Solon, Matheus, Vivian Kailany Marques de Queiroz, and Roney Nogueira Sousa. " Comparative Analysis of Convolutional Neural Network Architectures: The Impact of Hair and Noise Removal on Algorithm Learning." Proceedings of the 17th Unified Computing Meeting of PiauĂ­, Teresina/PI, 2025. SBC, 2025, pp.69-78.