Dear neuroimaging researchers, We are running a special issue of IEEE Transactions on Autonomous Mental Development on "Multimodal Modeling and Analysis Informed by Brain Imaging". This special issue is dedicated to explore the interplay between cognitive neuroscience and multimedia content analysis. If your work concerns about using multimedia, such as films and music, as stimuli to understand the brain, or using brain imaging data to guide multimedia content analysis, this special issue could be a potential avenue for sharing your work. More details can be found at http://caid.cs.uga.edu/?name=article_info&xid=2480391402423658454. Please note all submissions are subject to normal reviews. Look forward to your contributions.