Pulse Classification on SHiP SiPM Pulse
94.9Accuracyhls4ml
Evaluation results
| Method | Links | |
|---|---|---|
| hls4mlArchitecture=CNN, Latency=3050, LUTs=186, FFs=112, DSPs=556, BRAMs=120, Training Time=∼ 2 × 16, Note=Single run, no variance2025.11 | 94.9 | |
| FINNArchitecture=2DCNN ((128-4-6-8-2)), Kernel=[5,1], Padding=2.0, Quantization=int8, Latency=24850, LUTs=30, FFs=20, DSPs=106, BRAMs=5, Training Time=∼ 2 × 162025.11 | 74 | |
| BNNbArchitecture=(128-32-32-2), Input Quantization=INT7, Latency=10, LUTs=23, FFs=1.5, DSPs=0, BRAMs=0, Training Time=∼ 105 × 902025.11 | 74 | |
| BNNaArchitecture=(128-64-128-2), Input Quantization=INT7, Latency=15, LUTs=58, FFs=1.5, DSPs=0, BRAMs=0, Training Time=∼ 60 × 902025.11 | 64 |