academic research Lobelia Silhouettes Digitally restored herbarium specimens of Lobelia, reduced to true-scale silhouettes. Automating leaf measurement Measuring leaf shape from ninety dismembered Lobelia sect. Lobelia vouchers, by two independent methods two years apart. independent research Orchid Vision A computer-vision program built on orchids - generation, recognition, and guided hybridization - because the long tail is where fine-grained models actually break. orchid deep dive OrchidCLIP A long-tail-aware CLIP model for fine-grained orchid identification across 5,124 species. Orchid GAN StyleGAN2-ADA fine-tuned on Cattleya, giving a navigable latent morphospace for orchid floral form. The starting point of the orchid programme. Cattleya Hybrid Visualizer What would this orchid cross look like? SDXL steered by a botanical phenotype engine, for hybrids that take 4-7 years to actually flower. research tooling MCP Servers MCP servers for plant genomics and research with LLMs: locus lookup, dataset search, phenotyping, phylogenetics, breeding simulation, and the job broker that runs the heavy work. Taxon3D A blind-comparison benchmark for AI-generated 3D models of living organisms, judged against reference photographs. Bradley-Terry rankings with confidence intervals.