Binary Classification on MNIST 2Classes
99.97AccuracyOurs-Aer (QeHDC)
Evaluation results
| Method | Links | |
|---|---|---|
| Ours-Aer (QeHDC)Quantum Resource=6 Qubits2026.06 | 99.97 | |
| OnlineHDDimension=64D2026.06 | 99.67 | |
| OnlineHDDimension=32D2026.06 | 99.16 | |
| NeuralHDDimension=64D2026.06 | 99.01 | |
| NeuralHDDimension=32D2026.06 | 98.49 | |
| AdaptHDDimension=64D2026.06 | 96.71 | |
| Ours-Aer (QeHDC)Quantum Resource=5 Qubits2026.06 | 95.61 | |
| OnlineHDDimension=16D2026.06 | 95.19 | |
| VanillaDimension=64D2026.06 | 94.47 | |
| NeuralHDDimension=16D2026.06 | 94.44 | |
| CompHDDimension=64D2026.06 | 90.76 | |
| VanillaDimension=32D2026.06 | 90.12 | |
| AdaptHDDimension=32D2026.06 | 90.1 | |
| Ours-Aer (QeHDC)Quantum Resource=4 Qubits2026.06 | 89.99 | |
| CompHDDimension=32D2026.06 | 87.42 | |
| QuantHDDimension=32D2026.06 | 83.04 | |
| QuantHDDimension=64D2026.06 | 82.81 | |
| VanillaDimension=16D2026.06 | 78.5 | |
| AdaptHDDimension=16D2026.06 | 77.37 | |
| SparseHDDimension=32D2026.06 | 72.58 | |
| CompHDDimension=16D2026.06 | 72.37 | |
| QuantHDDimension=16D2026.06 | 70.5 | |
| SparseHDDimension=16D2026.06 | 68.31 | |
| LeHDCDimension=64D2026.06 | 67.3 | |
| SparseHDDimension=64D2026.06 | 66.49 | |
| LeHDCDimension=32D2026.06 | 61.61 | |
| LeHDCDimension=16D2026.06 | 51.06 |