The Large Scale Video Analytics (LSVA) project’s primary aim is to construct an environment whereby researchers may use the Gordon Supercomputer to transform video data, search through large video archives for emergent and large-scale patterns, and annotate the data according to their findings. We propose to do this by modifying the NCSA Medici web based content repository and adding support for content based video retrieval.