uncertainty-estimation topic

List uncertainty-estimation repositories

CatBoostLSS

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An extension of CatBoost to probabilistic modelling

evaluating_bdl

129
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30
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Official implementation of "Evaluating Scalable Bayesian Deep Learning Methods for Robust Computer Vision", CVPR Workshops 2020.

probdet

62
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20
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Code for "Estimating and Evaluating Regression Predictive Uncertainty in Deep Object Detectors." (ICLR 2021)

awesome-uncertainty-deeplearning

405
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41
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This repository contains a collection of surveys, datasets, papers, and codes, for predictive uncertainty estimation in deep learning models.

MaGNet

203
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14
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[CVPR 2022 Oral] Multi-View Depth Estimation by Fusing Single-View Depth Probability with Multi-View Geometry

masksembles

95
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13
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Official repository for the paper "Masksembles for Uncertainty Estimation" (CVPR 2021).

ncp

62
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13
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Reliable Uncertainty Estimates in Deep Neural Networks using Noise Contrastive Priors

UQTk

72
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27
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Sandia Uncertainty Quantification Toolkit

spatial-smoothing

73
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7
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(ICML 2022) Official PyTorch implementation of “Blurs Behave Like Ensembles: Spatial Smoothings to Improve Accuracy, Uncertainty, and Robustness”.

surface_normal_uncertainty

208
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21
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[ICCV 2021 Oral] Estimating and Exploiting the Aleatoric Uncertainty in Surface Normal Estimation