Few-shot Object Detection on MS-COCO 20-shot (novel classes)
16.4AP (IoU 0.5:0.95)FSDetView w/cos
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FSDetView w/cosShots=302020.07 | 16.4 | 32.6 | 14.7 | 3.5 | 17.1 | 26.2 | 23.3 | 29.7 | 29.9 | 8.8 | 31.9 | 44.7 | |
| FSDetView w/fcShots=302020.07 | 14.7 | 30.6 | 12.2 | 3.2 | 15.2 | 23.8 | 22 | 28.2 | 28.4 | 8.3 | 30.3 | 42.1 | |
| MPSRShots=302020.07 | 14.1 | 25.4 | 14.2 | 4 | 12.9 | 23 | 17.7 | 24.2 | 24.3 | 5.5 | 21 | 39.3 | |
| FSDetView w/cosShots=102020.07 | 13.6 | 28.6 | 11.3 | 2.6 | 14.6 | 22.1 | 20.6 | 26.8 | 27 | 7.9 | 28.8 | 41.3 | |
| FSDetView w/fcShots=102020.07 | 12.5 | 27.3 | 9.8 | 2.5 | 13.8 | 19.9 | 20 | 25.5 | 25.7 | 7.5 | 27.6 | 38.9 | |
| Meta R-CNNShots=302020.07 | 12.4 | 25.3 | 10.8 | 2.8 | 11.6 | 19 | 15 | 21.4 | 21.7 | 8.6 | 20 | 32.1 | |
| TFA w/cosShots=302020.07 | 12.1 | 22 | 12 | — | — | — | — | — | — | — | — | — | |
| TFA w/fcShots=302020.07 | 12 | 22.2 | 11.8 | — | — | — | — | — | — | — | — | — | |
| MetaDetShots=302020.07 | 11.3 | 21.7 | 8.1 | 1.1 | 6.2 | 17.3 | 14.5 | 18.9 | 19.2 | 1.8 | 11.1 | 34.4 | |
| FSODShots=102020.07 | 11.1 | 20.4 | 10.6 | — | — | — | — | — | — | — | — | — | |
| MPSRShots=102020.07 | 9.8 | 17.9 | 9.7 | 3.3 | 9.2 | 16.1 | 15.7 | 21.2 | 21.2 | 4.6 | 19.6 | 34.3 | |
| TFA w/fcShots=102020.07 | 9.1 | 17.3 | 8.5 | — | — | — | — | — | — | — | — | — | |
| TFA w/cosShots=102020.07 | 9.1 | 17.1 | 8.8 | — | — | — | — | — | — | — | — | — | |
| FSRWShots=302020.07 | 9.1 | 19 | 7.6 | 0.8 | 4.9 | 16.8 | 13.2 | 17.7 | 17.8 | 1.5 | 10.4 | 33.5 | |
| Meta R-CNNShots=102020.07 | 8.7 | 19.1 | 6.6 | 2.3 | 7.7 | 14 | 12.6 | 17.8 | 17.9 | 7.8 | 15.6 | 27.2 | |
| MetaDetShots=102020.07 | 7.1 | 14.6 | 6.1 | 1 | 4.1 | 12.2 | 11.9 | 15.1 | 15.5 | 1.7 | 9.7 | 30.1 | |
| LSTDShots=302020.07 | 6.7 | 15.8 | 5.1 | 0.4 | 2.9 | 12.3 | 10.9 | 14.3 | 14.3 | 0.9 | 7.1 | 27 | |
| FSRWShots=102020.07 | 5.6 | 12.3 | 4.6 | 0.9 | 3.5 | 10.5 | 10.1 | 14.3 | 14.4 | 1.5 | 8.4 | 28.2 | |
| LSTDShots=102020.07 | 3.2 | 8.1 | 2.1 | 0.9 | 2 | 6.5 | 7.8 | 10.4 | 10.4 | 1.1 | 5.6 | 19.6 |