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.
Low-overhead channel estimation via 3d extrapolation for tdd mmwave massive mimo systems under high-mobility scenarios,
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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.