Abstract: The presenation will discuss a variety of methods developed at the section of biomedical image analysis at Penn/Radiology, with emphasis on atlas warping and automated labeling, high-dimensional pattern classification for diagnosis and prognosis, segmnetation of multi-parametric brain images for vascular lesions, and manifold-based statistical analysis of diffusion tensor fields.