|
| LabelMatchThreshold=ACT2022.06 | 0.2581 | |
| Listen2StudentBackbone=FasterRCNN-ResNet50, Detector Type=Anchor-based, Batch Size (labeled/unlabeled)=32/322022.06 | 0.254 | |
| Listen2StudentBackbone=FasterRCNN-ResNet50, Detector Type=Anchor-based, Batch Size (labeled/unlabeled)=8/402022.06 | 0.2479 | |
| Listen2StudentBackbone=FasterRCNN-ResNet50, Detector Type=Anchor-based, Batch Size (labeled/unlabeled)=8/82022.06 | 0.2184 | |
| Unbiased TeacherThreshold=0.72022.06 | 0.2075 | |
| Unbiased TeacherBackbone=FasterRCNN-ResNet50, Detector Type=Anchor-based, Batch Size (labeled/unlabeled)=32/322022.06 | 0.2075 | |
| Soft TeacherThreshold=0.92022.06 | 0.2046 | |
| SoftTeacherBackbone=FasterRCNN-ResNet50, Detector Type=Anchor-based, Batch Size (labeled/unlabeled)=8/402022.06 | 0.2046 | |
| ISMTThreshold=0.92022.06 | 0.1888 | |
| ISMTBackbone=FasterRCNN-ResNet50, Detector Type=Anchor-based, Batch Size (labeled/unlabeled)=8/82022.06 | 0.1888 | |
| Unbiased TeacherBackbone=FasterRCNN-ResNet50, Detector Type=Anchor-based, Batch Size (labeled/unlabeled)=8/82022.06 | 0.1833 | |
| Instant TeachingThreshold=0.92022.06 | 0.1805 | |
| Instant TeachingBackbone=FasterRCNN-ResNet50, Detector Type=Anchor-based, Batch Size (labeled/unlabeled)=8/82022.06 | 0.1805 | |
| Humble TeacherBackbone=FasterRCNN-ResNet50, Detector Type=Anchor-based, Batch Size (labeled/unlabeled)=8/82022.06 | 0.1696 | |
| STACThreshold=0.92022.06 | 0.1397 | |
| STACBackbone=FasterRCNN-ResNet50, Detector Type=Anchor-based, Batch Size (labeled/unlabeled)=8/82022.06 | 0.1397 | |
| CSDBackbone=FasterRCNN-ResNet50, Detector Type=Anchor-based, Batch Size (labeled/unlabeled)=8/82022.06 | 0.1051 | |
| SupervisedThreshold=N/A2022.06 | 0.0905 | |
| SupervisedBackbone=FasterRCNN-ResNet50, Detector Type=Anchor-based2022.06 | 0.0905 |