Object Detection on VOC 2012 (trainval)
68CorLocPCL-OB-G-Ens.+FRCNN
Evaluation results
| Method | Links | ||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PCL-OB-G-Ens.+FRCNNensemble=true, refinement=Faster R-CNN2018.07 | 68 | 86.7 | 86.7 | 74.8 | 56.8 | 53.8 | 84.2 | 80.1 | 42 | 36.4 | 86.7 | 46.5 | 54.1 | 87 | 92.7 | 24.6 | 62 | 86.2 | 63.2 | 70.9 | 84.2 | — | |
| OICREnsemble=true, Detector Refinement=FRCNN2017.04 | 65.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PCL-OB-G-Ens.ensemble=true2018.07 | 65 | 82.7 | 84.8 | 69.5 | 56.4 | 49.2 | 80 | 76.2 | 39.4 | 35.4 | 82.8 | 45.2 | 51.4 | 82.2 | 89.6 | 21.9 | 59 | 83.4 | 62.9 | 66.4 | 82.4 | — | |
| OICREnsemble=true2017.04 | 63.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PCL-OB-G-VGG16backbone=VGG162018.07 | 63.2 | 77.2 | 83 | 62.1 | 55 | 49.3 | 83 | 75.8 | 37.7 | 43.2 | 81.6 | 46.8 | 42.9 | 73.3 | 90.3 | 21.4 | 56.7 | 84.4 | 55 | 62.9 | 82.5 | — | |
| PCL-OB-G-VGG_Mbackbone=VGG_M2018.07 | 62.9 | 82.1 | 81.6 | 67 | 48.4 | 42.7 | 78.6 | 73.1 | 40.1 | 24.7 | 82.2 | 42.1 | 61.6 | 83.4 | 87.1 | 21.7 | 53.7 | 80.7 | 64.9 | 63.8 | 78.5 | — | |
| OICRBackbone=VGG162017.04 | 62.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OICRBackbone=VGG_M2017.04 | 60.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Jie et al.2018.07 | 58.8 | 82.4 | 68.1 | 54.5 | 38.9 | 35.9 | 84.7 | 73.1 | 64.8 | 17.1 | 78.3 | 22.5 | 57 | 70.8 | 86.6 | 18.7 | 49.7 | 80.7 | 45.3 | 70.1 | 77.3 | — | |
| WSDDN+contextContext Usage=true2017.04 | 56.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WSDDN+contextcontextual_information=true2018.07 | 54.8 | 78.3 | 70.8 | 52.5 | 34.7 | 36.6 | 80 | 58.7 | 38.6 | 27.7 | 71.2 | 32.3 | 48.7 | 76.2 | 77.4 | 16 | 48.4 | 69.9 | 47.5 | 66.9 | 62.9 | — | |
| EdgeBoxesTraining set=N/A2021.09 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 4.8 | |
| LOD + CADTraining set=trainval2021.09 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 28.4 | |
| LOST + CADTraining set=trainval2021.09 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 33.5 | |
| rOSD + CADTraining set=trainval2021.09 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 29 | |
| Selective SearchTraining set=N/A2021.09 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 4.2 |