3D reconstruction method and weight estimation model

We developed a novel method for three-dimensional structure reconstruction using contour shapes derived from image analysis. Furthermore, we employed Random Forests to assess the weight of radishes, incorporating color and shape information obtained from image analysis in addition to volumetric data obtained from the reconstructed three-dimensional structure. To interpret the results of the Random Forests analyses, the importance of the variables and response curves were used to discuss the applicability of color, shape, and volumetric information as quality indices.


Yuto Kamiwaki, Shinji Fukuda. 2024. A Machine Learning-Assisted Three-Dimensional Image Analysis for Weight Estimation of Radish. 10(2). 142. https://doi.org/10.3390/horticulturae10020142