Image Classification on SynDigits-LT gamma=10
96.45AccuracyEmaQ-LT
Evaluation Results
| Method | Links | |
|---|---|---|
| EmaQ-LTBackbone=ResNet-20, Quantization Bits=4-bit2026.06 | 96.45 | |
| LLSQBackbone=ResNet-20, Quantization Bits=4-bit2026.06 | 96 | |
| ZeroQBackbone=ResNet-20, Quantization Bits=4-bit2026.06 | 95.95 | |
| Choi et al.Backbone=ResNet-20, Quantization Bits=4-bit2026.06 | 95.8 | |
| EmaQ-LTBackbone=ResNet-20, Quantization Bits=2-bit2026.06 | 95.75 | |
| EmaQ-LTBackbone=MobileNet-V2, Quantization Bits=4-bit2026.06 | 95.6 | |
| ZAQBackbone=MobileNet-V2, Quantization Bits=4-bit2026.06 | 95.3 | |
| ZAQBackbone=ResNet-20, Quantization Bits=4-bit2026.06 | 94.75 | |
| EmaQ-LTBackbone=MobileNet-V2, Quantization Bits=2-bit2026.06 | 94.6 | |
| QimeraBackbone=ResNet-20, Quantization Bits=4-bit2026.06 | 94 | |
| ZeroQBackbone=ResNet-20, Quantization Bits=2-bit2026.06 | 93.3 | |
| LLSQBackbone=MobileNet-V2, Quantization Bits=4-bit2026.06 | 93.25 | |
| Choi et al.Backbone=ResNet-20, Quantization Bits=2-bit2026.06 | 92.7 | |
| ZeroQBackbone=MobileNet-V2, Quantization Bits=4-bit2026.06 | 90.1 | |
| Meta AugBackbone=ResNet-20, Quantization Bits=4-bit2026.06 | 89.95 | |
| ZAQBackbone=MobileNet-V2, Quantization Bits=2-bit2026.06 | 87.25 | |
| Meta AugBackbone=MobileNet-V2, Quantization Bits=4-bit2026.06 | 83.62 | |
| Choi et al.Backbone=MobileNet-V2, Quantization Bits=4-bit2026.06 | 77.45 | |
| BatchQuantBackbone=ResNet-20, Quantization Bits=2-bit2026.06 | 72.05 | |
| Meta AugBackbone=ResNet-20, Quantization Bits=2-bit2026.06 | 71.56 | |
| BatchQuantBackbone=MobileNet-V2, Quantization Bits=4-bit2026.06 | 69.9 | |
| BatchQuantBackbone=ResNet-20, Quantization Bits=4-bit2026.06 | 66.6 | |
| BatchQuantBackbone=MobileNet-V2, Quantization Bits=2-bit2026.06 | 66.55 | |
| EMQNetBackbone=MobileNet-V2, Quantization Bits=2-bit2026.06 | 53.82 | |
| EMQNetBackbone=ResNet-20, Quantization Bits=2-bit2026.06 | 29.66 | |
| EMQNetBackbone=ResNet-20, Quantization Bits=4-bit2026.06 | 20.12 | |
| EMQNetBackbone=MobileNet-V2, Quantization Bits=4-bit2026.06 | 19.62 | |
| Meta AugBackbone=MobileNet-V2, Quantization Bits=2-bit2026.06 | 19.59 | |
| QwTBackbone=ResNet-20, Quantization Bits=4-bit2026.06 | 17.28 | |
| QwTBackbone=ResNet-20, Quantization Bits=2-bit2026.06 | 13.58 | |
| QwTBackbone=MobileNet-V2, Quantization Bits=2-bit2026.06 | 10.42 | |
| QwTBackbone=MobileNet-V2, Quantization Bits=4-bit2026.06 | 8.99 |