@article{(Open Science Index):https://publications.waset.org/pdf/10013462, title = {Advanced Convolutional Neural Network Paradigms-Comparison of VGG16 with Resnet50 in Crime Detection}, author = {Taiwo. M. Akinmuyisitan and John Cosmas}, country = {}, institution = {}, abstract = {This paper practically demonstrates the theories and concepts of an Advanced Convolutional Neural Network in the design and development of a scalable artificial intelligence model for the detection of criminal masterminds. The technique uses machine vision algorithms to compute the facial characteristics of suspects and classify actors as criminal or non-criminal faces. The paper proceeds further to compare the results of the error accuracy of two popular custom convolutional pre-trained networks, VGG16 and Resnet50. The result shows that VGG16 is probably more efficient than ResNet50 for the dataset we used.}, journal = {International Journal of Computer and Systems Engineering}, volume = {18}, number = {1}, year = {2024}, pages = {60 - 65}, ee = {https://publications.waset.org/pdf/10013462}, url = {https://publications.waset.org/vol/205}, bibsource = {https://publications.waset.org/}, issn = {eISSN: 1307-6892}, publisher = {World Academy of Science, Engineering and Technology}, index = {Open Science Index 205, 2024}, }