TABLE V. Comparison of Our Work With Previous Works.

Year	Authors	No. of seizurein original dataset	Features	Classifier	Sensitivity(%)	FPR/h	Augmentation technique
CHB-MIT
2017	Truong et al. [8]	64	STFT	CNN	81.2	0.16	Windowing
2020	Zhang et al. [16]	156	Common spatialfeatures	CNN	92	0.12	Division of a data sample into 3smaller segments and generation of artificial sample from random concatenation of these segments
2020	This work	64	STFT	CESP	96	0.05	Samples generated form DCGAN
Epilepsyecosystem
2020	Stojanovic et al. [17]	692	Non-negativematrix factorization	SVM	69	0.76	Synthetic monitory over-sampling
2020	Ramy et al. [32]	1326	Continuous wavelettransform	Semi-DilatedCNN	89.52	N/M	Division of data into smaller segments
2020	This work	1326	STFT	CESP	92.87	0.15	Samples generated form DCGAN