Image Classification on CIFAR-10-LT gamma=10 (test)
85.83AccuracyEMQNet
Evaluation Results
| Method | Links | |
|---|---|---|
| EMQNetBackbone=ResNet-20, Bit-width=2-bit2026.06 | 85.83 | |
| EmaQ-LTBackbone=ResNet-20, Bit-width=4-bit2026.06 | 81.36 | |
| EMQNetBackbone=MobileNet-V2, Bit-width=2-bit2026.06 | 81.25 | |
| QwTBackbone=ResNet-20, Bit-width=4-bit2026.06 | 81.03 | |
| EmaQ-LTBackbone=MobileNet-V2, Bit-width=4-bit2026.06 | 80.38 | |
| ZAQBackbone=MobileNet-V2, Bit-width=4-bit2026.06 | 80.15 | |
| Choi et al.Backbone=MobileNet-V2, Bit-width=4-bit2026.06 | 80.13 | |
| ZeroQBackbone=MobileNet-V2, Bit-width=4-bit2026.06 | 80.05 | |
| ZAQBackbone=ResNet-20, Bit-width=4-bit2026.06 | 79.81 | |
| Choi et al.Backbone=ResNet-20, Bit-width=4-bit2026.06 | 79.69 | |
| ZeroQBackbone=ResNet-20, Bit-width=4-bit2026.06 | 79.37 | |
| EmaQ-LTBackbone=ResNet-20, Bit-width=2-bit2026.06 | 79.25 | |
| QimeraBackbone=ResNet-20, Bit-width=4-bit2026.06 | 79.22 | |
| QwTBackbone=MobileNet-V2, Bit-width=4-bit2026.06 | 77.81 | |
| Choi et al.Backbone=ResNet-20, Bit-width=2-bit2026.06 | 77.8 | |
| ZeroQBackbone=ResNet-20, Bit-width=2-bit2026.06 | 77.75 | |
| ZAQBackbone=ResNet-20, Bit-width=2-bit2026.06 | 77.72 | |
| BatchQuantBackbone=ResNet-20, Bit-width=4-bit2026.06 | 76.98 | |
| Meta AugBackbone=MobileNet-V2, Bit-width=4-bit2026.06 | 76.58 | |
| Meta AugBackbone=ResNet-20, Bit-width=4-bit2026.06 | 76.08 | |
| Meta AugBackbone=ResNet-20, Bit-width=2-bit2026.06 | 75.34 | |
| BatchQuantBackbone=MobileNet-V2, Bit-width=4-bit2026.06 | 73.93 | |
| EmaQ-LTBackbone=MobileNet-V2, Bit-width=2-bit2026.06 | 72.51 | |
| BatchQuantBackbone=ResNet-20, Bit-width=2-bit2026.06 | 71.74 | |
| LLSQBackbone=ResNet-20, Bit-width=4-bit2026.06 | 68.57 | |
| LLSQBackbone=MobileNet-V2, Bit-width=4-bit2026.06 | 64.28 | |
| Choi et al.Backbone=MobileNet-V2, Bit-width=2-bit2026.06 | 59.25 | |
| QimeraBackbone=ResNet-20, Bit-width=2-bit2026.06 | 53.85 | |
| QwTBackbone=ResNet-20, Bit-width=2-bit2026.06 | 49.62 | |
| EMQNetBackbone=MobileNet-V2, Bit-width=4-bit2026.06 | 22.43 | |
| EMQNetBackbone=ResNet-20, Bit-width=4-bit2026.06 | 22.42 | |
| Meta AugBackbone=MobileNet-V2, Bit-width=2-bit2026.06 | 17.83 | |
| BatchQuantBackbone=MobileNet-V2, Bit-width=2-bit2026.06 | 16.24 | |
| QwTBackbone=MobileNet-V2, Bit-width=2-bit2026.06 | 10.85 |