README.md

metadata

license: cc-by-4.0
library_name: onnx
tags:
  - ecology
  - vegetation
  - biodiversity
  - onnx

RESOLVE model suites for the browser

The released RESOLVE model suites as ONNX graphs, read by the RESOLVE plot predictor. From the species list of a European vegetation plot they predict its EUNIS habitat (level 1), altitude, slope, plot area, survey year and location.

• V_species_context/: models that read the species with their cover, the plot's coordinates and its survey year and month (each target reads the inputs its target.json names).
• V_minimal/: models that read the species with their cover only.

Each target directory holds target.json (vocabularies, inputs, output heads, the rule that combines the members) and five members, seed_<k>.onnx, trained with different seeds. Species are World Flora Online names as matched in the European Vegetation Archive. Every graph takes the assembled species ids, genus and family ids, pool weights, a cover flag and the raw continuous block (NaN where missing), and returns the target in its original units.

The graphs reproduce the engine's SuitePredictor: on 2,000 plots of the UK National Plant Monitoring Scheme every EUNIS label agrees, probabilities differ by less than 1e-6 and regressions by less than 5e-4 of their value.