Image Classification on ImageNet (Latency and Efficiency Profile)
6.69LatencyLGViT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LGViTBackbone=ViT-B, Bits (W/A)=FP32, Quant=-, EE=LGViT2026.05 | 6.69 | 18,000,000,000,000 | 80.3 | |
| MAQEEBackbone=ViT-B, Bits (W/A)=MP4/4, Quant=MAQEE, EE=-2026.05 | 7.04 | 285,000,000,000 | 79.41 | |
| ViT-EEBackbone=ViT-B, Bits (W/A)=FP32, Quant=-, EE=ViT-EE2026.05 | 7.65 | 19,000,000,000,000 | 79.6 | |
| RepQ + LGViTBackbone=ViT-B, Bits (W/A)=FP4/4, Quant=RepQ, EE=LGViT2026.05 | 8.74 | 331,000,000,000 | 72.3 | |
| ERQ + LGViTBackbone=ViT-B, Bits (W/A)=FP4/4, Quant=ERQ, EE=LGViT2026.05 | 9.12 | 340,000,000,000 | 73.06 | |
| ERQ + ViT-EEBackbone=ViT-B, Bits (W/A)=FP4/4, Quant=ERQ, EE=ViT-EE2026.05 | 9.88 | 349,000,000,000 | 77.35 | |
| MPTQ + LGViTBackbone=ViT-B, Bits (W/A)=MP4/4, Quant=MPTQ, EE=LGViT2026.05 | 10.25 | 368,000,000,000 | 77.53 | |
| MPTQ + ViT-EEBackbone=ViT-B, Bits (W/A)=MP4/4, Quant=MPTQ, EE=ViT-EE2026.05 | 10.26 | 358,000,000,000 | 76.56 | |
| RepQ + ViT-EEBackbone=ViT-B, Bits (W/A)=FP4/4, Quant=RepQ, EE=ViT-EE2026.05 | 10.83 | 371,000,000,000 | 74.67 | |
| LGViTBackbone=Swin, Bits (W/A)=FP32, Quant=-, EE=LGViT2026.05 | 11.13 | 8,830,000,000,000 | 82.7 | |
| FP32 BaselineBackbone=ViT-B, Bits (W/A)=FP32, Quant=-, EE=-2026.05 | 12 | 18,000,000,000,000 | 83.1 | |
| ViT-EEBackbone=Swin, Bits (W/A)=FP32, Quant=-, EE=ViT-EE2026.05 | 16.62 | 12,300,000,000,000 | 83.68 | |
| MAQEEBackbone=Swin, Bits (W/A)=MP4/4, Quant=MAQEE, EE=-2026.05 | 17.6 | 209,000,000,000 | 80.78 | |
| RepQ + LGViTBackbone=Swin, Bits (W/A)=FP4/4, Quant=RepQ, EE=LGViT2026.05 | 18.97 | 219,000,000,000 | 69.85 | |
| RepQ + ViT-EEBackbone=Swin, Bits (W/A)=FP4/4, Quant=RepQ, EE=ViT-EE2026.05 | 20.16 | 227,000,000,000 | 74.75 | |
| ERQ + LGViTBackbone=Swin, Bits (W/A)=FP4/4, Quant=ERQ, EE=LGViT2026.05 | 20.8 | 238,000,000,000 | 73.97 | |
| MPTQ + ViT-EEBackbone=Swin, Bits (W/A)=MP4/4, Quant=MPTQ, EE=ViT-EE2026.05 | 20.99 | 239,000,000,000 | 71.55 | |
| MPTQ + LGViTBackbone=Swin, Bits (W/A)=MP4/4, Quant=MPTQ, EE=LGViT2026.05 | 21.23 | 242,000,000,000 | 74.35 | |
| ERQ + ViT-EEBackbone=Swin, Bits (W/A)=FP4/4, Quant=ERQ, EE=ViT-EE2026.05 | 23.46 | 265,000,000,000 | 75.45 | |
| FP32 BaselineBackbone=Swin, Bits (W/A)=FP32, Quant=-, EE=-2026.05 | 24 | 13,900,000,000,000 | 83.5 |