Zero-Shot Object Detection on MSCOCO (48/17)
0.46mAP (Base)OVR-CNN
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| OVR-CNNTask=OVD2020.11 | 0.46 | — | — | — | — | — | — | — | — | 0.228 | 0.399 | — | — | — | — | — | — | — | |
| PLTask=ZSD2020.11 | 0.359 | — | — | — | — | — | — | — | — | 0.0412 | 0.279 | — | — | — | — | — | — | — | |
| LSDATask=MSD, target classes known during training=true2020.11 | 0.293 | — | — | — | — | — | — | — | — | 0.177 | 0.272 | — | — | — | — | — | — | — | |
| SBTask=ZSD2020.11 | 0.292 | — | — | — | — | — | — | — | — | 0.0031 | 0.249 | — | — | — | — | — | — | — | |
| LSDA+Task=MSD, target classes known during training=true2020.11 | 0.285 | — | — | — | — | — | — | — | — | 0.219 | 0.267 | — | — | — | — | — | — | — | |
| MIL+RPNTask=MSD, target classes known during training=true2020.11 | 0.278 | — | — | — | — | — | — | — | — | 0.226 | 0.264 | — | — | — | — | — | — | — | |
| DSESTask=ZSD2020.11 | 0.267 | — | — | — | — | — | — | — | — | 0.0027 | 0.221 | — | — | — | — | — | — | — | |
| LABTask=ZSD2020.11 | 0.208 | — | — | — | — | — | — | — | — | 0.0022 | 0.18 | — | — | — | — | — | — | — | |
| Cap2DetTask=WSD, target classes known during training=true2020.11 | 0.201 | — | — | — | — | — | — | — | — | 0.203 | 0.201 | — | — | — | — | — | — | — | |
| WSDDNTask=WSD, target classes known during training=true2020.11 | 0.196 | — | — | — | — | — | — | — | — | 0.197 | 0.196 | — | — | — | — | — | — | — | |
| DELOTask=ZSD, target classes known during training=true2020.11 | 0.138 | — | — | — | — | — | — | — | — | 0.0341 | 0.13 | — | — | — | — | — | — | — | |
| BLC2020.10 | — | — | 42.1 | 4.5 | 8.2 | — | — | — | — | — | — | 57.56 | 46.39 | 51.37 | — | — | — | — | |
| BLC2021.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 49.63 | 46.39 | 41.86 | 9.9 | |
| DELO2021.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 33.5 | — | 7.6 | |
| DSESsplit=48/172020.10 | — | 0.54 | — | — | — | 27.19 | 15.02 | 15.32 | 15.17 | — | — | — | — | — | — | — | — | — | |
| DSES2020.10 | — | — | — | — | — | — | — | — | — | — | — | 15.02 | 15.32 | 15.17 | — | — | — | — | |
| DSES2021.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 40.23 | 27.19 | 13.63 | 0.54 | |
| Gtnet2021.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 47.3 | 44.6 | 35.5 | — | |
| PL2020.10 | — | — | 35.92 | 4.12 | 7.39 | — | — | — | — | — | — | 38.24 | 26.32 | 31.18 | — | — | — | — | |
| PL2021.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 43.59 | — | 10.1 | |
| PL-48split=48/172020.10 | — | 10.01 | 35.92 | 4.12 | 7.39 | 43.56 | 38.24 | 26.32 | 31.18 | — | — | — | — | — | — | — | — | — | |
| SBsplit=48/172020.10 | — | 0.7 | — | — | — | 24.39 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SB2021.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 34.46 | 22.14 | 11.31 | 0.32 | |
| TD2021.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 45.5 | 34.3 | 18.1 | — | |
| ZSI2021.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 57.4 | 53.9 | 48.3 | 11.4 |