Table 3.
The results of DDNMF and AE1 on different noise levels.
| Noise level | 10% | 20% | 30% | 40% | 50% | 60% | 70% | 80% |
|---|---|---|---|---|---|---|---|---|
| MNIST+DDNMF:ACC | 0.73810 | 0.66530 | 0.69270 | 0.78400 | 0.58310 | 0.65280 | 0.74060 | 0.67260 |
| MNIST+AE1:ACC | 0.76220 | 0.71380 | 0.70260 | 0.72230 | 0.69670 | 0.67900 | 0.70590 | 0.57040 |
| MNIST+DDNMF:NMI | 0.69090 | 0.61762 | 0.62424 | 0.65516 | 0.57338 | 0.61489 | 0.63023 | 0.63649 |
| MNIST+AE1:NMI | 0.66079 | 0.66039 | 0.62352 | 0.63923 | 0.62091 | 0.59071 | 0.59371 | 0.59938 |
| MNIST+DDNMF:ARI | 0.62203 | 0.51083 | 0.54637 | 0.60423 | 0.46580 | 0.50822 | 0.54740 | 0.55506 |
| MNIST+AE1:ARI | 0.58954 | 0.57022 | 0.53432 | 0.55698 | 0.54528 | 0.48758 | 0.48707 | 0.43513 |
| FashionMNIST+DDNMF:ACC | 0.60360 | 0.59130 | 0.57120 | 0.63120 | 0.57690 | 0.52600 | 0.48480 | 0.49590 |
| FashionMNIST+AE1:ACC | 0.47270 | 0.46550 | 0.46890 | 0.48380 | 0.47050 | 0.47090 | 0.45800 | 0.47970 |
| FashionMNIST+DDNMF:NMI | 0.57559 | 0.60082 | 0.60209 | 0.59671 | 0.59133 | 0.51081 | 0.54363 | 0.52765 |
| FashionMNIST+AE1:NMI | 0.53955 | 0.54333 | 0.52740 | 0.50946 | 0.50394 | 0.49874 | 0.50315 | 0.50206 |
| FashionMNIST+DDNMF:ARI | 0.43383 | 0.45541 | 0.44640 | 0.46759 | 0.43419 | 0.36124 | 0.37084 | 0.36899 |
| FashionMNIST+AE1:ARI | 0.37198 | 0.37127 | 0.36532 | 0.34385 | 0.34220 | 0.33748 | 0.34438 | 0.35684 |