Object Detection on Pascal VOC 10 + 10 setting 2007 (test)
79.3AP (Aero)First 10
Evaluation Results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| First 10Training Mode=Base classes only2021.03 | 79.3 | 79.7 | 70.2 | 56.4 | 62.4 | 79.6 | 88.6 | 76.6 | 50.1 | 68.9 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 35.59 | |
| First 10Backbone=Faster R-CNN2022.05 | 79.3 | 79.7 | 70.2 | 56.4 | 62.4 | 79.6 | 88.6 | 76.6 | 50.1 | 68.9 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.2 | 2.3 | 0.1 | 35.59 | |
| ROSETTA-Faster R-CNNBackbone=Faster R-CNN2022.05 | 74.2 | 76.2 | 64.9 | 54.4 | 57.4 | 76.1 | 84.4 | 68.8 | 52.4 | 67 | 62.9 | 63.3 | 79.8 | 72.8 | 78.1 | 40.1 | 62.3 | 61.2 | 72.4 | 66.8 | 66.8 | |
| Faster ILOD2021.03 | 72.8 | 75.7 | 71.2 | 60.5 | 61.7 | 70.4 | 83.3 | 76.6 | 53.1 | 72.3 | 36.7 | 70.9 | 66.8 | 67.6 | 66.1 | 24.7 | 63.1 | 48.1 | 57.1 | 43.6 | 62.16 | |
| Faster ILODBackbone=Faster R-CNN2022.05 | 72.8 | 75.7 | 71.2 | 60.5 | 61.7 | 70.4 | 83.3 | 76.6 | 53.1 | 72.3 | 36.7 | 70.9 | 66.8 | 67.6 | 66.1 | 24.7 | 63.1 | 48.1 | 57.1 | 43.6 | 62.16 | |
| ILOD + Faster R-CNNBackbone=Faster R-CNN2021.03 | 70.5 | 75.6 | 68.9 | 59.1 | 56.6 | 67.6 | 78.6 | 75.4 | 50.3 | 70.8 | 43.2 | 68.1 | 66.2 | 65.1 | 66.5 | 24.3 | 61.3 | 46.6 | 58.1 | 49.9 | 61.14 | |
| ILOD + Faster R-CNNBackbone=Faster R-CNN2022.05 | 70.5 | 75.6 | 68.9 | 59.1 | 56.6 | 67.6 | 78.6 | 75.4 | 50.3 | 70.8 | 43.2 | 68.1 | 66.2 | 65.1 | 66.5 | 24.3 | 61.3 | 46.6 | 58.1 | 49.9 | 61.14 | |
| ILOD2021.03 | 69.9 | 70.4 | 69.4 | 54.3 | 48 | 68.7 | 78.9 | 68.4 | 45.5 | 58.1 | 59.7 | 72.7 | 73.5 | 73.2 | 66.3 | 29.5 | 63.4 | 61.6 | 69.3 | 62.2 | 63.15 | |
| ILODBackbone=Faster R-CNN2022.05 | 69.9 | 70.4 | 69.4 | 54.3 | 48 | 68.7 | 78.9 | 68.4 | 45.5 | 58.1 | 59.7 | 72.7 | 73.5 | 73.2 | 66.3 | 29.5 | 63.4 | 61.6 | 69.3 | 62.2 | 63.15 | |
| Joint TrainingTraining Mode=All 20 classes joint2021.03 | 68.5 | 77.2 | 74.2 | 55.6 | 59.7 | 76.5 | 83.1 | 81.5 | 52.1 | 79.8 | 55.1 | 80.9 | 80.1 | 76.8 | 80.5 | 47.1 | 73.1 | 61.2 | 76.9 | 70.3 | 70.51 | |
| All 20Backbone=Faster R-CNN2022.05 | 68.5 | 77.2 | 74.2 | 55.6 | 59.7 | 76.5 | 83.1 | 81.5 | 52.1 | 79.8 | 55.1 | 80.9 | 80.1 | 76.8 | 80.5 | 47.1 | 73.1 | 61.2 | 76.9 | 70.3 | 70.51 | |
| OREContrastive Clustering=true, Energy Based Unknown Identification=true2021.03 | 63.5 | 70.9 | 58.9 | 42.9 | 34.1 | 76.2 | 80.7 | 76.3 | 34.1 | 66.1 | 56.1 | 70.4 | 80.2 | 72.3 | 81.8 | 42.7 | 71.6 | 68.1 | 77 | 67.7 | 64.58 | |
| OREBackbone=Faster R-CNN2022.05 | 63.5 | 70.9 | 58.9 | 42.9 | 34.1 | 76.2 | 80.7 | 76.3 | 34.1 | 66.1 | 56.1 | 70.4 | 80.2 | 72.3 | 81.8 | 42.7 | 71.6 | 68.1 | 77 | 67.7 | 64.58 | |
| ORE - (CC + EBUI)Contrastive Clustering=false, Energy Based Unknown Identification=false2021.03 | 53.3 | 69.2 | 62.4 | 51.8 | 52.9 | 73.6 | 83.7 | 71.7 | 42.8 | 66.8 | 46.8 | 59.9 | 65.5 | 66.1 | 68.6 | 29.8 | 55.1 | 51.6 | 65.3 | 51.5 | 59.42 | |
| New 10Training Mode=Novel classes only2021.03 | 7.9 | 0.3 | 5.1 | 3.4 | 0 | 0 | 0.2 | 2.3 | 0.1 | 3.3 | 65 | 69.3 | 81.3 | 76.4 | 83.1 | 47.2 | 67.1 | 68.4 | 76.5 | 69.2 | 36.31 | |
| New 10Backbone=Faster R-CNN2022.05 | 7.9 | 0.3 | 5.1 | 3.4 | 0 | 0 | 0.2 | 2.3 | 0.1 | 3.3 | 65 | 69.3 | 81.3 | 76.4 | 83.1 | 47.2 | 67.1 | 68.4 | 76.5 | 69.2 | 36.31 |