Neuromorphic Hardware Performance Evaluation on Neuromorphic Hardware Implementation Benchmarks
0.0892Core AreaSSCL’21
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SSCL’21Technology=65nm, Implementation=Digital CIM, Supply Voltage=0.85V, Synapse Type=10T-SRAM, Neuron Type=IF/LIF/RMP, # of Neurons=192, # of Synapses=1.5k, # of Layers=–, Operating Frequency=1MHz, Evaluation Status=Experimental2025.12 | 0.0892 | — | |
| ACNN (This Work)Technology=130nm, Implementation=Mixed-Signal Adiabatic, Supply Voltage=1.5V, Synapse Type=1-bit MOM Capacitors, Neuron Type=Comparator, # of Neurons=16, # of Synapses=816, # of Layers=2, Operating Frequency=1MHz, Evaluation Status=Experimental2025.12 | 1.4972 | — | |
| ISSCC’20Technology=130nm, Implementation=Mixed-Signal CMOS/RRAM, Supply Voltage=1.8V, Synapse Type=RRAM, Neuron Type=IF, # of Neurons=256, # of Synapses=65k, # of Layers=–, Operating Frequency=200MHz, Evaluation Status=Experimental2025.12 | 1.792 | — | |
| NCE’24Technology=180nm, Implementation=Asyn Mixed-Signal Subthreshold, Supply Voltage=1.8V, Synapse Type=Dynamic Analog Current-mode Circuit, Neuron Type=LIF/exLIF, # of Neurons=1024, # of Synapses=65k, # of Layers=–, Operating Frequency=80Hz, Evaluation Status=Experimental2025.12 | 69.942 | — |