Loss Architecture Search for Few-Shot Object Recognition

Table 5

Mean accuracy (%) ± CIs (%) of 7 state-of-the-art methods and LAS on the mini-ImageNet dataset with ResNet-12 as the backbone.

Method	5-way accuracy
	1-Shot	5-Shot
MN	45.65 ± 0.86	53.64 ± 0.81
MAML	50.36 ± 0.78	67.34 ± 0.93
Meta-N	52.07 ± 0.89	68.84 ± 0.87
Meta-SGD	52.96 ± 0.75	69.52 ± 0.71
	55.71 ± 0.99	68.88 ± 0.92
MetaNet	57.10 ± 0.70	70.04 ± 0.63
	58.50 ± 0.30	76.70 ± 0.30
LAS	59.44 ± 0.41	77.82 ± 0.34

Results from [48].