Identification of Pneumonia Disease Applying an Intelligent Computational Framework Based on Deep Learning and Machine Learning Techniques

Table 8

A comparative study of the proposed system and previous approaches.

Publications	Approach	Accuracy (%)
Kermany et al. [51]	Convolutional neural network (CNN)	92.81
Stephen et al. [52]	DL model with 4 conv-layers and 2 dense layers	93.71
Saraiva et al. [53]	DL model with 6 conv-layers and 3 dense layers	95.29
Liang and Zheng [39]	DL model with 48 conv-layers and 2 dense layers	96.01
Wu et al. [54]	CNN + random forest	96.70
Proposed method	Intelligent framework (Inception-V3 + ANN)	97.19