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.
TOPIC COLLECTION
Image Analysis
Reproducible extraction and validation of information from scientific images.
- 5
- field notes
- Curated
- topic collection
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.
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
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.
Research project
5 min read
Turntable Photogrammetry for Potted Cotton in a Growth Chamber
An experimental, validation-first protocol for acquiring and reconstructing multi-view images of potted cotton plants in a controlled environment.