Plant Phenomics / 2019 / Article / Tab 3

Research Article

An Exploration of Deep-Learning Based Phenotypic Analysis to Detect Spike Regions in Field Conditions for UK Bread Wheat

Table 3

Quantitative results of segmentation performance for the 2017 dataset when training FCN from scratch by initialising the weights using He et al.'s method and by loading pre-trained ImageNet parameters showing different evaluation metrics.

InitilisationGAMASpike AccuracyMIoUSpike IoU

He et al. [55]88.1870.3046.6159.431.76

ImageNet Parameters90.1276.057.064.3040.0