Research project
4 min read
PhenoHUB: A Mobile Toolkit for Digital Plant Phenotyping
A January 2026 snapshot of a WeChat Mini Program combining field utilities, weather queries, image tools, and experimental AI assistants.
TOPIC COLLECTION
Plant Phenotyping
Methods and systems for observable, quantitative crop and plant traits.
- 11
- field notes
- Curated
- topic collection
Workflow
4 min read
Botanical Extract AI Pro: An Experimental Background-Isolation Workflow
An experimental web and batch workflow for placing plants on white backgrounds with multimodal image models, including scientific and privacy limitations.
Research project
4 min read
MCTP: A Multi-Modal Crop Phenotyping Workspace
A desktop workspace for hyperspectral, LiDAR, RGB, and thermal crop-phenotyping workflows, with clear boundaries between shared UI and cross-modal fusion.
Research project
4 min read
Predicting Leaf BRDF from Phenotypic Traits
A peer-reviewed framework combining directional spectroscopy, BRDF fitting, phenotypic traits, ensemble learning, and canopy ray tracing in four species.
Technical guide
6 min read
Local Image Quantification in Python: An Experimental, Auditable Workflow
A compact OpenCV workflow for segmenting isolated biological samples, exporting pixel and calibrated size descriptors, and documenting the validation required before scientific use.
Technical guide
6 min read
Hunyuan3D-1 for Plant Images: A Reproducible Exploration Guide
A version-specific, evidence-aware workflow for generating exploratory plant meshes with Hunyuan3D-1 and validating why generative 3D output is not automatically a phenotype measurement.
Workflow
7 min read
UAV 3D Crop Phenotyping: From CCO Acquisition to Validated Traits
A field-to-analysis workflow for Cross-Circular Oblique UAV acquisition, SfM reconstruction, spatial referencing, point-cloud phenotyping, and honest model validation.
Technical guide
4 min read
Root Quantify: Interactive Root Image Preprocessing in Python
A practical guide to using Root Quantify for polygon ROI selection, background correction, binary-mask cleanup, and organized export before downstream root analysis.
Workflow
8 min read
Canopy Photosynthesis from 3D Plant Models — A Conceptual Workflow
A validation-first research framework connecting multi-view reconstruction, plant geometry, radiative transfer, leaf physiology, and canopy-scale uncertainty.