Papers by IAN VAL DELOS REYES
Philippine Journal of Science
Phenotypic screening in plant breeding is essential for identifying superior mutant lines for orn... more Phenotypic screening in plant breeding is essential for identifying superior mutant lines for ornamental plant variety development. However, the process is tedious and time-consuming involving both qualitative and quantitative methods. To fast-track phenotypic screening, artificial intelligence (AI) presents a promising tool with higher efficiency and minimal standard error in identifying mutant lines for registration. Thus, in this study, an algorithm for classifying novel ornamental plant varieties is proposed. After training a convolutional neural network (CNN) model with the images of radiation mutant BG regale and control, Sansevieria rorida, comparisons of model loss and accuracy were done with Adam, SGD, RMSprop, and Adadelta optimization techniques. Among the optimization techniques, RMSProp achieved the lowest model loss (3.68%), the highest accuracy (98.44%), precision (98.44%), recall (98.39%), and F1-score (98.39 %). In this “proof-of-concept” study on the Philippines’ P...
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Papers by IAN VAL DELOS REYES