Image Classification on CIFAR-10-LT (gamma=200) (test)
66.01AccuracyEmaQ-LT
Evaluation Results
| Method | Links | |
|---|---|---|
| EmaQ-LTBackbone=ResNet-20, Bit-width=4-bit2026.06 | 66.01 | |
| EmaQ-LTBackbone=ResNet-20, Bit-width=2-bit2026.06 | 63.18 | |
| EmaQ-LTBackbone=MobileNet-V2, Bit-width=4-bit2026.06 | 62.1 | |
| QimeraBackbone=ResNet-20, Bit-width=4-bit2026.06 | 61.57 | |
| EMQNetBackbone=ResNet-20, Bit-width=2-bit2026.06 | 61.35 | |
| Choi et al.Backbone=MobileNet-V2, Bit-width=4-bit2026.06 | 61.04 | |
| QwTBackbone=ResNet-20, Bit-width=4-bit2026.06 | 60.93 | |
| ZAQBackbone=ResNet-20, Bit-width=4-bit2026.06 | 59.98 | |
| Choi et al.Backbone=ResNet-20, Bit-width=4-bit2026.06 | 59.42 | |
| ZeroQBackbone=ResNet-20, Bit-width=2-bit2026.06 | 59.1 | |
| ZeroQBackbone=MobileNet-V2, Bit-width=4-bit2026.06 | 58.93 | |
| LLSQBackbone=ResNet-20, Bit-width=4-bit2026.06 | 58.9 | |
| ZAQBackbone=ResNet-20, Bit-width=2-bit2026.06 | 58.79 | |
| ZeroQBackbone=ResNet-20, Bit-width=4-bit2026.06 | 58.7 | |
| ZAQBackbone=MobileNet-V2, Bit-width=4-bit2026.06 | 58.49 | |
| Choi et al.Backbone=ResNet-20, Bit-width=2-bit2026.06 | 58.46 | |
| EmaQ-LTBackbone=MobileNet-V2, Bit-width=2-bit2026.06 | 57.59 | |
| BatchQuantBackbone=ResNet-20, Bit-width=4-bit2026.06 | 56.55 | |
| Meta AugBackbone=ResNet-20, Bit-width=4-bit2026.06 | 54.78 | |
| BatchQuantBackbone=ResNet-20, Bit-width=2-bit2026.06 | 54.27 | |
| QwTBackbone=MobileNet-V2, Bit-width=4-bit2026.06 | 54.18 | |
| Meta AugBackbone=ResNet-20, Bit-width=2-bit2026.06 | 53.45 | |
| Meta AugBackbone=MobileNet-V2, Bit-width=4-bit2026.06 | 48.49 | |
| QwTBackbone=ResNet-20, Bit-width=2-bit2026.06 | 43.22 | |
| QimeraBackbone=ResNet-20, Bit-width=2-bit2026.06 | 34.16 | |
| LLSQBackbone=MobileNet-V2, Bit-width=4-bit2026.06 | 34.08 | |
| EMQNetBackbone=MobileNet-V2, Bit-width=2-bit2026.06 | 27.6 | |
| EMQNetBackbone=ResNet-20, Bit-width=4-bit2026.06 | 20.76 | |
| EMQNetBackbone=MobileNet-V2, Bit-width=4-bit2026.06 | 20.09 | |
| QwTBackbone=MobileNet-V2, Bit-width=2-bit2026.06 | 17.2 | |
| Meta AugBackbone=MobileNet-V2, Bit-width=2-bit2026.06 | 10 |