Author

Jumin Qiu

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#edge computing Open access Oct 2026

Edge-enhanced diffractive neural networks based on spin-multiplexed nonlocal metasurfaces

Single-layer diffractive neural networks often face classification accuracy bottlenecks due to limited wavefront modulation capabilities. Edge detection, as an optical image processing technique, extracts image contours and offers a promising way to simplify classification tasks. However, integrating edge detection and...

Qianqian He, Kenan Guo, Jumin Qiu et al. · Physical Review Applied · 0 citations

#edge computing Open access Oct 2026

Flat optics for analog computing: From fundamental mechanisms to advanced meta-processors

As the explosive growth of visual data increasingly strains the latency and energy limits of conventional electronic computing, optical analog computing has re-emerged as a disruptive paradigm for zero-power, speed-of-light information processing. Propelled by the unprecedented wave-manipulation capabilities of optical...

Tingting Liu, Jumin Qiu, Xintong Shi et al. · Physical Review Applied · 0 citations