Single-Image 3D Plant Reconstruction with 3D Generative AI, Evaluated against SfM
Generating 3D cotton plants from single photographs with 3D generative AI and evaluating them organ by organ against multi-view SfM reconstructions of the same plants.
Topic collection
Geometry capture and reconstruction from multi-view images, point clouds, and models.
Generating 3D cotton plants from single photographs with 3D generative AI and evaluating them organ by organ against multi-view SfM reconstructions of the same plants.
A UAV workflow for plot-level 3D crop phenotyping: Cross-Circular Oblique flight design, SfM reconstruction, canopy point-cloud processing with CanopyPC, and machine-learning models of crop traits.
A modular model that reconstructs crop plants from multi-view images, assembles a triangle-facet canopy, simulates its light distribution by ray tracing, and integrates leaf photosynthesis to canopy carbon gain.
A growth-chamber protocol that reconstructs potted cotton plants from two-elevation turntable video with structure from motion, with scale control, colour correction and accuracy assessment.