The survey paper gives an introduction into manifold learning and how it is employed for important application fields (similarity search, image classification, synthesis & enhancement, video analysis, 3D data processing, nonlinear dimension reduction) in multimedia. Furthermore, available open source software frameworks for manifold learning are presented.