Employing Atrous Pyramid Convolutional Deep Learning Approach for Detection to Diagnose Breast Cancer Tumors

Table 1

Comparison of APCNN with other conventional intelligent methods.

Naïve Bayesian	Support vector machine (SVM)	Extreme learning machine (ELM)	Recursive neural network (RNN)	Convolutional neural network (CNN)	APCNN
Training process is slow	Training process is slow	Training process is slow	Training process is slow	Faster training process	Faster training process
Binary classification ability	Binary classification ability	Multiclass classification ability	Multiclass classification ability	Multiclass classification ability	Multiclass classification ability and multiobjective and real time
Quadratic programming	Quadratic programming	Nonlinear multiobjective programming	Multiobjective quadratic programming	Nonlinear multiclass	Nonlinear multiclass and multiobjective programming