Image Classification on MNIST (Accuracy and Hardware Efficiency Metrics)
99.6AccuracyDatasheet
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DatasheetImplementation Technology=40 nm CMOS2026.04 | 99.6 | 360 | — | 1.1 | — | |
| NeurIPS’24Implementation Technology=FPGA (XC7Z045)2026.04 | 99.23 | 10 | — | — | — | |
| JSSC’19Implementation Technology=28 nm CMOS2026.04 | 97.9 | 4.2 | — | — | — | |
| This WorkImplementation Technology=130 nm CMOS2026.04 | 97.49 | 15 | 4.2 | 352 | 69 | |
| arXiv’25Implementation Technology=65 nm CMOS2026.04 | 97.42 | 16.6 | — | 8.6 | — | |
| CICC’21Implementation Technology=28 nm CMOS2026.04 | 97.1 | — | — | 0.18 | — | |
| FPGA’17Implementation Technology=FPGA (Zynq ZC706)2026.04 | 95.8 | 310 | — | — | — |