Image Classification on CIFAR-10 (Standard Performance)
0.01Latency (ms)FBNet LUT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FBNet LUTHardware Platform=Raspberry Pi 42025.12 | 0.01 | 10 | 7.8 | 0.073 | |
| FBNet LUTHardware Platform=Google Pixel 32025.12 | 0.01 | 10 | 7.8 | 0.073 | |
| DARTS (1st)Hardware Platform=Google Edge TPU, Hardware Feedback=None2025.12 | 0.6 | 54.3 | 7.8 | 0.073 | |
| DARTS (2nd)Hardware Platform=Google Edge TPU, Hardware Feedback=None2025.12 | 0.6 | 54.3 | 7.8 | 0.073 | |
| Double-Win NASHardware Platform=Google Edge TPU2025.12 | 1.04 | 93.58 | 117.9 | 0.83 | |
| EH-DNASHardware Platform=Google Edge TPU2025.12 | 1.1 | 93.08 | 117.9 | 0.83 | |
| GDASHardware Platform=Google Edge TPU, Hardware Feedback=None2025.12 | 1.26 | 93.37 | 153.3 | 1.073 | |
| FBNet LUTHardware Platform=Google Edge TPU2025.12 | 1.27 | 93.36 | 153.3 | 1.073 | |
| DARTS (1st)Hardware Platform=Google Pixel 3, Hardware Feedback=None2025.12 | 1.61 | 54.3 | 7.8 | 0.073 | |
| DARTS (2nd)Hardware Platform=Google Pixel 3, Hardware Feedback=None2025.12 | 1.61 | 54.3 | 7.8 | 0.073 | |
| DARTS (1st)Hardware Platform=Raspberry Pi 4, Hardware Feedback=None2025.12 | 3.84 | 54.3 | 7.8 | 0.073 | |
| DARTS (2nd)Hardware Platform=Raspberry Pi 4, Hardware Feedback=None2025.12 | 3.84 | 54.3 | 7.8 | 0.073 | |
| Double-Win NASHardware Platform=Google Pixel 32025.12 | 15.43 | 93.72 | 82.5 | 0.587 | |
| EH-DNASHardware Platform=Google Pixel 32025.12 | 16.97 | 93.58 | 121.8 | 0.858 | |
| GDASHardware Platform=Google Pixel 3, Hardware Feedback=None2025.12 | 27.7 | 93.37 | 153.3 | 1.073 | |
| Double-Win NASHardware Platform=Raspberry Pi 42025.12 | 50.98 | 93.83 | 114 | 0.802 | |
| EH-DNASHardware Platform=Raspberry Pi 42025.12 | 56.89 | 93.58 | 121.8 | 0.858 | |
| GDASHardware Platform=Raspberry Pi 4, Hardware Feedback=None2025.12 | 69.19 | 93.37 | 153.3 | 1.073 |