Going deeper in the automated identification of Herbarium specimens

Table 5 Results of the experiments related to transfer learning from Herbarium to non-dried plant images

Experiment	Initialization	Training	Testing	Top-1 accuracy	Top-5 accuracy
CRLeaves Baselines
R.C R.C R	Random	CRLeaves	CRLeaves	0.37	0.50
I.C R.C R	ImageNet	CRLeaves	CRLeaves	0.51	0.61
CRLeaves using transfer learning from herbarium data
H255.C R.C R	Herbarium255	CRLeaves	CRLeaves	0.416	0.542
H255_I.C R.C R	ImageNet,Herbarium255	CRLeaves	CRLeaves	0.491	0.590
PlantCLEF Baselines
R.P C.P C	Random	PlantCLEF	PlantCLEF	0.334	0.566
I.P C.P C	ImageNet	PlantCLEF	PlantCLEF	0.523	0.726
PlantCLEF using transfer learning from herbarium data
H1K.P C.P C	Herbarium1K	PlantCLEF	PlantCLEF	0.273	0.498
H1K _I.P C.P C	ImageNet,Herbarium1K	PlantCLEF	PlantCLEF	0.425	0.661

ISSN: 2730-7182