The 12th International Conference on Machine Vision and Machine Learning (MVML 2026)aims to become the leading annual conference in fields related to machine vision and machine learning. The goal of this machine learning conference is to gather scholars from all over the world to present advances in the relevant fields and to foster an environment conducive to exchanging ideas and information. This machine learning conference will also provide an ideal environment to develop new collaborations and meet experts on the fundamentals, applications, and products of the mentioned fields.