Object Detection on COCO standard 5% labeled 2017 (train)
34.45mAPARSL
Evaluation Results
| Method | Links | |
|---|---|---|
| ARSLDetector=FCOS, Backbone=ResNet-50, patch-shuffle=true, large-scale jittering=true2023.03 | 34.45 | |
| ARSLDetector=RetinaNet, Backbone=ResNet-50, patch-shuffle=true, large-scale jittering=true2023.03 | 34.3 | |
| ARSLDetector=FCOS, Backbone=ResNet-502023.03 | 33.14 | |
| PseCoDetector=Faster RCNN, Backbone=ResNet-502023.03 | 32.5 | |
| Listen2StudentBackbone=FasterRCNN-ResNet50, Detector Type=Anchor-based, Batch Size (labeled/unlabeled)=8/402022.06 | 32.05 | |
| Listen2StudentBackbone=FasterRCNN-ResNet50, Detector Type=Anchor-based, Batch Size (labeled/unlabeled)=32/322022.06 | 31.85 | |
| DSLDetector=FCOS, Backbone=ResNet-50, patch-shuffle=true2023.03 | 30.87 | |
| Dense TeacherDetector=FCOS, Backbone=ResNet-502023.03 | 30.83 | |
| SoftTeacherBackbone=FasterRCNN-ResNet50, Detector Type=Anchor-based, Batch Size (labeled/unlabeled)=8/402022.06 | 30.74 | |
| Soft TeacherDetector=Faster RCNN, Backbone=ResNet-50, large-scale jittering=true2023.03 | 30.74 | |
| Unbiased Teacher V2Detector=FCOS, Backbone=ResNet-502023.03 | 30.08 | |
| Active TeacherDetector=Faster RCNN, Backbone=ResNet-502023.03 | 30.07 | |
| Listen2StudentBackbone=FasterRCNN-ResNet50, Detector Type=Anchor-based, Batch Size (labeled/unlabeled)=8/82022.06 | 30.06 | |
| Unbiased Teacher V2Detector=Faster RCNN, Backbone=ResNet-502023.03 | 30.06 | |
| Unbiased TeacherBackbone=FasterRCNN-ResNet50, Detector Type=Anchor-based, Batch Size (labeled/unlabeled)=32/322022.06 | 28.27 | |
| Unbiased TeacherDetector=Faster RCNN, Backbone=ResNet-502023.03 | 28.27 | |
| Humble TeacherBackbone=FasterRCNN-ResNet50, Detector Type=Anchor-based, Batch Size (labeled/unlabeled)=8/82022.06 | 27.7 | |
| Humble TeacherDetector=Faster RCNN, Backbone=ResNet-502023.03 | 27.7 | |
| Instant TeachingBackbone=FasterRCNN-ResNet50, Detector Type=Anchor-based, Batch Size (labeled/unlabeled)=8/82022.06 | 26.75 | |
| Unbiased TeacherBackbone=FasterRCNN-ResNet50, Detector Type=Anchor-based, Batch Size (labeled/unlabeled)=8/82022.06 | 26.65 | |
| ISMTBackbone=FasterRCNN-ResNet50, Detector Type=Anchor-based, Batch Size (labeled/unlabeled)=8/82022.06 | 26.37 | |
| ISMTDetector=Faster RCNN, Backbone=ResNet-502023.03 | 26.37 | |
| STACBackbone=FasterRCNN-ResNet50, Detector Type=Anchor-based, Batch Size (labeled/unlabeled)=8/82022.06 | 24.38 | |
| STACDetector=Faster RCNN, Backbone=ResNet-502023.03 | 24.38 | |
| Faster RCNNDetector=Faster RCNN, Supervision=Supervised, Backbone=ResNet-502023.03 | 20.82 | |
| FCOSDetector=FCOS, Supervision=Supervised, Backbone=ResNet-502023.03 | 20.69 | |
| CSDBackbone=FasterRCNN-ResNet50, Detector Type=Anchor-based, Batch Size (labeled/unlabeled)=8/82022.06 | 18.63 | |
| SupervisedBackbone=FasterRCNN-ResNet50, Detector Type=Anchor-based2022.06 | 18.47 |