| Novel classes | Base classes | mAP | ||||||||||||||
Shot | Baselines | lion1 | lion2 | lion3 | flower | mean | aero | bike | boat | car | chair | table | cat | sheep | plant | mean | |
10 | Few-shot [11] | 19.60 | 21.10 | 17.60 | 26.70 | 21.25 | 73.60 | 73.10 | 56.70 | 76.10 | 66.80 | 77.70 | 42.11 | 57.40 | 74.70 | 66.47 | 52.55 |
Meta R-CNN [13] | 21.90 | 20.80 | 18.50 | 22.80 | 21.00 | 78.20 | 68.29 | 70.10 | 77.43 | 45.76 | 60.19 | 67.00 | 68.30 | 71.29 | 67.40 | 53.12 | |
Meta R-CNN [14] | 19.80 | 19.80 | 16.20 | 26.10 | 20.48 | 54.10 | 78.54 | 56.98 | 73.12 | 56.34 | 76.32 | 56.87 | 49.43 | 69.00 | 63.41 | 50.20 | |
Ours | 22.10 | 20.10 | 22.99 | 21.89 | 21.77 | 78.90 | 69.64 | 71.00 | 76.50 | 67.00 | 77.00 | 56.89 | 76.68 | 70.01 | 71.51 | 56.21 | |
20 | Few-shot [11] | 30.12 | 35.67 | 27.87 | 22.69 | 29.09 | 75.87 | 76.42 | 67.32 | 80.12 | 56.00 | 69.88 | 65.00 | 79.09 | 76.37 | 71.79 | 58.65 |
Meta R-CNN [13] | 31.22 | 38.11 | 30.89 | 34.00 | 33.555 | 76.00 | 68.00 | 80.00 | 74.00 | 67.00 | 71.00 | 68.65 | 78.32 | 69.31 | 72.47 | 60.50 | |
Meta R-CNN [14] | 32.77 | 29.99 | 37.00 | 33.33 | 33.2725 | 67.21 | 74.52 | 77.38 | 71.30 | 69.80 | 72.43 | 71.30 | 74.00 | 75.76 | 72.63 | 60.52 | |
Ours | 35.00 | 38.67 | 31.67 | 38.00 | 35.835 | 77.00 | 75.67 | 76.21 | 72.65 | 71.87 | 73.20 | 72.65 | 69.33 | 73.23 | 73.53 | 61.93 |