Object Detection on ILSVRC Subset B Fully labeled 2013 (val 2)
32.17mAP (avg)Oracle: Full Detection Network (BB reg.)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Oracle: Full Detection Network (BB reg.)Backbone=AlexNet, Supervision=Supervised, Bounding-box regression=true2018.01 | 32.17 | — | |
| Ours (mixture transfer + BB reg.)Backbone=AlexNet, Bounding-box regression=true2018.01 | 31.85 | — | |
| Oracle: Full Detection Network (no BB reg.)Backbone=AlexNet, Supervision=Supervised2018.01 | 29.72 | — | |
| Ours (visual transfer)Backbone=AlexNet, Number of Nearest Neighbors=1002018.01 | 28.3 | — | |
| Ours (semantic transfer)Backbone=AlexNet, Representation=Sparse rep. - <202018.01 | 28.18 | — | |
| Ours (semantic transfer)Backbone=AlexNet, Number of Nearest Neighbors=1002018.01 | 28.14 | — | |
| LSDA (class invariant & specific adapt)Backbone=AlexNet, Number of Nearest Neighbors=52018.01 | 28.12 | — | |
| Ours (mixture transfer)Backbone=AlexNet2018.01 | 28.04 | — | |
| Ours (semantic transfer)Backbone=AlexNet, Number of Nearest Neighbors=52018.01 | 28.01 | — | |
| Ours (semantic transfer)Backbone=AlexNet, Number of Nearest Neighbors=102018.01 | 28 | — | |
| Ours (visual transfer)Backbone=AlexNet, Number of Nearest Neighbors=52018.01 | 27.99 | — | |
| LSDA (class invariant & specific adapt)Backbone=AlexNet, Number of Nearest Neighbors=102018.01 | 27.95 | — | |
| LSDA (class invariant & specific adapt)Backbone=AlexNet, Number of Nearest Neighbors=1002018.01 | 27.91 | — | |
| Ours (visual transfer)Backbone=AlexNet, Number of Nearest Neighbors=102018.01 | 27.89 | — | |
| LSDA (only class invariant adaptation)Backbone=AlexNet2018.01 | 27.81 | — | |
| Classification NetworkBackbone=AlexNet, Supervision=Weakly supervised2018.01 | 12.63 | — |