Exploring the profound impact of Convolutional Neural Networks (CNNs) in the field of computer vision, this article unravels their complex functionalities and potential applications. Diving into the layers of CNNs, the nature of image and video processing, their use in self-driving technology and medical imaging, the piece demystifies the groundbreaking technology that is revolutionizing computer vision.