Table 2.
Datasets | Food101-LT | VFN-LT | ||||
---|---|---|---|---|---|---|
Accuracy (%) | Head | Tail | Overall | Head | Tail | Overall |
Baseline | 65.8 | 20.9 | 33.4 | 62.3 | 24.4 | 35.8 |
HFR [11] | 65.9 | 21.2 | 33.7 | 62.2 | 25.1 | 36.4 |
ROS [35] | 65.3 | 20.6 | 33.2 | 61.7 | 24.9 | 35.9 |
RUS [36] | 57.8 | 23.5 | 33.1 | 54.6 | 26.3 | 34.8 |
CMO [18] | 64.2 | 31.8 | 40.9 | 60.8 | 33.6 | 42.1 |
LDAM [17] | 63.7 | 29.6 | 39.2 | 60.4 | 29.7 | 38.9 |
BS [33] | 63.9 | 32.2 | 41.1 | 61.3 | 32.9 | 41.9 |
IB [41] | 64.1 | 30.2 | 39.7 | 60.2 | 30.8 | 39.6 |
Focal [34] | 63.9 | 25.8 | 36.5 | 60.1 | 28.3 | 37.8 |
Ours | 65.2 | 33.9 | 42.6 | 61.9 | 37.8 | 45.1 |