Research Article
[Retracted] Impact of Activation, Optimization, and Regularization Methods on the Facial Expression Model Using CNN
Table 2
CNN results with CK+ and JAFEE.
| | Dataset | Epochs | Batch size | Test CNN Acc (%) | Test CNN loss |
| | CK+ | 15 | 8 | 93 | 0.07 | | 20 | 16 | 94 | 0.06 | | 25 | 32 | 95 | 0.05 | | 30 | 64 | 94 | 0.06 | | 35 | 128 | 93 | 0.07 | | 40 | 256 | 96 | 0.07 | | 45 | 512 | 80 | 0.20 | | 50 | 1024 | 97 | 0.03 | | JAFFE | 15 | 8 | 45 | 0.55 | | 20 | 16 | 48 | 0.52 | | 25 | 32 | 60 | 0.40 | | 30 | 64 | 49 | 0.51 | | 35 | 128 | 65 | 0.35 | | 40 | 256 | 42 | 0.58 | | 45 | 512 | 60 | 0.40 | | 50 | 1024 | 52 | 0.48 |
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