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Benchmarks
Image Classification on CIFAR-10 (Accuracy, Power, Delay)
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90.6
Accuracy
SCPU
80.2
82.9
85.6
88.3
Dec 9, 2025
Accuracy
Power
Delay
Updated 4d ago
Evaluation Results
Method
Method
Links
Accuracy
Power
Delay
SCPU
FPGA model=Virtex-7, F...
2025.12
90.6
1.738
25.4
SiBrain (High Depth)
FPGA model=Virtex-7, F...
2025.12
90.25
1.555
18.9
residual SNN processor
FPGA model=ZCU216, Fre...
2025.12
87.11
1.369
3.98
Aliyev et al.
FPGA model=XCVU13P, Fr...
2025.12
86.6
0.73
59
SiBrain
FPGA model=Virtex-7, F...
2025.12
82.93
1.628
1.4
E3NE
FPGA model=XCVU13P, Fr...
2025.12
80.6
4.7
70
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