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. 2023 Jan 31;9:e1216. doi: 10.7717/peerj-cs.1216

Table 2. Performance comparison with literature on the FER-2013 dataset.

Methodology Accuracy (%)
AlexNet + FC6 + LDA (Fei et al., 2020) 56.40
MobileNet with Softmax + Center loss (Miao et al., 2019) 68.31
LiveEmoNet (Podder, Bhattacharya & Majumdar, 2022b) 68.96
Dense_FaceLiveNet (Hung, Lin & Lai, 2019) 70.02
Lightweight CNN (Podder, Bhattacharya & Majumdar, 2022a) 68.93
DenseNet201 (Huang et al., 2017) 68.52
VGG16 (Simonyan & Zisserman, 2014) 65.80
InceptionV3 (Szegedy et al., 2016) 68.62
Proposed method 70.21