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 |
H255I.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 |