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cs.AR2026
Data-Rate-Aware High-Speed CNN Inference on FPGAs
Tobias Habermann, Martin Kumm
Dataflow-based CNN accelerators on FPGAs achieve low latency and high throughput by mapping computations of each layer directly to corresponding hardware units. However, layers suc…
cs.AR2025
Implementation and Analysis of Thermometer Encoding in DWN FPGA Accelerators
Michael Mecik, Martin Kumm
Fully parallel neural network accelerators on field-programmable gate arrays (FPGAs) offer high throughput for latency-critical applications but face hardware resource constraints.…