TABLE I.
Summarization of the Experimental Datasets
| Dataset | Shape | Classes | IR | Training Set | Testing Set |
|---|---|---|---|---|---|
| MNIST | 28×28×1 | 10 | 100 | 4000 (0), 2000 (1), 1000 (2), 750 (3), 500 (4), 350 (5), 200 (6), 100 (7), 60 (8), 40 (9) | 980 (0), 1135 (1), 1032 (2), 1010 (3), 982 (4) 892 (5), 958 (6), 1028 (7), 974 (8), 1009 (9) |
| Fashion-MNIST | 28×28×1 | 10 | 100 | 4000 (0), 2000 (1), 1000 (2), 750 (3), 500 (4), 350 (5), 200 (6), 100 (7), 60 (8), 40 (9) | Each class contains 1000 samples |
| HAR | 128×9 | 6 | 30.65 | 1226 (0), 800 (1), 500 (2), 300 (3), 100 (4), 40 (5) | 496 (0), 471 (1), 420 (2), 491 (3), 532(4), 537 (5) |
| TwoLeadECG | 82×1 | 2 | 14.225 | 569 (0), 40 (1) | 12 (0), 11 (1) |
| Ca2+ Imaging | 4000×1 | 4 | 7.39 | 5600 (0), 1183 (1), 757 (2), 3500 (3) | 1400 (0), 296 (1), 190 (2), 700 (3) |