Research archive

A January 2026 snapshot of a WeChat Mini Program combining field utilities, weather queries, image tools, and experimental AI assistants.

An experimental web and batch workflow for placing plants on white backgrounds with multimodal image models, including scientific and privacy limitations.

A desktop workspace for hyperspectral, LiDAR, RGB, and thermal crop-phenotyping workflows, with clear boundaries between shared UI and cross-modal fusion.

A peer-reviewed framework combining directional spectroscopy, BRDF fitting, phenotypic traits, ensemble learning, and canopy ray tracing in four species.

A practical path from a local Ollama assistant to retrieval and controlled tool use, with explicit privacy, security, versioning, and deployment boundaries.

A compact OpenCV workflow for segmenting isolated biological samples, exporting pixel and calibrated size descriptors, and documenting the validation required before scientific use.

A concise, publisher-neutral guide to journal selection, manuscript preparation, submission, peer review, publication status, research integrity, and post-publication maintenance.

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.

A field-to-analysis workflow for Cross-Circular Oblique UAV acquisition, SfM reconstruction, spatial referencing, point-cloud phenotyping, and honest model validation.

A practical guide to using Root Quantify for polygon ROI selection, background correction, binary-mask cleanup, and organized export before downstream root analysis.

A maintainable workflow for choosing a local model, testing it with Ollama, planning parameter-efficient fine-tuning, evaluating results, and exposing a service safely.

A validation-first research framework connecting multi-view reconstruction, plant geometry, radiative transfer, leaf physiology, and canopy-scale uncertainty.

A validation-first workflow for processing DJI P4 Multispectral imagery in WebODM, checking band metadata in QGIS, and extracting plot-level vegetation features.

A concise, reproducibility-focused route from tensors and training loops to transfer learning, evaluation, safe checkpoints, and deployment boundaries.

An experimental, validation-first protocol for acquiring and reconstructing multi-view images of potted cotton plants in a controlled environment.

A practical workflow for structuring Python research projects, recording environments, collaborating through Git, and preserving data provenance.

A safe, modern introduction to repositories, commits, branches, remotes, pull requests, authentication, and undoing mistakes.

A compact, safety-aware reference for everyday macOS, Finder, text-editing, browser, screenshot, and recovery shortcuts.

A version-aware workflow for creating a Docusaurus portfolio, configuring GitHub Pages correctly, and maintaining a reliable deployment.