Table 9 PVCQTL performance across three proposed approaches. L1, L2, L3 represents each approach ran at different localities.
From: Post-variational classical quantum transfer learning for binary classification
PVCQTL approaches comparisons | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Dataset | PVCQTL | Accuracy (%) | Precision (%) | Recall (%) | F1-Score (%) | Run Time | ||||||||||
L1 | L2 | L3 | L1 | L2 | L3 | L1 | L2 | L3 | L1 | L2 | L3 | L1 | L2 | L3 | ||
Ants and Bees (Ep:30, Lr:0.004, Bs:4) | Mod. Obs. Const. | 98.04 | 98.04 | 97.39 | 98.11 | 98.05 | 97.51 | 98.04 | 98.04 | 97.39 | 98.04 | 98.04 | 97.38 | \(\approx 18\) | \(\approx 23\) | \(\approx 24\) |
Hybrid | 97.39 | 98.04 | 98.04 | 97.41 | 98.11 | 98.11 | 97.39 | 98.04 | 98.04 | 97.38 | 98.04 | 98.04 | \(\approx 17\) | \(\approx 25\) | \(\approx 31\) | |
Variational-PV | 98.04 | 98.04 | 98.69 | 98.11 | 98.05 | 98.72 | 98.04 | 98.04 | 98.69 | 98.04 | 98.04 | 98.69 | \(\approx 30\) | \(\approx 59\) | \(\approx 78\) | |
Cats and Dogs (Ep:10, Lr:0.004, Bs:8) | Mod. Obs. Const. | 99.00 | 98.80 | 98.80 | 99.00 | 98.80 | 98.80 | 99.00 | 98.80 | 98.80 | 99.00 | 98.80 | 98.80 | \(\approx 15\) | \(\approx 22\) | \(\approx 25\) |
Hybrid | 98.30 | 98.40 | 98.40 | 98.30 | 98.40 | 98.41 | 98.30 | 98.40 | 98.40 | 98.30 | 98.40 | 98.40 | \(\approx 23\) | \(\approx 35\) | \(\approx 43\) | |
Variational-PV | 98.50 | 98.40 | 98.30 | 98.51 | 98.40 | 98.30 | 98.50 | 98.40 | 98.30 | 98.50 | 98.40 | 98.30 | \(\approx 42\) | \(\approx 81\) | \(\approx 107\) | |
Shirts and Pullover (Ep:10, Lr:0.004, Bs:8) | Mod. Obs. Const. | 96.32 | 95.7 | 95.2 | 96.31 | 95.75 | 95.2 | 96.31 | 95.7 | 95.2 | 96.30 | 95.7 | 95.2 | \(\approx 15\) | \(\approx 22\) | \(\approx 25\) |
Hybrid | 96.33 | 95.42 | 95.91 | 96.34 | 95.43 | 95.91 | 96.35 | 95.41 | 95.82 | 96.33 | 95.42 | 95.42 | \(\approx 23\) | \(\approx 35\) | \(\approx 43\) | |
Variational-PV | 95.41 | 95.43 | 95.45 | 95.43 | 95.46 | 95.8 | 95.40 | 95.44 | 95.42 | 95.40 | 95.42 | 95.44 | \(\approx 42\) | \(\approx 81\) | \(\approx 107\) | |
