Table 4.
Standard Triplet Loss | Reciprocal Triplet Loss | |||||||||
---|---|---|---|---|---|---|---|---|---|---|
DSDA | DSSA | SSSA | OVLP | AVG | DSDA | DSSA | SSSA | OVLP | AVG | |
Easy | 62.5 | 58.6 | 55.4 | 52.5 | 57.3 | 69.3 | 60.7 | 57.8 | 51.1 | 59.7 |
Easy/Hard | 66.1 | 61.5 | 59.7 | 57.2 | 61.1 | 70.3 | 65.1 | 59.3 | 53.2 | 62.0 |
Hard | 64.3 | 62.2 | 59.4 | 57.7 | 60.9 | 67.8 | 65.1 | 58.7 | 52.4 | 61.0 |
Hard/VeryH | 64.0 | 62.3 | 61.0 | 59.4 | 61.7 | 67.8 | 65.0 | 57.1 | 53.6 | 60.9 |
VeryH | 61.4 | 60.6 | 59.3 | 57.3 | 59.7 | 68.1 | 65.9 | 60.3 | 54.2 | 62.1 |
All | 61.7 | 59.4 | 57.5 | 55.7 | 58.6 | 69.6 | 64.1 | 58.2 | 53.1 | 61.2 |