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.
TOPIC COLLECTION
Remote Sensing
Calibrated aerial and spectral observations for crop research.
- 4
- field notes
- Curated
- topic collection
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.
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
7 min read
DJI P4 Multispectral to Plot-Level Traits with WebODM and QGIS
A validation-first workflow for processing DJI P4 Multispectral imagery in WebODM, checking band metadata in QGIS, and extracting plot-level vegetation features.