AINeutralarXiv – CS AI · 7h ago6/10
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Modeling Depth Ambiguity: A Mixture-Density Representation for Flying-Point-Free Depth Estimation
Researchers introduce MDA (Mixture-Density Ambiguity), a depth estimation technique that predicts multiple depth hypotheses per pixel rather than a single value, effectively eliminating 'flying points'—spurious 3D artifacts that appear in empty space between foreground and background surfaces near object boundaries.