Object Detection on MS-COCO (65/15)
62.3Recall@100 (IoU=0.5)RRFS
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| RRFSSplit=65/15, Backbone=ResNet-101, Framework=Faster-RCNN2022.01 | 62.3 | 65.3 | 55.9 | 19.8 | — | — | — | — | — | — | |
| ContrastZSDMode=Zero-Shot Detection2021.09 | 59.5 | 62.3 | 55.1 | 18.6 | — | — | — | — | — | — | |
| BLCMode=Zero-Shot Detection2021.09 | 54.7 | 57.2 | 51.2 | 14.7 | — | — | — | — | — | — | |
| BLCSplit=65/152022.01 | 54.7 | 57.2 | 51.2 | 14.7 | — | — | — | — | — | — | |
| BLCbackbone=ResNet-50, neck=FPN, multi-scale=true2020.10 | 54.68 | 57.23 | 51.22 | 14.7 | — | — | — | — | — | — | |
| SUSplit=65/152022.01 | 54 | 54.4 | 47 | 19 | — | — | — | — | — | — | |
| BLCbackbone=ResNet-50, neck=FPN, multi-scale=false2020.10 | 51.65 | 54.18 | 47.86 | 13.1 | — | — | — | — | — | — | |
| PLbackbone=ResNet-50, neck=FPN2020.10 | 37.72 | — | — | 12.4 | — | — | — | — | — | — | |
| PLMode=Zero-Shot Detection2021.09 | 37.7 | — | — | 12.4 | — | — | — | — | — | — | |
| PLSplit=65/152022.01 | 37.7 | — | — | 12.4 | — | — | — | — | — | — | |
| ConSE-ZSDMode=Zero-Shot Detection2021.09 | 23.5 | 30.4 | 10.1 | 3.9 | — | — | — | — | — | — | |
| BLCEvaluation protocol=Generalized Zero-Shot, IoU threshold=0.52021.09 | — | — | — | — | 56.4 | 51.7 | 53.9 | 36 | 13.1 | 19.2 | |
| BLCGZSD setting=True, IoU threshold=0.52022.01 | — | — | — | — | 56.4 | 51.7 | 53.9 | 36 | 13.1 | 19.2 | |
| ConSE-ZSDEvaluation protocol=Generalized Zero-Shot, IoU threshold=0.52021.09 | — | — | — | — | 41 | 15.6 | 22.6 | 35.8 | 3.5 | 6.4 | |
| ContrastZSDEvaluation protocol=Generalized Zero-Shot, IoU threshold=0.52021.09 | — | — | — | — | 62.9 | 58.6 | 60.7 | 40.2 | 16.5 | 23.4 | |
| PLEvaluation protocol=Generalized Zero-Shot, IoU threshold=0.52021.09 | — | — | — | — | 36.4 | 37.2 | 36.8 | 34.1 | 12.4 | 18.2 | |
| PLGZSD setting=True, IoU threshold=0.52022.01 | — | — | — | — | 36.4 | 37.2 | 36.8 | 34.1 | 12.4 | 18.2 | |
| RRFSGZSD setting=True, IoU threshold=0.5, Backbone=ResNet-101, Detector architecture=Faster-RCNN2022.01 | — | — | — | — | 58.6 | 61.8 | 60.2 | 37.4 | 19.8 | 26 | |
| SUGZSD setting=True, IoU threshold=0.52022.01 | — | — | — | — | 57.7 | 53.9 | 55.8 | 36.9 | 19 | 25.1 |