What are the benefits and challenges of using deep learning for image recognition tasks?

Deep learning has revolutionized image recognition, but it also comes with its own set of challenges. What benefits have you experienced from using deep learning for image recognition? And what difficulties have you faced along the way? Share your insights with the community.