Object Detection on PASCAL VOC 2007 (test) (AP50/AP50:95)
84.9AP50DualPolishLearning
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DualPolishLearningScale Jitter=true2022.07 | 84.9 | 55.5 | |
| DualPolishLearning2022.07 | 82.5 | 52.4 | |
| Dense TeacherLabeled=VOC07, Unlabeled=VOC12 + COCO20cls2022.07 | 81.23 | 57.52 | |
| Humble TeacherRemark=CVPR 20212022.07 | 80.94 | 53.04 | |
| Instant TeachingLabeled=VOC07, Unlabeled=VOC12 + COCO20cls2022.07 | 79.9 | 55.7 | |
| Dense TeacherLabeled=VOC07, Unlabeled=VOC122022.07 | 79.89 | 55.87 | |
| Li, et al.Labeled=VOC07, Unlabeled=VOC12 + COCO20cls2022.07 | 79.6 | 56.1 | |
| DTG-SSODunlabeled_data=VOC122022.07 | 79.2 | 53.18 | |
| Instant TeachingLabeled=VOC07, Unlabeled=VOC122022.07 | 79.2 | 50 | |
| Instant-Teaching*Remark=CVPR 20212022.07 | 79.2 | 50 | |
| STACLabeled=VOC07, Unlabeled=VOC12 + COCO20cls2022.07 | 79.08 | 46.01 | |
| STACBackbone=ResNet50-FPN, Labeled=VOC07, Unlabeled=VOC12 + COCO20cls2021.02 | 79.08 | 46.01 | |
| Li, et al.Labeled=VOC07, Unlabeled=VOC122022.07 | 79 | 54.6 | |
| MUMunlabeled_data=VOC122022.07 | 78.94 | 50.22 | |
| Unbiased TeacherLabeled=VOC07, Unlabeled=VOC12 + COCO20cls2022.07 | 78.82 | 50.34 | |
| Unbiased TeacherBackbone=ResNet50-FPN, Labeled=VOC07, Unlabeled=VOC12 + COCO20cls2021.02 | 78.82 | 50.34 | |
| Instant-Teachingunlabeled_data=VOC122022.07 | 78.3 | 48.7 | |
| Instant-TeachingRemark=CVPR 20212022.07 | 78.3 | 48.7 | |
| ISMTLabeled=VOC07, Unlabeled=VOC12 + COCO20cls2022.07 | 77.75 | 49.59 | |
| STACunlabeled_data=VOC122022.07 | 77.45 | 44.64 | |
| STACLabeled=VOC07, Unlabeled=VOC122022.07 | 77.45 | 44.64 | |
| STACRemark=arxiv 20202022.07 | 77.45 | 44.64 | |
| STACBackbone=ResNet50-FPN, Labeled=VOC07, Unlabeled=VOC122021.02 | 77.45 | 44.64 | |
| Unbiased Teacherunlabeled_data=VOC122022.07 | 77.37 | 48.69 | |
| Unbiased TeacherLabeled=VOC07, Unlabeled=VOC122022.07 | 77.37 | 48.69 | |
| Unbiased TeacherRemark=ICLR 20212022.07 | 77.37 | 48.69 | |
| Unbiased TeacherBackbone=ResNet50-FPN, Labeled=VOC07, Unlabeled=VOC122021.02 | 77.37 | 48.69 | |
| ISMTunlabeled_data=VOC122022.07 | 77.23 | 46.23 | |
| ISMTLabeled=VOC07, Unlabeled=VOC122022.07 | 77.23 | 46.23 | |
| Supervised2022.07 | 76.7 | 43 | |
| CSDLabeled=VOC07, Unlabeled=VOC12 + COCO20cls2022.07 | 75.1 | — | |
| CSDBackbone=ResNet101-R-FCN, Labeled=VOC07, Unlabeled=VOC12 + COCO20cls2021.02 | 75.1 | — | |
| CSDunlabeled_data=VOC122022.07 | 74.7 | — | |
| CSDLabeled=VOC07, Unlabeled=VOC122022.07 | 74.7 | — | |
| CSDBackbone=ResNet101-R-FCN, Labeled=VOC07, Unlabeled=VOC122021.02 | 74.7 | — | |
| SupervisedBackbone=ResNet50-FPN, Labeled=VOC07, Unlabeled=None2021.02 | 72.63 | 42.13 | |
| SupervisedLabeled=VOC07, Unlabeled=None2022.07 | 71.69 | 45.87 | |
| Supervised Baselineunlabeled_data=None2022.07 | 69.71 | 42.49 |