Author

Dietmar Fey

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Open access Sep 2026

CNN Architecture Optimization for Multiplierless Inference

This work addresses the gap in CNN architectures with subsequent In-Memory Computing implementation in mind, using an analytical resource–cost model for multiplierless integer inference, and constrains candidate CNN architectures toward integer computations that can be expressed through memory look-ups, additions, and...

Ivan Al Khayat, John Reuben, Dietmar Fey · Information · 0 citations

Open access Jul 2026

Hardware-Native Hyperdimensional Computing for Lower-Limb EMG Classification on a Resource-Constrained GateMate FPGA

The experiments demonstrate single-session on-device HDC model formation and inference, while longitudinal validation, fatigue robustness, electrode-shift robustness, and inter-session adaptation remain future work, indicating that HDC provides an architectural foundation for trainable wearable edge–AI systems with loc...

Krischan Ledwig, Abdelrahman Noshy Abdelalim Ahmed, Dietmar Fey · Electronics · 0 citations