A generic Mixture Density Networks (MDN) implementation for distribution and uncertainty estimation by using Keras (TensorFlow)
A generic Mixture Density Networks (MDN) implementation for distribution and uncertainty estimation by using Keras (TensorFlow)
This repository provides the code used to implement the framework to provide deep learning models with total uncertainty estimates as described in "A General Framework for Uncertainty Estimation in De...
This repository provides the code used to implement the framework to provide deep learning models with total uncertainty estimates as described in "A General Framework for Uncertainty Estimation in De...
This repository is the code for Predictive Uncertainty Estimation using Deep Ensemble
Code for "Uncertainty Estimation Using a Single Deep Deterministic Neural Network"
YOLOv3 object detection architecture with uncertainty estimation.
CVPR 2020 - On the uncertainty of self-supervised monocular depth estimation
A library for Bayesian neural network layers and uncertainty estimation in Deep Learning extending the core of PyTorch
Pitfalls of In-Domain Uncertainty Estimation and Ensembling in Deep Learning, ICLR 2020
On Uncertainty Estimation in Medical ImageDenoising with Bayesian Deep Image Prior
Uncertainty estimation of the state of charge for a Lithium-ion battery (Panasonic CGR-17500) calculated using the direct voltage mapping method based on the discharge curve of the battery.
Uncertainty Toolbox: a Python toolbox for predictive uncertainty quantification, calibration, metrics, and visualization
翻译 - 用于预测不确定性量化,校准,指标和可视化的python工具箱
TRO 2022 - QPEP: A C++/MATLAB library for solving generalized quadratic pose estimation problems and related uncertainty description
Literature survey, paper reviews, experimental setups and a collection of implementations for baselines methods for predictive uncertainty estimation in deep learning models.
Uncertainty treatment library
A Library for Uncertainty Quantification.
Introduction to Uncertainty Quantification
Uncertainty in Medical Image Analysis