Object Detection on PASCAL VOC 2007+2012 (AP50 & AP50:95)
81.29AP50Listen2Student
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Listen2StudentArchitecture=Faster-RCNN, Labeled=VOC07, Unlabeled=VOC122022.06 | 81.29 | 56.87 | — | |
| Humble TeacherArchitecture=Faster-RCNN, Labeled=VOC07, Unlabeled=VOC122022.06 | 80.94 | 53.04 | — | |
| Unbiased TeacherArchitecture=Faster-RCNN, Labeled=VOC07, Unlabeled=VOC122022.06 | 80.51 | 54.48 | — | |
| Instant-TeachingArchitecture=Faster-RCNN, Labeled=VOC07, Unlabeled=VOC122022.06 | 79.2 | 50 | — | |
| MUMUnlabeled=VOC122021.11 | 78.94 | 50.22 | — | |
| Instant TeachingUnlabeled=VOC122021.11 | 78.3 | 48.7 | — | |
| STACUnlabeled=VOC122021.11 | 77.45 | 44.64 | — | |
| STACArchitecture=Faster-RCNN, Labeled=VOC07, Unlabeled=VOC122022.06 | 77.45 | 44.64 | — | |
| Multi PhaseUnlabeled=VOC122021.11 | 77.4 | — | — | |
| Unbiased TeacherUnlabeled=VOC122021.11 | 77.4 | 48.7 | — | |
| ISMTArchitecture=Faster-RCNN, Labeled=VOC07, Unlabeled=VOC122022.06 | 77.23 | 46.23 | — | |
| ISMTUnlabeled=VOC122021.11 | 77.2 | 46.2 | — | |
| SupervisedArchitecture=Faster-RCNN, Labeled=VOC07, Unlabeled=None2022.06 | 76.7 | 43.6 | — | |
| CSDUnlabeled=VOC122021.11 | 74.7 | — | — | |
| Combating Noise2022.07 | — | — | 49.3 | |
| Humble Teacher2022.07 | — | — | 53.04 | |
| Instant Teaching2022.07 | — | — | 50 | |
| Interactive2022.07 | — | — | 46.23 | |
| STAC2022.07 | — | — | 44.64 | |
| Unbiased Teacher2022.07 | — | — | 48.69 | |
| Virtual Category Learning2022.07 | — | 55.74 | 50.4 |