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
Computer Vision
Image understanding, segmentation, reconstruction, and measurement workflows.
- 6
- field notes
- Curated
- topic collection
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
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.
Technical guide
8 min read
PyTorch for Research — A Version-Aware Learning Roadmap
A concise, reproducibility-focused route from tensors and training loops to transfer learning, evaluation, safe checkpoints, and deployment boundaries.
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.