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Leone-Glorioso / uncertainty_estimation_flame_downstream

Benchmarking per-vertex uncertainty estimation for FLAME-based monocular 3D face reconstruction (SMIRK, DECA, EMOCA, SHeaP). Compares aleatoric (TTA, Jacobian, Mahalanobis), epistemic (MC-Dropout variants), and cross-method uncertainty, plus a downstream expression-recognition study.

uncertainty flame heatmaps deca smirk emoca sheap

Updated Jul 20, 2026
Python

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