This article discusses the advancements and success of computer vision in various areas such as autonomous driving, virtual reality, and medical health. It also explores the emerging field of multimedia and its impact on our daily lives. The Special Issue aims to provide a platform for sharing research updates and will benefit researchers and practitioners in computer vision, media computing, and machine learning.