Deep Learning with Taxonomic Loss for Plant Identification

Table 5

Accuracies of two neural networks trained by taxonomic loss with different taxonomic hierarchy.

Dataset	Neural network	Taxonomic hierarchy	Accuracy (%)
			Family	Genus	Species
PlantCLEF 2015	Inception-ResNet-v2 [11]	F-G-S	83.36	76.85	70.38
		F-S	82.04	76.10	69.36
		G-S	81.48	75.82	68.94
		S	80.66	74.57	67.93
PlantCLEF 2017	ShuffleNet-v2 [25]	F-G-S	66.13	60.73	53.12
		F-S	64.08	57.71	50.03
		G-S	64.26	59.11	51.64
		S	61.94	57.12	49.96