Image Classification on CIFAR-10 (Quantization Bit-Width Evaluation)
78.1Acc (w32a32)DSQ
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| DSQArchitecture=KAGN Simple (8L)2025.11 | 78.1 | 72.22 | 76.86 | 77.36 | 39.44 | 50.64 | 48.05 | 39.44 | |
| LSQArchitecture=KAGN Simple (8L)2025.11 | 78.1 | 76 | 75.49 | 73.21 | 72.1 | 46.41 | 47.67 | 47.38 | |
| DoReFaArchitecture=KAGN Simple (8L)2025.11 | 78.1 | 76.87 | 70.27 | 64.99 | 52.49 | 49.79 | 38 | 30.57 | |
| DSQArchitecture=KAGN Simple2025.11 | 62.24 | 62.77 | 62.88 | 61.31 | 45.44 | 48.6 | 48.33 | 45.44 | |
| DoReFaArchitecture=KAGN Simple2025.11 | 62.24 | 62.84 | 61.68 | 58.88 | 55.87 | 50.01 | 47.38 | 37.15 | |
| LSQArchitecture=KAGN Simple2025.11 | 62.24 | 62.74 | 61.74 | 61.7 | 56.03 | 28.27 | 30.48 | 29.24 |