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Deformable 3D reconstruction from 2D images requires prior knowledge on the scene structure. Template-free methods use generic prior knowledge such as piecewise smoothness but require multiple images with significant baseline. Template-based methods require only one image but handle only one object for which they need specific prior knowledge, namely a 3D template. We here propose a novel method that alleviates the strong assumptions of both the template-free and template-based methods: ourdoi:10.5244/c.26.133 dblp:conf/bmvc/AlcantarillaB12 fatcat:wxx4g2vrubg6ti5h63tgt2rmce