CurveDiff Dataset
Overview
This repository contains the datasets used to develop and evaluate CurveDiff, a multimodal conditional diffusion framework for generating complete materials response curves.
The datasets integrate heterogeneous materials information, including chemical composition, processing history, microstructure and experimental conditions.
Dataset contents
The repository contains two main datasets:
Corrosion polarization curves
The polarization dataset includes:
- chemical composition;
- processing history;
- microstructural descriptions;
- electrochemical test conditions;
- potential and current-density sequences;
- DOIs of the corresponding source publications.
Stress–strain curves
The stress–strain dataset includes:
- chemical composition;
- processing descriptions;
- tensile test conditions;
- strain and stress sequences;
- DOIs of the corresponding source publications.
Data processing
The curves were collected or digitized from scientific publications and subsequently processed for machine-learning applications. Processing included unit standardization, quality control, interpolation, resampling and normalization.
The preprocessing scripts and model implementation are available from:
https://github.com/MGEdata/CurveDiff
Access conditions
This is a gated dataset. Access requests are reviewed manually.
The dataset is provided primarily for academic and non-commercial research. Approved users agree to:
- use the dataset only for the stated research purpose;
- not redistribute or publicly repost the dataset;
- cite the CurveDiff paper and relevant source publications;
- comply with the copyright and licensing terms of the original publications.
Commercial use requires prior written permission from the dataset authors and, where applicable, the relevant third-party rights holders.
Licence
The dataset is distributed under the CurveDiff Research Data Use Agreement, provided in the LICENSE file.
The licence applies only to rights held by the CurveDiff authors. Rights associated with data derived from third-party publications remain with the corresponding authors, publishers or other rights holders.
- Downloads last month
- 2