Object Detection on Clipart1k (unseen target domain)
78.6Bicycle APAT
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| ATBackbone=ResNet-101, Source Domains=PASCAL VOC (sup.) & Watercolor2k (unsup.)2021.11 | 78.6 | 30.1 | 40.3 | 10.9 | 32.6 | 72.8 | 44.5 | |
| MT + LdisBackbone=ResNet-101, Source Domains=PASCAL VOC (sup.) & Watercolor2k (unsup.)2021.11 | 73.2 | 29.7 | 38.8 | 9 | 28.6 | 69.2 | 41.3 | |
| MT + WS Aug.Backbone=ResNet-101, Source Domains=PASCAL VOC (sup.) & Watercolor2k (unsup.)2021.11 | 68.2 | 25.6 | 35.2 | 2.9 | 25.5 | 64.5 | 37.4 | |
| MTBackbone=ResNet-101, Source Domains=PASCAL VOC (sup.) & Watercolor2k (unsup.)2021.11 | 64.8 | 23.4 | 34.6 | 3.1 | 22 | 61.4 | 34.2 | |
| OracleBackbone=ResNet-101, Note=Fully supervised2021.11 | 47.6 | 39.1 | 51.4 | 20.1 | 38.4 | 69.7 | 43.4 |