Image Classification on ImageNet ILSVRC 2012
84.7Top-1 AccuracyNFNet-F1
Evaluation Results
| Method | Links | |
|---|---|---|
| NFNet-F1Params=133M, FLOPS=36B2021.04 | 84.7 | |
| ResNet-RS-420Params=192M, FLOPS=64B2021.04 | 84.4 | |
| EfficientNet-B6Params=43M, FLOPS=19B2021.04 | 84.3 | |
| EmaQModels=ResNet-50, Bit-width=4-bit2026.06 | 72.7 | |
| TexQModels=ResNet-50, Bit-width=4-bit2026.06 | 70.72 | |
| ZAQModels=ResNet-50, Bit-width=4-bit2026.06 | 70.1 | |
| ZeroQModels=ResNet-50, Bit-width=4-bit2026.06 | 69.3 | |
| Choi et al.Models=ResNet-50, Bit-width=4-bit2026.06 | 69.1 | |
| DFQModels=ResNet-50, Bit-width=4-bit2026.06 | 68.97 | |
| GDFQModels=ResNet-50, Bit-width=4-bit2026.06 | 68.7 | |
| AdaSGModels=ResNet-50, Bit-width=4-bit2026.06 | 68.58 | |
| AdaDFQModels=ResNet-50, Bit-width=4-bit2026.06 | 68.38 | |
| OCSModels=ResNet-50, Bit-width=4-bit2026.06 | 66.2 | |
| EmaQModels=ResNet-50, Bit-width=2-bit2026.06 | 66.1 | |
| EmaQModels=ResNet-18, Bit-width=4-bit2026.06 | 65.7 | |
| ZAQModels=ResNet-50, Bit-width=2-bit2026.06 | 65.5 | |
| GDFQModels=ResNet-50, Bit-width=2-bit2026.06 | 65 | |
| GZNQModels=ResNet-18, Bit-width=4-bit2026.06 | 64.5 | |
| ZeroQModels=ResNet-50, Bit-width=2-bit2026.06 | 63.1 | |
| Choi et al.Models=ResNet-50, Bit-width=2-bit2026.06 | 63 | |
| EmaQModels=ResNet-18, Bit-width=2-bit2026.06 | 61.1 | |
| GDFQModels=ResNet-18, Bit-width=4-bit2026.06 | 60.6 | |
| ACIQModels=ResNet-50, Bit-width=4-bit2026.06 | 59.3 | |
| APoTModels=ResNet-50, Bit-width=4-bit2026.06 | 58.2 | |
| APoTModels=ResNet-18, Bit-width=4-bit2026.06 | 44.3 | |
| DoReFaModels=ResNet-50, Bit-width=4-bit2026.06 | 33.2 | |
| ZeroQModels=ResNet-18, Bit-width=4-bit2026.06 | 26 | |
| TexQModels=ResNet-50, Bit-width=3-bit2026.06 | 25.27 | |
| AdaDFQModels=ResNet-50, Bit-width=3-bit2026.06 | 17.63 | |
| AdaSGModels=ResNet-50, Bit-width=3-bit2026.06 | 16.98 |