Abstract: Highlights•Latent Embedded Graph (LEG) is proposed to interpolate images and shapes.•Adaptive k-NN graphs are created in latent space learnt by Variational Autoencoders.•LEG is compared with linear interpolation in latent spacce for images and shapes.•Gradient Projection Metric (GPM) is proposed to evaluate LEG interpolation.
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