Table 1 Recognition rates of the proposed and the related shallow networks
CIFAR-10 [73] | LFW [74] | NYU Depth V1 [75] | ETH-80 [76] | FERET [77] | Learning paradigm | |
|---|---|---|---|---|---|---|
PCANet [41] | 78.67 | 85.20 | 79.58 | 93.96 | 97.25 | Unsupervised |
DCTNet [48] | 73.29 | 85.33 | 75.17 | 89.35 | 97.32 | Unsupervised |
CCANet [54] | 79.11 | 84.27 | 77.05 | 94.33 | 94.83 | Unsupervised |
CFR-ELM [62] | 80.24 | N.A. | N.A. | 95.63 | N.A. | Unsupervised |
LDANet [41] | 78.33 | 84.89 | 76.85 | 93.87 | 97.18 | Supervised |
DCCNet [58] | 80.68 | 84.91 | 77.33 | 91.21 | 94.73 | Supervised |
OSNet [61] | 78.81 | 83.69 | 76.59 | 94.06 | 93.07 | Supervised |
CKNet [63] | 80.60 | 83.67 | 77.21 | 94.22 | 93.56 | Supervised |
DFSNet-1 | 80.77 | 84.96 | 80.31 | 94.23 | 96.96 | Semi- supervised |
DFSNet-2 | 80.97 | 85.29 | 80.53 | 94.43 | 97.28 | Semi- supervised |
DFSNet-3 | 81.06 | 85.45 | 80.61 | 94.52 | 97.47 | Semi- supervised |
DFSNet-4 | 81.20 | 85.55 | 80.68 | 94.66 | 97.54 | Semi- supervised |