Image Classification on ImageNet (Standard Model Performance)
81.39Top-1 Accuracy (ViT-S)Full-Precision
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Full-PrecisionPrec.(W/A)=32/322025.11 | 81.39 | 84.54 | 72.21 | 79.85 | 81.8 | 81.35 | 83.23 | 85.27 | |
| I-ViTPrec.(W/A)=8/8, Training-free=false, Int.-only=true2025.11 | 81.27 | 84.76 | 72.24 | 80.12 | 81.74 | 81.5 | 83.01 | — | |
| RepQ-ViTPrec.(W/A)=8/8, Training-free=true, Int.-only=false2025.11 | 81.19 | 84.39 | 72.03 | 79.68 | 81.77 | 81.19 | 83.05 | 85.12 | |
| PTQ4ViTPrec.(W/A)=8/8, Training-free=true, Int.-only=false2025.11 | 81 | 84.25 | 71.72 | 79.47 | 81.48 | 81.23 | 83.1 | 85.14 | |
| QUARKPrec.(W/A)=8/8, Training-free=true, Int.-only=true2025.11 | 80.72 | 83.78 | 71.29 | 79.4 | 81.52 | 81.06 | 82.81 | 85.03 | |
| I-BERTPrec.(W/A)=8/8, Training-free=false, Int.-only=true2025.11 | 80.47 | 83.7 | 71.33 | 79.11 | 80.79 | 80.15 | 81.86 | — | |
| RepQ-ViTPrec.(W/A)=6/6, Training-free=true, Int.-only=false2025.11 | 80.43 | 83.62 | 70.76 | 78.9 | 81.27 | 80.89 | 82.79 | 84.57 | |
| QUARKPrec.(W/A)=6/6, Training-free=true, Int.-only=true2025.11 | 80.12 | 83.28 | 70.29 | 78.6 | 81.42 | 81.08 | 82.93 | 84.78 | |
| FQ-ViTPrec.(W/A)=8/8, Training-free=true, Int.-only=false2025.11 | 78.68 | 82.76 | 70.92 | 78.44 | 81.12 | 79.97 | 82.38 | 82.53 | |
| PTQ4ViTPrec.(W/A)=6/6, Training-free=true, Int.-only=false2025.11 | 78.63 | 81.65 | 69.68 | 76.28 | 80.25 | 80.47 | 82.38 | 84.01 | |
| QUARKPrec.(W/A)=4/4, Training-free=true, Int.-only=true2025.11 | 68.84 | 74.56 | 60.68 | 72.83 | 78.76 | 77.85 | 81.44 | 83.12 | |
| RepQ-ViTPrec.(W/A)=4/4, Training-free=true, Int.-only=false2025.11 | 65.05 | 68.48 | 57.43 | 69.03 | 75.61 | 72.39 | 79.45 | 78.32 | |
| PTQ4ViTPrec.(W/A)=4/4, Training-free=true, Int.-only=false2025.11 | 42.57 | 30.69 | 36.96 | 34.08 | 64.39 | 73.48 | 76.09 | 74.02 | |
| FQ-ViTPrec.(W/A)=6/6, Training-free=true, Int.-only=false2025.11 | 4.26 | 0.1 | 58.66 | 45.51 | 64.63 | 48.63 | 66.5 | 52.09 | |
| FQ-ViTPrec.(W/A)=4/4, Training-free=true, Int.-only=false2025.11 | 0.1 | 0.1 | 0.1 | 0.1 | 0.1 | 0.1 | 0.1 | 0.1 |