Generalized Zero-Shot Object Detection on PASCAL VOC (Seen+Unseen)
75.1mAP (Seen)BLC
Evaluation results
| Method | Links | |||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BLC2022.12 | 75.1 | 55.2 | — | 78.5 | 83.2 | 77.6 | 67.7 | 70.1 | 75.6 | 30.1 | 87.4 | 55.9 | 77.5 | 71.2 | 85.2 | 82.8 | 77.6 | 56.1 | 77.1 | 78.5 | 43.7 | 86 | 60.8 | |
| SUZOD2022.12 | 74.7 | 63.1 | — | 80.6 | 84.2 | 78.7 | 66.7 | 67.6 | 74 | 46.1 | 91.5 | 61.1 | 75 | 63.4 | 82.6 | 85.7 | 84.9 | 47.8 | 76.9 | 74.8 | 55.2 | 92.3 | 59 | |
| ZSD-SC-Resolver2022.12 | 74.7 | 62.7 | — | 80.4 | 84.1 | 78.7 | 66.6 | 67.6 | 73.8 | 45 | 91.4 | 61.1 | 75 | 63.7 | 83.1 | 85.5 | 84.9 | 47.3 | 76.7 | 74.7 | 55.6 | 92.6 | 57.5 | |
| SAN2022.12 | 69.6 | 57.6 | — | 71.4 | 78.5 | 74.9 | 61.4 | 48.2 | 76 | 26.4 | 89.1 | 51.1 | 78.4 | 61.6 | 84.2 | 76.8 | 76.9 | 42.5 | 71 | 71.7 | 56.2 | 85.3 | 62.6 | |
| HRE2022.12 | 65.6 | 54.2 | — | 70 | 73 | 76 | 54 | 42 | 86 | 26 | 64 | 40 | 54 | 75 | 80 | 80 | 75 | 34 | 69 | 79 | 55 | 82 | 55 | |
| PL2022.12 | 63.5 | 62.1 | — | 74.4 | 71.2 | 67 | 50.1 | 50.8 | 67.6 | 44.1 | 84.7 | 44.8 | 68.6 | 39.6 | 74.9 | 76 | 79.5 | 39.6 | 61.6 | 66.1 | 63.7 | 87.2 | 53.2 | |
| ContrastZSDBackbone=ResNet-1012021.09 | 63.2 | 46.5 | 53.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HREFramework=YOLO2021.09 | 62.4 | 25.5 | 36.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BLCFramework=Cascade Semantic R-CNN2021.09 | 58.2 | 22.9 | 32.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SAN2021.09 | 48 | 37 | 41.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ConSE-ZSDFramework=Faster R-CNN2021.09 | 39.3 | 22.3 | 32.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |