The International Journal of Fuzzy Logic and Intelligent Systems

eISSN 2093-744X
pISSN 1598-2645

Performance evaluation of SAE, DAE, and CAE based on MNIST benchmark datasets

Datasetsbasicbg-randbg-img-rot
ApproachExecution timeTraining errorTest errorExecution timeTraining errorTest errorExecution timeTraining errorTest error
SAE + Softmax24m 25s5.5913.5431m 25s8.9221.5440m 25s11.8726.58
DAE + Softmax31m 20s7.7315.7837m 20s10.3821.7845m20s17.7328.72
CAE + Softmax28m 55s3.3511.6532m 55s7.5820.6537m 55s11.0524.78
International Journal of Fuzzy Logic and Intelligent Systems 2020;20:8~16 https://doi.org/10.5391/IJFIS.2020.20.1.8
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