Image Classification on CIFAR-10 (Quantization Performance)
78.08Accuracy (w32a32)GPTQ
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| GPTQArchitecture=KAGN Simple (8L)2025.11 | 78.08 | 78.02 | 69.13 | 41.59 | 9.92 | 69.13 | 41.59 | 9.92 | |
| AdaRoundArchitecture=KAGN Simple (8L)2025.11 | 78.08 | 78.15 | 61.57 | 37.93 | 10.09 | 61.57 | 37.93 | 10.09 | |
| AWQArchitecture=KAGN Simple (8L)2025.11 | 78.08 | 77.92 | 60.17 | 28.01 | 12.17 | 60.17 | 28.01 | 12.17 | |
| BRECQArchitecture=KAGN Simple (8L)2025.11 | 78.08 | 77.88 | 60.28 | 27.64 | 12.82 | 62.28 | 39.31 | 19.2 | |
| GPTQArchitecture=KAGN Simple2025.11 | 62.23 | 62.36 | 56.52 | 40.85 | 11.68 | 56.52 | 40.85 | 11.68 | |
| AdaRoundArchitecture=KAGN Simple2025.11 | 62.23 | 62.27 | 53.92 | 34.21 | 11.61 | 53.92 | 34.21 | 11.61 | |
| AWQArchitecture=KAGN Simple2025.11 | 62.23 | 62.17 | 54.01 | 22.01 | 9.58 | 54.01 | 22.01 | 9.58 | |
| BRECQArchitecture=KAGN Simple2025.11 | 62.23 | 62.28 | 52.28 | 24.47 | 12.35 | 49.98 | 27.43 | 16.21 |