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A Calibration Audit of Confidence in Feed-Forward 3D Reconstruction Models

Deng, Nanxing Nick et al.
arXiv (All) · Papers
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artificial-intelligencecomputer-vision-and-pattern-recognition
Feed-forward 3D reconstruction models output a per-pixel confidence that is used by downstream systems as an uncertainty signal. The confidence is trained to serve as a weight in the training loss of models. Whether the confidence can be used as an uncertainty magnitude has not been measured. We aud
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