The use of computer vision technology for image recognition tasks has revolutionized various industries, enabling machines to interpret and understand visual information much like the human brain. In this article, we delve into the intricacies of computer vision technology, exploring its evolution, applications, algorithms, deep learning models, challenges, and future trends. Through a comprehensive examination of the fundamentals and practical implementations of computer vision, we aim to provide insights into the transformative potential of this technology and its implications for the future of artificial intelligence.