Object Detection on PASCAL VOC (VOC07 labeled + VOC12 + COCO20cls unlabeled)
58.08AP50:95Listen2Student
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Listen2StudentArchitecture=Faster-RCNN, Labeled=VOC07, Unlabeled=VOC12 + COCO20cls2022.06 | 58.08 | 82.04 | |
| Unbiased TeacherArchitecture=Faster-RCNN, Labeled=VOC07, Unlabeled=VOC12 + COCO20cls2022.06 | 55.79 | 81.71 | |
| Humble TeacherArchitecture=Faster-RCNN, Labeled=VOC07, Unlabeled=VOC12 + COCO20cls2022.06 | 54.41 | 81.29 | |
| Humble Teacher2022.07 | 54.41 | — | |
| MUMUnlabeled=VOC12 + COCO20cls2021.11 | 52.31 | 80.45 | |
| Virtual Category Learning2022.07 | 51.44 | 56.7 | |
| Instant-TeachingArchitecture=Faster-RCNN, Labeled=VOC07, Unlabeled=VOC12 + COCO20cls2022.06 | 50.8 | 79 | |
| Instant Teaching2022.07 | 50.8 | — | |
| Unbiased TeacherUnlabeled=VOC12 + COCO20cls2021.11 | 50.34 | 78.82 | |
| Unbiased Teacher2022.07 | 50.34 | — | |
| Combating Noise2022.07 | 50.2 | — | |
| Instant TeachingUnlabeled=VOC12 + COCO20cls2021.11 | 49.7 | 79 | |
| ISMTUnlabeled=VOC12 + COCO20cls2021.11 | 49.59 | 77.75 | |
| ISMTArchitecture=Faster-RCNN, Labeled=VOC07, Unlabeled=VOC12 + COCO20cls2022.06 | 49.59 | 77.75 | |
| Interactive2022.07 | 49.59 | — | |
| STACUnlabeled=VOC12 + COCO20cls2021.11 | 46.01 | 79.08 | |
| STACArchitecture=Faster-RCNN, Labeled=VOC07, Unlabeled=VOC12 + COCO20cls2022.06 | 46.01 | 79.08 | |
| STAC2022.07 | 46.01 | — | |
| CSDUnlabeled=VOC12 + COCO20cls2021.11 | — | 75.1 |