Object Detection on ILSVRC Subset D All 2013 (val)
30.82mAP (avg)Oracle: Full Detection Network (BB reg.)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Oracle: Full Detection Network (BB reg.)Backbone=AlexNet, Bounding-box regression=true2018.01 | 30.82 | — | |
| Oracle: Full Detection Network (no BB reg.)Backbone=AlexNet2018.01 | 28 | — | |
| Ours (mixture transfer + BB reg.)Backbone=AlexNet, Bounding-box regression=true2018.01 | 26.87 | — | |
| Ours (mixture transfer)Backbone=AlexNet2018.01 | 24.04 | — | |
| Ours (semantic transfer)Backbone=AlexNet, Representation=Sparse rep. - <202018.01 | 23.66 | — | |
| Ours (semantic transfer)Backbone=AlexNet, Number of Nearest Neighbors=1002018.01 | 23.23 | 23.28 | |
| Ours (visual transfer)Backbone=AlexNet, Number of Nearest Neighbors=1002018.01 | 22.84 | 23.66 | |
| Ours (visual transfer)Backbone=AlexNet, Number of Nearest Neighbors=102018.01 | 22.76 | 23.15 | |
| Ours (visual transfer)Backbone=AlexNet, Number of Nearest Neighbors=52018.01 | 22.71 | 22.79 | |
| Ours (semantic transfer)Backbone=AlexNet, Number of Nearest Neighbors=52018.01 | 22.67 | 22.77 | |
| Ours (semantic transfer)Backbone=AlexNet, Number of Nearest Neighbors=102018.01 | 22.31 | 22.75 | |
| LSDA (class invariant & specific adapt)Backbone=AlexNet, Number of Nearest Neighbors=52018.01 | 22.05 | 22.12 | |
| LSDA (class invariant & specific adapt)Backbone=AlexNet, Number of Nearest Neighbors=102018.01 | 22.05 | 22.12 | |
| LSDA (class invariant & specific adapt)Backbone=AlexNet, Number of Nearest Neighbors=1002018.01 | 21.94 | 22.12 | |
| LSDA (only class invariant adaptation)Backbone=AlexNet2018.01 | 21.83 | — | |
| Classification NetworkBackbone=AlexNet2018.01 | 11.9 | — |