Loss Architecture Search for Few-Shot Object Recognition

Table 2

Mean accuracy (%) ± CIs (%) of 4 state-of-the-art methods, the 5 sublosses, and LAS on the CIFAR-100 dataset.

Method	5-way accuracy
	1-Shot	5-Shot
MN	50.90 ± 1.07	60.75 ± 0.94
SM	48.56 ± 0.87	57.07 ± 0.86
MAML	49.29 ± 0.89	66.04 ± 0.94
Meta-N	49.84 ± 0.90	67.08 ± 0.90
HMTL	49.20 ± 0.82	66.49 ± 0.99
MSML	49.73 ± 0.84	67.48 ± 0.86
AL	51.34 ± 0.74	68.84 ± 0.85
TCL	51.88 ± 0.97	68.60 ± 0.81
QCL	52.09 ± 0.78	68.97 ± 0.78
LAS	55.85 ± 0.76	71.91 ± 0.73