Image Classification on SynDigits-LT (gamma=200)
92.05AccuracyEmaQ-LT
Evaluation Results
| Method | Links | |
|---|---|---|
| EmaQ-LTBackbone=MobileNet-V2, Quantization Bits=4-bit2026.06 | 92.05 | |
| EmaQ-LTBackbone=MobileNet-V2, Quantization Bits=2-bit2026.06 | 89.45 | |
| Meta AugBackbone=ResNet-20, Quantization Bits=4-bit2026.06 | 83.84 | |
| EmaQ-LTBackbone=ResNet-20, Quantization Bits=4-bit2026.06 | 80.7 | |
| EmaQ-LTBackbone=ResNet-20, Quantization Bits=2-bit2026.06 | 80.55 | |
| Choi et al.Backbone=ResNet-20, Quantization Bits=4-bit2026.06 | 76.55 | |
| ZeroQBackbone=ResNet-20, Quantization Bits=4-bit2026.06 | 73.55 | |
| Meta AugBackbone=MobileNet-V2, Quantization Bits=4-bit2026.06 | 72.63 | |
| ZAQBackbone=ResNet-20, Quantization Bits=4-bit2026.06 | 64.5 | |
| ZAQBackbone=MobileNet-V2, Quantization Bits=4-bit2026.06 | 63.45 | |
| Choi et al.Backbone=ResNet-20, Quantization Bits=2-bit2026.06 | 58.75 | |
| ZeroQBackbone=ResNet-20, Quantization Bits=2-bit2026.06 | 58.05 | |
| BatchQuantBackbone=MobileNet-V2, Quantization Bits=4-bit2026.06 | 52.75 | |
| BatchQuantBackbone=ResNet-20, Quantization Bits=2-bit2026.06 | 52.3 | |
| BatchQuantBackbone=MobileNet-V2, Quantization Bits=2-bit2026.06 | 49.32 | |
| Meta AugBackbone=ResNet-20, Quantization Bits=2-bit2026.06 | 49 | |
| BatchQuantBackbone=ResNet-20, Quantization Bits=4-bit2026.06 | 47.1 | |
| Choi et al.Backbone=MobileNet-V2, Quantization Bits=4-bit2026.06 | 45.75 | |
| ZeroQBackbone=MobileNet-V2, Quantization Bits=4-bit2026.06 | 42.55 | |
| EMQNetBackbone=ResNet-20, Quantization Bits=2-bit2026.06 | 19.84 | |
| Meta AugBackbone=MobileNet-V2, Quantization Bits=2-bit2026.06 | 19.59 | |
| EMQNetBackbone=ResNet-20, Quantization Bits=4-bit2026.06 | 19.59 | |
| EMQNetBackbone=MobileNet-V2, Quantization Bits=4-bit2026.06 | 19.59 | |
| EMQNetBackbone=MobileNet-V2, Quantization Bits=2-bit2026.06 | 19.59 | |
| QwTBackbone=ResNet-20, Quantization Bits=4-bit2026.06 | 18.08 | |
| QwTBackbone=ResNet-20, Quantization Bits=2-bit2026.06 | 13.68 | |
| QwTBackbone=MobileNet-V2, Quantization Bits=2-bit2026.06 | 10.44 | |
| QwTBackbone=MobileNet-V2, Quantization Bits=4-bit2026.06 | 9.09 |