Data Free Quantization on CIFAR10
| Rank | Model | CIFAR-10 W4A4 Top-1 Accuracy | CIFAR-10 W5A5 Top-1 Accuracy | CIFAR-10 W6A6 Top-1 Accuracy | CIFAR-10 W8A8 Top-1 Accuracy | Paper | Code | Year |
|---|---|---|---|---|---|---|---|---|
| 1 | ResNet-20 CIFAR-10 | 91.26 | 93.46 | – | – | Qimera: Data-free Quantization with Synthetic Boundary Supporting Samples | iamkanghyunchoi/qimera · iamkanghyunchoi/ait | 2021 |
| 2 | ResNet-20 CIFAR-10 | 85.20 | 92.39 | 93.38 | 93.92 | Generative Low-bitwidth Data Free Quantization | xushoukai/GDFQ · iamkanghyunchoi/ait · ricky40403/GDFQ | 2020 |
| 3 | ResNet-20 CIFAR10 | – | – | – | 93.94 | ZeroQ: A Novel Zero Shot Quantization Framework | amirgholami/ZeroQ · jakc4103/DFQ · ricky40403/GDFQ | 2020 |