MultiTaskDeltaNet: change detection-based image segmentation for <i>operando</i> ETEM with application to carbon gasification kinetics
MultiTaskDeltaNet (MTDN) reframes semantic segmentation as change detection, enabling data-efficient, automated operando ETEM analysis for spatially-resolved carbon gasification kinetics with superior performance on small, ambiguous features.
Authors
- Qian Yang (ORCID: https://orcid.org/0000-0002-2170-7086)
- Yushuo Niu (ORCID: https://orcid.org/0000-0003-4020-6743)
- Yuanyuan Zhu (ORCID: https://orcid.org/0000-0002-5257-5645)
- Tianyu Li (ORCID: https://orcid.org/0009-0006-4797-7144)
Institutions
- University of Connecticut (US)
Publication Details
- Journal
- Digital Discovery
- Published
- 2025-11-11
- DOI
- https://doi.org/10.1039/d5dd00333d
- Primary Topic
- Remote-Sensing Image Classification
- Type
- article
- Field-Weighted Citation Impact
- 0.00