MultiTaskDeltaNet: Change Detection-based Image Segmentation for operando ETEM with Application to Carbon Gasification Kinetics

Yushuo Niu, Tianyu Li, Yuanyuan Zhu, Qian Yang

Submission Type: I want my submission to be considered for both oral and poster presentation.

Keywords: computer vision; transmission electron microscopy; nanomaterials characterization; image segmentation; small data

TL;DR: 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.

Confirmation Of Submission Requirements: I submit a previously published paper. It was published in an archival peer–reviewed venue on or after September 1st 2025, I specify the DOI in the field below, and I submit the camera-ready version of the paper.

DOI: https://doi.org/10.1039/D5DD00333D

Submission Number: 159