Metric: Top-1 (higher is better)
| # | Model↕ | Top-1▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | ADLIK-MO-ResNet50+W4A4 | 77.878 | No | Learned Step Size Quantization | 2019-02-21 | Code |
| 2 | ADLIK-MO-ResNet50+W3A4 | 77.34 | No | Learned Step Size Quantization | 2019-02-21 | Code |
| 3 | ResNet-18 + 4bit-1dim model compression using DKM | 70.52 | No | R2 Loss: Range Restriction Loss for Model Compre... | 2023-03-14 | - |
| 4 | MobileNet-v1 + 4bit-1dim model compression using DKM | 69.63 | No | R2 Loss: Range Restriction Loss for Model Compre... | 2023-03-14 | - |
| 5 | ResNet-18 + 2bit-1dim model compression using DKM | 68.63 | No | R2 Loss: Range Restriction Loss for Model Compre... | 2023-03-14 | - |
| 6 | MobileNet-v1 + 2bit-1dim model compression using DKM | 67.62 | No | R2 Loss: Range Restriction Loss for Model Compre... | 2023-03-14 | - |
| 7 | ResNet-18 + 4bit-4dim model compression using DKM | 66.1 | No | R2 Loss: Range Restriction Loss for Model Compre... | 2023-03-14 | - |
| 8 | ResNet-18 + 2bit-2dim model compression using DKM | 64.7 | No | R2 Loss: Range Restriction Loss for Model Compre... | 2023-03-14 | - |
| 9 | MobileNet-v1 + 4bit-4dim model compression using DKM | 61.4 | No | R2 Loss: Range Restriction Loss for Model Compre... | 2023-03-14 | - |
| 10 | ResNet-18 + 1bit-1dim model compression using DKM | 59.7 | No | R2 Loss: Range Restriction Loss for Model Compre... | 2023-03-14 | - |
| 11 | MobileNet-v1 + 2bit-2dim model compression using DKM | 53.99 | No | R2 Loss: Range Restriction Loss for Model Compre... | 2023-03-14 | - |
| 12 | MobileNet-v1 + 1bit-1dim model compression using DKM | 52.58 | No | R2 Loss: Range Restriction Loss for Model Compre... | 2023-03-14 | - |