Object Detection on MS-COCO (48/17)
53.5Recall@100 (IoU=0.5)RRFS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RRFSSplit=48/17, Backbone=ResNet-101, Framework=Faster-RCNN2022.01 | 53.5 | 58.1 | 47.9 | 0.134 | |
| ContrastZSDMode=Zero-Shot Detection2021.09 | 52.4 | 56.1 | 47.2 | 0.125 | |
| BLCbackbone=ResNet-50, neck=FPN, multi-scale=true2020.10 | 48.87 | 51.33 | 45.03 | 10.6 | |
| BLCMode=Zero-Shot Detection2021.09 | 48.8 | 51.3 | 45 | 0.106 | |
| BLCSplit=48/172022.01 | 48.8 | 51.3 | 45 | 0.106 | |
| BLCbackbone=ResNet-50, neck=FPN, multi-scale=false2020.10 | 46.39 | 49.63 | 41.86 | 9.9 | |
| PLbackbone=ResNet-50, neck=FPN2020.10 | 43.59 | — | — | 10.1 | |
| PLMode=Zero-Shot Detection2021.09 | 43.5 | — | — | 0.101 | |
| PLSplit=48/172022.01 | 43.5 | — | — | 0.101 | |
| TDbackbone=ResNet-50, neck=FPN2020.10 | 34.3 | 45.5 | 18.1 | — | |
| TDMode=Zero-Shot Detection2021.09 | 34.3 | 45.5 | 18.1 | — | |
| TDSplit=48/172022.01 | 34.3 | 45.5 | 18.1 | — | |
| DSESMode=Zero-Shot Detection2021.09 | 27.2 | 40.2 | 13.6 | 0.005 | |
| DSESSplit=48/172022.01 | 27.2 | 40.2 | 13.6 | 0.005 | |
| DSESbackbone=ResNet-50, neck=FPN2020.10 | 27.19 | 40.23 | 13.63 | 0.54 | |
| SBbackbone=ResNet-50, neck=FPN2020.10 | 22.14 | 34.46 | 11.31 | 0.32 | |
| SBMode=Zero-Shot Detection2021.09 | 22.1 | 34.5 | 11.3 | 0.003 | |
| SBSplit=48/172022.01 | 22.1 | 34.5 | 11.3 | 0.003 | |
| ConSE-ZSDMode=Zero-Shot Detection2021.09 | 19.6 | 28 | 8.7 | 0.032 |