Depth Aleatoric Uncertainty Estimation
3 papers with code • 1 benchmarks • 1 datasets
Benchmarks
These leaderboards are used to track progress in Depth Aleatoric Uncertainty Estimation
| Trend | Dataset | Best Model | Paper | Code | Compare |
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Mid-Air Dataset
Most implemented papers
A technique to jointly estimate depth and depth uncertainty for unmanned aerial vehicles
When used by autonomous vehicles for trajectory planning or obstacle avoidance, depth estimation methods need to be reliable.
Discretization-Induced Dirichlet Posterior for Robust Uncertainty Quantification on Regression
ensta-u2is/dido
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In this work, we propose a generalized AuxUE scheme for more robust uncertainty quantification on regression tasks.
Explaining Predictive Uncertainty with Information Theoretic Shapley Values
facebookresearch/infoshap
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NeurIPS 2023
Researchers in explainable artificial intelligence have developed numerous methods for helping users understand the predictions of complex supervised learning models.
