Loss Architecture Search for Few-Shot Object Recognition

Table 1

Mean accuracy (%) ± CIs (%) of our LAS method in six cases on CIFAR-100 dataset.

Method	5-way accuracy
	1-Shot	5-Shot
LAS (no HMTL)	55.23 ± 0.78	70.93 ± 0.74
LAS (no MSML)	55.14 ± 0.81	70.89 ± 0.75
LAS (no AL)	55.21 ± 0.73	69.81 ± 0.81
LAS (no TCL)	54.63 ± 0.79	69.88 ± 0.76
LAS (no QCL)	54.56 ± 0.83	69.50 ± 0.83
LAS	55.85 ± 0.76	71.91 ± 0.73

In each of the first five cases, one subloss is removed from the search space. In the last case, all the sublosses are used.