Object Detection on Pascal VOC 15 + 5 setting 2007 (test)
76.5AP (Aeroplane)ROSETTA-Faster R-CNN
Evaluation results
| Method | Links | ||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ROSETTA-Faster R-CNNBackbone=Faster R-CNN2022.05 | 76.5 | 77.5 | 65.1 | 56 | 60 | 78.3 | 85.5 | 78.7 | 49.5 | 68.2 | 67.4 | 71.2 | 83.9 | — | 82 | 43 | 60.6 | 64.1 | 72.8 | 67.4 | 69.17 | — | — | — | |
| OREContrastive Clustering=true, Energy Based Unknown Identification=true2021.03 | 75.4 | 81 | 67.1 | 51.9 | 55.7 | 77.2 | 85.6 | 81.7 | 46.1 | 76.2 | 55.4 | 76.7 | 86.2 | 78.5 | 82.1 | 32.8 | 63.6 | 54.7 | 77.7 | 64.6 | 68.51 | — | — | — | |
| OREBackbone=Faster R-CNN2022.05 | 75.4 | 81 | 67.1 | 51.9 | 55.7 | 77.2 | 85.6 | 81.7 | 46.1 | 76.2 | 55.4 | 76.7 | 86.2 | — | 82.1 | 32.8 | 63.6 | 54.7 | 77.7 | 64.6 | 68.51 | — | — | — | |
| First 152021.03 | 74.2 | 79.1 | 71.3 | 60.3 | 60 | 80.2 | 88.1 | 80.2 | 48.8 | 74.6 | 61 | 76 | 85.3 | 78.2 | 83.4 | 0 | 0 | 0 | 0 | 0 | 55.03 | — | — | — | |
| First 15Backbone=Faster R-CNN2022.05 | 74.2 | 79.1 | 71.3 | 60.3 | 60 | 80.2 | 88.1 | 80.2 | 48.8 | 74.6 | 61 | 76 | 85.3 | — | 83.4 | 0 | 0 | 0 | 0 | 0 | 55.03 | — | — | — | |
| ILOD2021.03 | 70.5 | 79.2 | 68.8 | 59.1 | 53.2 | 75.4 | 79.4 | 78.8 | 46.6 | 59.4 | 59 | 75.8 | 71.8 | 78.6 | 69.6 | 33.7 | 61.5 | 63.1 | 71.7 | 62.2 | 65.87 | — | — | — | |
| ILODBackbone=Faster R-CNN2022.05 | 70.5 | 79.2 | 68.8 | 59.1 | 53.2 | 75.4 | 79.4 | 78.8 | 46.6 | 59.4 | 59 | 75.8 | 71.8 | — | 69.6 | 33.7 | 61.5 | 63.1 | 71.7 | 62.2 | 65.87 | — | — | — | |
| Faster ILOD2021.03 | 66.5 | 78.1 | 71.8 | 54.6 | 61.4 | 68.4 | 82.6 | 82.7 | 52.1 | 74.3 | 63.1 | 78.6 | 80.5 | 78.4 | 80.4 | 36.7 | 61.7 | 59.3 | 67.9 | 59.1 | 67.94 | — | — | — | |
| Faster ILODBackbone=Faster R-CNN2022.05 | 66.5 | 78.1 | 71.8 | 54.6 | 61.4 | 68.4 | 82.6 | 82.7 | 52.1 | 74.3 | 63.1 | 78.6 | 80.5 | — | 80.4 | 36.7 | 61.7 | 59.3 | 67.9 | 59.1 | 67.94 | — | — | — | |
| ORE - (CC + EBUI)Contrastive Clustering=false, Energy Based Unknown Identification=false2021.03 | 65.1 | 74.6 | 57.9 | 39.5 | 36.7 | 75.1 | 80 | 73.3 | 37.1 | 69.8 | 48.8 | 69 | 77.5 | 72.8 | 76.5 | 34.4 | 62.6 | 56.5 | 80.3 | 65.7 | 62.66 | — | — | — | |
| ILOD + Faster R-CNN2021.03 | 63.5 | 76.3 | 70.7 | 53.1 | 55.8 | 67.1 | 81.5 | 80.3 | 49.6 | 73.8 | 62.1 | 77.1 | 79.7 | 74.2 | 73.9 | 37.1 | 59.1 | 61.7 | 68.6 | 61.3 | 66.35 | — | — | — | |
| ILOD + Faster R-CNNBackbone=Faster R-CNN2022.05 | 63.5 | 76.3 | 70.7 | 53.1 | 55.8 | 67.1 | 81.5 | 80.3 | 49.6 | 73.8 | 62.1 | 77.1 | 79.7 | — | 73.9 | 37.1 | 59.1 | 61.7 | 68.6 | 61.3 | 66.35 | — | — | — | |
| New 52021.03 | 3.7 | 0.5 | 6.3 | 4.6 | 0.9 | 0 | 8.8 | 3.9 | 0 | 0.4 | 0 | 0 | 16.4 | 0.7 | 0 | 41 | 55.7 | 49.2 | 59.1 | 67.8 | 15.95 | — | — | — | |
| New 5Backbone=Faster R-CNN2022.05 | 3.7 | 0.5 | 6.3 | 4.6 | 0.9 | 0 | 8.8 | 3.9 | 0 | 0.4 | 0 | 0 | 16.4 | — | 0 | 41 | 55.7 | 49.2 | 59.1 | 67.8 | 15.95 | — | — | — | |
| ABRBackbone=ResNet-502026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 73 | 65.1 | 71 | |
| BaselineBackbone=CLIP ViT-B/162026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 65.9 | 73.4 | 67.8 | |
| CL-CLIPBackbone=CLIP ViT-B/162026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 78.3 | 74.5 | 77.4 | |
| GCDBackbone=Swin-T2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 69.5 | 58.8 | 66.8 | |
| IODCBackbone=CLIP ViT-B/162026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 73.1 | 61.2 | 70.2 | |
| MMABackbone=ResNet-502026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 73 | 60.5 | 69.9 | |
| NSGP-RePREBackbone=ResNet-502026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 77.5 | 61.8 | 73.6 | |
| OW-DETRBackbone=ResNet-502026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 72.2 | 59.8 | 69.4 | |
| ROSETTABackbone=ResNet-502026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 71.7 | 61.6 | 69.2 | |
| TARLBackbone=Swin-T2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 73.6 | 60.2 | 70.3 |