Loss Architecture Search for Few-Shot Object Recognition

Table 4

Mean accuracy (%) ± CIs (%) of 14 state-of-the-art methods and LAS on the mini-ImageNet dataset with Conv-4 as the backbone.

Method	5-way accuracy
	1-Shot	5-Shot
	43.40 ± 0.78	51.09 ± 0.71
MN-	43.56 ± 0.84	55.31 ± 0.73
ML-	43.44 ± 0.77	60.60 ± 0.71
	45.10	55.20
	48.70 ± 1.84	63.11 ± 0.92
Meta-	49.21 ± 0.96	—
	49.42 ± 0.78	68.20 ± 0.66
	49.02 ± 0.98	63.50 ± 0.84
	50.44 ± 0.82	65.32 ± 0.70
Meta-	50.47 ± 1.87	64.03 ± 0.94
	51.24 ± 0.74	71.02 ± 0.64
	51.77 ± 1.86	65.60 ± 0.93
MM-Net	52.74 ± 0.45	65.82 ± 0.37
MM-Net	53.37 ± 0.48	66.97 ± 0.35
	54.61 ± 0.80	71.21 ± 0.66
LAS	55.14 ± 0.46	71.92 ± 0.48

Results from [32]. Results from [20]. Results from [33]. Results from [14].