Object Detection on Pascal VOC 19 + 1 setting 2007 (test)
77.8AP (Aero)First 19
Evaluation Results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| First 192021.03 | 77.8 | 81.7 | 69.3 | 51.6 | 55.3 | 74.5 | 86.3 | 80.2 | 49.3 | 82 | 63.6 | 76.8 | 80.9 | 77.5 | 82.4 | 42.9 | 73.9 | 70.4 | 70.4 | 0 | 67.34 | |
| First 19Backbone=Faster R-CNN2022.05 | 77.8 | 81.7 | 69.3 | 51.6 | 55.3 | 74.5 | 86.3 | 80.2 | 49.3 | 82 | 63.6 | 76.8 | 80.9 | 77.5 | 82.4 | 42.9 | 73.9 | 70.4 | 70.4 | 0 | 67.34 | |
| ROSETTA-Faster R-CNNBackbone=Faster R-CNN2022.05 | 75.3 | 77.9 | 65.3 | 56.2 | 55.3 | 79.6 | 84.6 | 72.9 | 49.2 | 73.7 | 68.3 | 71 | 78.9 | 77.7 | 80.7 | 44 | 69.6 | 68.5 | 76.1 | 68.3 | 69.64 | |
| ILOD2021.03 | 69.4 | 79.3 | 69.5 | 57.4 | 45.4 | 78.4 | 79.1 | 80.5 | 45.7 | 76.3 | 64.8 | 77.2 | 80.8 | 77.5 | 70.1 | 42.3 | 67.5 | 64.4 | 76.7 | 62.7 | 68.25 | |
| ILODBackbone=Faster R-CNN2022.05 | 69.4 | 79.3 | 69.5 | 57.4 | 45.4 | 78.4 | 79.1 | 80.5 | 45.7 | 76.3 | 64.8 | 77.2 | 80.8 | 77.5 | 70.1 | 42.3 | 67.5 | 64.4 | 76.7 | 62.7 | 68.25 | |
| OREContrastive Clustering=true, Energy Based Unknown Identification=true2021.03 | 67.3 | 76.8 | 60 | 48.4 | 58.8 | 81.1 | 86.5 | 75.8 | 41.5 | 79.6 | 54.6 | 72.8 | 85.9 | 81.7 | 82.4 | 44.8 | 75.8 | 68.2 | 75.7 | 60.1 | 68.89 | |
| OREBackbone=Faster R-CNN2022.05 | 67.3 | 76.8 | 60 | 48.4 | 58.8 | 81.1 | 86.5 | 75.8 | 41.5 | 79.6 | 54.6 | 72.8 | 85.9 | 81.7 | 82.4 | 44.8 | 75.8 | 68.2 | 75.7 | 60.1 | 68.89 | |
| Faster ILOD2021.03 | 64.2 | 74.7 | 73.2 | 55.5 | 53.7 | 70.8 | 82.9 | 82.6 | 51.6 | 79.7 | 58.7 | 78.8 | 81.8 | 75.3 | 77.4 | 43.1 | 73.8 | 61.7 | 69.8 | 61.1 | 68.56 | |
| Faster ILODBackbone=Faster R-CNN2022.05 | 64.2 | 74.7 | 73.2 | 55.5 | 53.7 | 70.8 | 82.9 | 82.6 | 51.6 | 79.7 | 58.7 | 78.8 | 81.8 | 75.3 | 77.4 | 43.1 | 73.8 | 61.7 | 69.8 | 61.1 | 68.56 | |
| ILOD + Faster R-CNN2021.03 | 60.9 | 74.6 | 70.8 | 56 | 51.3 | 70.7 | 81.7 | 81.5 | 49.45 | 78.3 | 58.3 | 79.5 | 79.1 | 74.8 | 75.7 | 42.8 | 74.7 | 61.2 | 67.2 | 65.1 | 67.72 | |
| ILOD + Faster R-CNNBackbone=Faster R-CNN2022.05 | 60.9 | 74.6 | 70.8 | 56 | 51.3 | 70.7 | 81.7 | 81.5 | 49.45 | 78.3 | 58.3 | 79.5 | 79.1 | 74.8 | 75.7 | 42.8 | 74.7 | 61.2 | 67.2 | 65.1 | 67.72 | |
| ORE - (CC + EBUI)Contrastive Clustering=false, Energy Based Unknown Identification=false2021.03 | 60.7 | 78.6 | 61.8 | 45 | 43.2 | 75.1 | 82.5 | 75.5 | 42.4 | 75.1 | 56.7 | 72.9 | 80.8 | 75.4 | 77.7 | 37.8 | 72.3 | 64.5 | 70.7 | 49.9 | 64.93 | |
| Last 12021.03 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 64 | 3.2 | |
| Last 1Backbone=Faster R-CNN2022.05 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 64 | 3.2 |