Soumya Bhattacharyya

Optimizing CNN Architectures for Cat and Dog Classification with Focus on Generalization and Robustness

2025

The accurate and efficient classification of images remains a fundamental challenge in computer vision. This paper presents an empirical study of Convolutional Neural Networks (CNNs) tailored for cat versus dog image classification, focusing on enhancing …