A causality-aware self-supervised pipeline reconstructs 3D non-rigid clothing from single images by embedding a structural causal map and two EM loops to disentangle camera, shape, texture, and illumination variables.
Learn- ing to predict 3d objects with an interpolation-based differ- entiable renderer
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3D Magic Mirror: Clothing Reconstruction from a Single Image via a Causal Perspective
A causality-aware self-supervised pipeline reconstructs 3D non-rigid clothing from single images by embedding a structural causal map and two EM loops to disentangle camera, shape, texture, and illumination variables.