SwiftChannel delivers a compressed CNN-based channel estimator with parameter-free attention running on FPGA, achieving sub-millisecond latency, 24x speedup, and 33x better energy efficiency than GPU baselines while generalizing across noise and channel profiles.
Robust channel estimation for ofdm systems with rapid dispersive fading channels,
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SwiftChannel: Algorithm-Hardware Co-Design for Deep Learning-Based 5G Channel Estimation
SwiftChannel delivers a compressed CNN-based channel estimator with parameter-free attention running on FPGA, achieving sub-millisecond latency, 24x speedup, and 33x better energy efficiency than GPU baselines while generalizing across noise and channel profiles.