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Data · dataset · 2026

ECT-Mat: An Experimental Mutual Capacitance Dataset for Material Sensing and Inverse Problem Benchmarking

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We introduce ECT-Bench, the ffrst large-scale, experimentally acquired dataset for planar Electrical Capacitance Tomography (ECT) designed to evaluate both imaging and dynamic tracking algorithms.

Description

The dataset contains 54,739 high-resolution mutual capacitance matrices acquired via a custom 3×3 electrode array. Taking advantage of a uniffed robotic pipeline, data was collected under comprehensive spatial variables, covering contact and multi-distance non-contact conditions (Z-axis permutations), alongside continuous spatio-temporal trajectories.

Three representative materials (glass, resin, wood) and geometric shapes (circle, triangle, square) are thoroughly documented. Each sample couples raw capacitance signals with strict positional metadata and ground-truth object labels. Furthermore, ECT-Bench provides quantitative reconstructions comparing traditional physical solvers (Linear Back Projection, Landweber) against data-driven deep learning (CNNs).

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Unlike existing simulation-based benchmarks, ECT-Bench captures genuine soft-ffeld characteristics, dielectric variability, positional uncertainty, and hardware noise. By openly releasing all sensor fabrication ffles, acquisition codes, and baselines, ECT-Bench establishes a standardized, rigorous foundation for bridging the gap between numerics and practical real-world touchless sensing. 

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Electronic instrumentation 75% · Imaging 75%
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