3D Reconstruction of Novel Object Shapes from Single Images

The key challenge in single image 3D shape reconstruction is to ensure that deep models can generalize to shapes which were not part of the training set. This is difficult because the algorithm must infer the occluded portion of the surface by leveraging the shape characteristics of the training data, and can therefore be vulnerable to overfitting... (read more)

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