Jul 2026
The Lift Spectrum: How Measurement-to-Space Adaptivity Shapes Robustness in Image-Free Single-Pixel Sensing
It is shown that removing image reconstruction relocates the central design problem to the lift: how 1D measurements become a 2D task representation, and measurement-to-space adaptivity organizes both the clean-to-noisy operating envelope and the failure a system encounters.
Yu-Yuan Han, Jing-Wei Li, Xiaoxia Zhang et al.
· arXiv.org · 0 citations