Table 5.
Standard Triplet Loss | Reciprocal Triplet Loss | |||||||||
---|---|---|---|---|---|---|---|---|---|---|
DSDA | DSSA | SSSA | OVLP | AVG | DSDA | DSSA | SSSA | OVLP | AVG | |
Easy | 66.7 | 59.7 | 57.5 | 54.6 | 59.7 | 70.1 | 60.5 | 55.9 | 50.9 | 59.3 |
Easy/Hard | 63.8 | 62.2 | 59.4 | 58.7 | 61.0 | 70.2 | 63.2 | 59.0 | 53.3 | 61.4 |
Hard | 60.3 | 60.1 | 58.9 | 58.3 | 59.4 | 74.1 | 73.8 | 68.0 | 64.9 | 70.2 |
Hard/VeryH | 57.1 | 57.0 | 57.0 | 56.2 | 56.8 | 74.7 | 72.6 | 69.6 | 67.5 | 71.1 |
VeryH | 56.3 | 56.1 | 55.4 | 55.2 | 55.8 | 74.1 | 72.2 | 69.4 | 67.7 | 70.8 |
All | 55.1 | 55.0 | 53.9 | 53.7 | 54.4 | 72.8 | 69.0 | 64.9 | 62.5 | 67.3 |