FPGA Solution | Bit Precision | Logic Elementsh | Prediction accuracy |
3-layer network w/sigmoid | 8-bit | 564 | 95.6% |
6-bit | 495 | 95.1% | |
5-bit | 459 | 94.7% | |
4-bit | 404 | 92.9% | |
3-layer network w/D-ReLU | 8-bit | 428 | 92.7% |
6-bit | 416 | 90.3% | |
5-bit | 407 | 88.6% | |
4-bit | 386 | 87.9% |