CNN Inference Acceleration on VGG 16-layer (inference)
72.5Conv Latency (ms)Ma et al.
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Ma et al.FPGA=STRATIX V, FREQ (MHz)=150, PRECISION=16 bits2026.02 | 72.5 | — | — | — | 256,100 | — | |
| HLS parameterizable convolution FPGA accelerator templateFPGA=XCZU3EG, FREQ (MHz)=300, PRECISION=8 bits2026.02 | 126.52 | 4,843,469 | 4,492,632 | 19,590 | 26,674 | 4.26 | |
| Angel-EyeFPGA=XC7Z045, FREQ (MHz)=150, PRECISION=16 bits2026.02 | 163.42 | 18,261,684 | 12,765,329 | 48,689 | 78,087 | 9.63 | |
| fpgaConvNetFPGA=XC7Z045, FREQ (MHz)=125, PRECISION=16 bits2026.02 | 249.5 | 218,600,100 | — | 545,100 | 900,100 | — |