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.
Learning to reflect and to beamform for intelligent reflecting surface with implicit channel estimation
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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.