Object Detection on Pascal VOC (mAP@50)
74.5mAP@50GSAL
Evaluation results
| Method | Links | |
|---|---|---|
| GSALLabeling budget (%)=20%2026.04 | 74.5 | |
| GSALTraining data labeled (%)=17.52026.04 | 71.8 | |
| GSALTraining data labeled (%)=202026.04 | 71.1 | |
| Core-setLabeling budget (%)=20%2026.04 | 70 | |
| NORISTraining data labeled (%)=17.52026.04 | 69.8 | |
| CLIP-onlyLabeling budget (%)=20%2026.04 | 69.5 | |
| NORISTraining data labeled (%)=202026.04 | 69.2 | |
| EntropyLabeling budget (%)=20%2026.04 | 69 | |
| PPALTraining data labeled (%)=17.52026.04 | 68.9 | |
| PPALTraining data labeled (%)=202026.04 | 68.4 | |
| MIAODTraining data labeled (%)=17.52026.04 | 67.8 | |
| GSALTraining data labeled (%)=152026.04 | 67.6 | |
| MIAODTraining data labeled (%)=202026.04 | 67.1 | |
| RandomLabeling budget (%)=20%2026.04 | 67 | |
| BADGETraining data labeled (%)=17.52026.04 | 66.7 | |
| BADGETraining data labeled (%)=202026.04 | 66.2 | |
| NORISTraining data labeled (%)=152026.04 | 65.9 | |
| Core-setTraining data labeled (%)=17.52026.04 | 65.5 | |
| Core-setTraining data labeled (%)=202026.04 | 65 | |
| PPALTraining data labeled (%)=152026.04 | 64.8 | |
| EntropyTraining data labeled (%)=17.52026.04 | 63.8 | |
| MIAODTraining data labeled (%)=152026.04 | 63.6 | |
| EntropyTraining data labeled (%)=202026.04 | 63.1 | |
| GSALTraining data labeled (%)=12.52026.04 | 63 | |
| BADGETraining data labeled (%)=152026.04 | 62.5 | |
| NORISTraining data labeled (%)=12.52026.04 | 61.7 | |
| Core-setTraining data labeled (%)=152026.04 | 61.4 | |
| PPALTraining data labeled (%)=12.52026.04 | 60.8 | |
| MIAODTraining data labeled (%)=12.52026.04 | 59.8 | |
| EntropyTraining data labeled (%)=152026.04 | 59.7 | |
| GSALTraining data labeled (%)=102026.04 | 59.3 | |
| BADGETraining data labeled (%)=12.52026.04 | 58.7 | |
| NORISTraining data labeled (%)=102026.04 | 57.8 | |
| Core-setTraining data labeled (%)=12.52026.04 | 57.5 | |
| PPALTraining data labeled (%)=102026.04 | 56.9 | |
| EntropyTraining data labeled (%)=12.52026.04 | 55.9 | |
| MIAODTraining data labeled (%)=102026.04 | 55.7 | |
| BADGETraining data labeled (%)=102026.04 | 54.8 | |
| GSALTraining data labeled (%)=7.52026.04 | 54.1 | |
| Core-setTraining data labeled (%)=102026.04 | 53.7 | |
| NORISTraining data labeled (%)=7.52026.04 | 52.7 | |
| EntropyTraining data labeled (%)=102026.04 | 51.8 | |
| PPALTraining data labeled (%)=7.52026.04 | 51.8 | |
| MIAODTraining data labeled (%)=7.52026.04 | 50.7 | |
| GSALTraining data labeled (%)=52026.04 | 50 | |
| BADGETraining data labeled (%)=7.52026.04 | 49.8 | |
| Core-setTraining data labeled (%)=7.52026.04 | 48.9 | |
| NORISTraining data labeled (%)=52026.04 | 48.5 | |
| PPALTraining data labeled (%)=52026.04 | 48 | |
| EntropyTraining data labeled (%)=7.52026.04 | 47.6 | |
| MIAODTraining data labeled (%)=52026.04 | 47.5 | |
| BADGETraining data labeled (%)=52026.04 | 47 | |
| Core-setTraining data labeled (%)=52026.04 | 46 | |
| EntropyTraining data labeled (%)=52026.04 | 45 |