Image Classification on CIFAR-100 (L^, BOPs, Accuracy)
5.98L¯MAQEE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MAQEEBackbone=ViT-B, Bits (W/A)=MP4/4, Quant=MAQEE, EE=-2026.05 | 5.98 | 5.86 | 261,000,000,000 | 264,000,000,000 | 87.86 | |
| LGViTBackbone=ViT-B, Bits (W/A)=FP32, Quant=-, EE=LGViT2026.05 | 6.33 | 5.9 | 16,800,000,000,000 | 17,600,000,000,000 | 88.51 | |
| ViT-EEBackbone=ViT-B, Bits (W/A)=FP32, Quant=-, EE=ViT-EE2026.05 | 7.27 | 7.09 | 18,100,000,000,000 | 18,900,000,000,000 | 87.51 | |
| MPTQ + LGViTBackbone=ViT-B, Bits (W/A)=MP4/4, Quant=MPTQ, EE=LGViT2026.05 | 8.05 | 10.8 | 374,000,000,000 | 314,000,000,000 | 84.44 | |
| RepQ + LGViTBackbone=ViT-B, Bits (W/A)=FP4/4, Quant=RepQ, EE=LGViT2026.05 | 8.08 | — | — | 313,000,000,000 | 73.52 | |
| MPTQ + ViT-EEBackbone=ViT-B, Bits (W/A)=MP4/4, Quant=MPTQ, EE=ViT-EE2026.05 | 8.71 | 8.93 | 327,000,000,000 | 322,000,000,000 | 85.41 | |
| ERQ + LGViTBackbone=ViT-B, Bits (W/A)=FP4/4, Quant=ERQ, EE=LGViT2026.05 | 9 | — | — | 334,000,000,000 | 77.64 | |
| ERQ + ViT-EEBackbone=ViT-B, Bits (W/A)=FP4/4, Quant=ERQ, EE=ViT-EE2026.05 | 9.28 | 8.77 | 323,000,000,000 | 335,000,000,000 | 87.82 | |
| RepQ + ViT-EEBackbone=ViT-B, Bits (W/A)=FP4/4, Quant=RepQ, EE=ViT-EE2026.05 | 9.9 | 11.78 | 394,000,000,000 | 351,000,000,000 | 85.71 | |
| FP32 BaselineBackbone=ViT-B, Bits (W/A)=FP32, Quant=-, EE=-2026.05 | 12 | — | — | 18,000,000,000,000 | 90.47 | |
| RepQ + LGViTBackbone=Swin, Bits (W/A)=FP4/4, Quant=RepQ, EE=LGViT2026.05 | 13.69 | — | — | 165,000,000,000 | 74.38 | |
| MAQEEBackbone=Swin, Bits (W/A)=MP4/4, Quant=MAQEE, EE=-2026.05 | 13.79 | 12.58 | 153,000,000,000 | 165,000,000,000 | 89.13 | |
| LGViTBackbone=Swin, Bits (W/A)=FP32, Quant=-, EE=LGViT2026.05 | 13.8 | 9.88 | 10,200,000,000,000 | 9,410,000,000,000 | 89.38 | |
| ViT-EEBackbone=Swin, Bits (W/A)=FP32, Quant=-, EE=ViT-EE2026.05 | 16.47 | 13.59 | 9,300,000,000,000 | 10,900,000,000,000 | 90.8 | |
| MPTQ + LGViTBackbone=Swin, Bits (W/A)=MP4/4, Quant=MPTQ, EE=LGViT2026.05 | 16.56 | — | — | 190,000,000,000 | 75.07 | |
| RepQ + ViT-EEBackbone=Swin, Bits (W/A)=FP4/4, Quant=RepQ, EE=ViT-EE2026.05 | 18.72 | — | — | 212,000,000,000 | 82.23 | |
| ERQ + LGViTBackbone=Swin, Bits (W/A)=FP4/4, Quant=ERQ, EE=LGViT2026.05 | 19.76 | — | — | 196,000,000,000 | 76.74 | |
| MPTQ + ViT-EEBackbone=Swin, Bits (W/A)=MP4/4, Quant=MPTQ, EE=ViT-EE2026.05 | 21.01 | — | — | 236,000,000,000 | 81.62 | |
| ERQ + ViT-EEBackbone=Swin, Bits (W/A)=FP4/4, Quant=ERQ, EE=ViT-EE2026.05 | 21.26 | 23.72 | 269,000,000,000 | 229,000,000,000 | 83.58 | |
| FP32 BaselineBackbone=Swin, Bits (W/A)=FP32, Quant=-, EE=-2026.05 | 24 | — | — | 13,900,000,000,000 | 94.16 |