Open community • Materials AI

Machine Intelligence for Characterisation

Advancing the understanding of microstructure through robust models, reproducible data and open tooling.

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Key Research Areas

Microstructure analysis imagery

Microstructure Analysis

Segmentation, denoising and metrics for microscopy and diffraction.

Predictive modelling visualization

Predictive Modelling

From descriptors to surrogates and uncertainty across scales.

Automated classification visualization

Automated Classification

Self-supervised and active learning for domain-specific labelling.

Featured Data & Insights

Efficient material property prediction

Ablation across datasets; see the full analytics portal for metrics and protocol.

Future-mode Analytics

Live pipelines (coming soon): experiment tracking and dataset health.