In this paper we describe the design and implementation of a new approach for voxel clustering. Clustering helps to group voxels with similar properties to enable manipulation of voxels as a single cluster. This new algorithm performs a clustering based on a marching slice segmentation algorithm. We propose to use this clustering for volume deformation, volume analysis and volume morphing. The algorithm has been implemented and tested using the visible human dataset.