uncertainty-estimation

There are 10 repositories under uncertainty-estimation topic.

valeman / awesome-conformal-prediction
A professionally curated list of awesome Conformal Prediction videos, tutorials, books, papers, PhD and MSc theses, articles and open-source libraries.
conformal-prediction python r machinelearning datascience deeplearning awesome awesome-list probability uncertainty-quantification uncertainty uncertainty-estimation probability-distribution probability-distributions machine-learning
3457
uncertainty-toolbox
uncertainty-toolbox / uncertainty-toolbox
Uncertainty Toolbox: a Python toolbox for predictive uncertainty quantification, calibration, metrics, and visualization
uncertainty uncertainty-quantification uncertainty-estimation uncertainty-metrics calibration sharpness uncertainty-toolbox metrics visualizations visualization recalibration predictive-uncertainty scoring-rules uncertainty-calibration toolbox bayesian-neural-networks bayesian-deep-learning
Language:Python 1728
stanfordmlgroup / ngboost
Natural Gradient Boosting for Probabilistic Prediction
machine-learning gradient-boosting natural-gradients uncertainty-estimation ngboost python
Language:Python 1585
fortuna
awslabs / fortuna
A Library for Uncertainty Quantification.
deep-learning neural-networks uncertainty uncertainty-estimation uncertainty-quantification bayesian-inference calibration conformal-prediction model-calibration uncertainty-calibration flax jax ai machine-learning ml
Language:Python 855
awesome-open-data-centric-ai
Renumics / awesome-open-data-centric-ai
Curated list of open source tooling for data-centric AI on unstructured data.
awesome-list data-centric-ai data-curation data-versioning data-visualization explainable-ai active-learning feature-vector robust-machine-learning bias-detection computer-vision data-drift deep-learning nlp noisy-labels outlier-detection synthetic-data uncertainty-estimation machine-learning
679
aangelopoulos / conformal-prediction
Lightweight, useful implementation of conformal prediction on real data.
computer-vision conformal conformal-prediction distribution-shift natural-language-processing time-series time-series-prediction uncertainty uncertainty-estimation uncertainty-quantification conformal-inference
Language:Jupyter Notebook 660
AlaaLab / deep-learning-uncertainty
Literature survey, paper reviews, experimental setups and a collection of implementations for baselines methods for predictive uncertainty estimation in deep learning models.
uncertainty-quantification deep-learning deep-neural-networks prediction-uncertainty uncertainty-estimation
Language:Jupyter Notebook 581
jxzhangjhu / Awesome-LLM-Uncertainty-Reliability-Robustness
Awesome-LLM-Robustness: a curated list of Uncertainty, Reliability and Robustness in Large Language Models
awesome-list calibration gpt-3 gpt-4 llms reliability robustness safety uncertainty-estimation uncertainty-quantification chatgpt prompt-engineering prompting chain-of-thought in-context-learning large-language-models hallucination
521
StatMixedML / XGBoostLSS
An extension of XGBoost to probabilistic modelling
probabilistic-forecasts gamlss xgboost machine-learning prediction-intervals distributional-regression uncertainty-estimation multi-target-regression normalizing-flows mixture-density-model
Language:Python 502
IntelLabs / bayesian-torch
A library for Bayesian neural network layers and uncertainty estimation in Deep Learning extending the core of PyTorch
bayesian-deep-learning bayesian-neural-networks stochastic-variational-inference uncertainty-estimation pytorch bayesian-layers deep-learning bayesian-inference uncertainty-quantification uncertainty-neural-networks deep-neural-networks
Language:Python 457
ENSTA-U2IS-AI / awesome-uncertainty-deeplearning
This repository contains a collection of surveys, datasets, papers, and codes, for predictive uncertainty estimation in deep learning models.
deep-learning uncertainty-quantification uncertainty-estimation uncertainty-neural-networks uncertainty-analysis deep-neural-networks deep-learning-tutorials machine-learning awesome awesome-resources
396
axelbrando / Mixture-Density-Networks-for-distribution-and-uncertainty-estimation
A generic Mixture Density Networks (MDN) implementation for distribution and uncertainty estimation by using Keras (TensorFlow)
deep-learning deep-neural-networks keras master-thesis mdn mixture mixture-density-model mixture-density-networks neural-network tensorflow tensorflow-experiments uncertainty-estimation
Language:Jupyter Notebook 328
deel-ai / puncc
👋 Puncc is a python library for predictive uncertainty quantification using conformal prediction.
conformal-prediction uncertainty-estimation uncertainty-quantification conformal-inference conformal-regressors
Language:Python 243
mattpoggi / mono-uncertainty
CVPR 2020 - On the uncertainty of self-supervised monocular depth estimation
cvpr2020 monocular-depth uncertainty-estimation
Language:Python 230
StatMixedML / LightGBMLSS
An extension of LightGBM to probabilistic modelling
machine-learning lightgbm gamlss uncertainty-estimation prediction-intervals distributional-regression probabilistic-forecasting normalizing-flows mixture-density-model
Language:Python 228
baegwangbin / surface_normal_uncertainty
[ICCV 2021 Oral] Estimating and Exploiting the Aleatoric Uncertainty in Surface Normal Estimation
3d-reconstruction computer-vision deep-learning surface-normal surface-normals surface-normals-estimation uncertainty uncertainty-estimation iccv2021
Language:Python 208
baegwangbin / MaGNet
[CVPR 2022 Oral] Multi-View Depth Estimation by Fusing Single-View Depth Probability with Multi-View Geometry
3d-reconstruction computer-vision cvpr2022 deep-learning depth-estimation multi-view-stereo multiview-geometry multiview-stereo uncertainty uncertainty-estimation
Language:Python 200
Neural-Process-Family
YannDubs / Neural-Process-Family
Code for the Neural Processes website and replication of 4 papers on NPs. Pytorch implementation.
neural-processes conditional-neural-process machine-learning deep-learning meta-learning stochastic-processes pytorch uncertainty-estimation
Language:Jupyter Notebook 188
google / TrustScore
To Trust Or Not To Trust A Classifier. A measure of uncertainty for any trained (possibly black-box) classifier which is more effective than the classifier's own implied confidence (e.g. softmax probability for a neural network).
uncertainty-neural-networks uncertainty-estimation
Language:Jupyter Notebook 173
joneswack / conformal-predictions-from-scratch
Various Conformal Prediction methods implemented from scratch in pure NumPy for an educational purpose.
conformal-prediction machine-learning numpy python uncertainty-estimation
Language:Jupyter Notebook 168
Eaphan / GLENet
GLENet: Boosting 3D Object Detectors with Generative Label Uncertainty Estimation [IJCV2023]
3d-object-detection generative-model machine-learning probabilistic-models uncertainty-estimation
Language:Python 156
zillow / quantile-forest
Quantile Regression Forests compatible with scikit-learn.
machine-learning prediction-intervals python quantile-regression quantile-regression-forests random-forest scikit-learn-api uncertainty-estimation
Language:Python 155
StatMixedML / CatBoostLSS
An extension of CatBoost to probabilistic modelling
probabilistic-forecasts catboost prediction-intervals gamlss machine-learning distributional-regression uncertainty-estimation
141
Conffusion
eliahuhorwitz / Conffusion
Official Implementation for the "Conffusion: Confidence Intervals for Diffusion Models" paper.
computer-vision conformal-prediction image-generation image-to-image inpainting quantile-regression super-resolution diffusion-models generative-model deep-learning prediction-intervals pytorch uncertainty-estimation uncertainty-quantification diffusion
Language:Python 131
evaluating_bdl
fregu856 / evaluating_bdl
Official implementation of "Evaluating Scalable Bayesian Deep Learning Methods for Robust Computer Vision", CVPR Workshops 2020.
autonomous-driving bayesian-deep-learning computer-vision deep-learning machine-learning pytorch uncertainty-estimation
Language:Python 129
Ephemeral182 / UDR-S2Former_deraining
[ICCV'23] Sparse Sampling Transformer with Uncertainty-Driven Ranking for Unified Removal of Raindrops and Rain Streaks
deraining raindrop rain-streak demo iccv2023 image-restoration rain-removal adverse-weather-condition transformer uncertainty-estimation deep-learning
Language:Python 124
JokerJohn / PALoc
[TMECH'2024] Official codes of the paper. PALoc: Advancing SLAM Benchmarking with Prior-Assisted 6-DoF Trajectory Generation and Uncertainty Estimation
groundtruth gtsam lidar-degeneracy pose-graph-optimization prior-map slam-benchmarcking slam-dataset uncertainty-estimation uncertainty-propagation zupt
105
nikitadurasov / masksembles
Official repository for the paper "Masksembles for Uncertainty Estimation" (CVPR 2021).
uncertainty-estimation deep-learning computer-vision tensorflow torch uncertainty-quantification uncertainty-neural-networks paper out-of-distribution-detection
Language:Python 94
borchero / natural-posterior-network
Official Implementation of "Natural Posterior Network: Deep Bayesian Predictive Uncertainty for Exponential Family Distributions" (ICLR, 2022)
machine-learning deep-learning uncertainty-estimation bayesian-deep-learning pytorch
Language:Python 74
xxxnell / spatial-smoothing
(ICML 2022) Official PyTorch implementation of “Blurs Behave Like Ensembles: Spatial Smoothings to Improve Accuracy, Uncertainty, and Robustness”.
uncertainty uncertainty-estimation uncertainty-quantification robustness neural-network bayesian-neural-networks bayesian-deep-learning pytorch
Language:Python 73
pygpc-polynomial-chaos / pygpc
A Sensitivity and uncertainty analysis toolbox for Python based on the generalized polynomial chaos method
uncertainty-quantification dynamical-systems polynomial-chaos-expansion uncertainty-propagation uncertainty-estimation gpc
Language:Jupyter Notebook 69
sandialabs / UQTk
Sandia Uncertainty Quantification Toolkit
snl-data-analysis bayesian-inference snl-science-libs uq uncertainty-quantification uncertainty-estimation uncertainty-propagation uncertainty mcmc mcmc-sampler mcmc-methods surrogate-models scr-1380
Language:Fortran 69
brain-research / ncp
Reliable Uncertainty Estimates in Deep Neural Networks using Noise Contrastive Priors
deep-learning bayesian-inference uncertainty-estimation tensorflow
Language:Python 63
asharakeh / probdet
Code for "Estimating and Evaluating Regression Predictive Uncertainty in Deep Object Detectors." (ICLR 2021)
uncertainty-estimation uncertainty object-detection probabilistic-object-detection
Language:Python 62
duchao0726 / DUAL
Code for paper "Exploration in Online Advertising Systems with Deep Uncertainty-Aware Learning"
ctr-prediction uncertainty-estimation deep-learning gaussian-processes
Language:Python 62
UString
Cogito2012 / UString
[ACM MM 2020] Uncertainty-based Traffic Accident Anticipation
traffic-analysis accidents spatio-temporal-modeling uncertainty-estimation bayesian-neural-networks
Language:Python 60

uncertainty-estimation

valeman / awesome-conformal-prediction

uncertainty-toolbox / uncertainty-toolbox

stanfordmlgroup / ngboost

awslabs / fortuna

Renumics / awesome-open-data-centric-ai

aangelopoulos / conformal-prediction

AlaaLab / deep-learning-uncertainty

jxzhangjhu / Awesome-LLM-Uncertainty-Reliability-Robustness

StatMixedML / XGBoostLSS

IntelLabs / bayesian-torch

ENSTA-U2IS-AI / awesome-uncertainty-deeplearning

axelbrando / Mixture-Density-Networks-for-distribution-and-uncertainty-estimation

deel-ai / puncc

mattpoggi / mono-uncertainty

StatMixedML / LightGBMLSS

baegwangbin / surface_normal_uncertainty

baegwangbin / MaGNet

YannDubs / Neural-Process-Family

google / TrustScore

joneswack / conformal-predictions-from-scratch

Eaphan / GLENet

zillow / quantile-forest

StatMixedML / CatBoostLSS

eliahuhorwitz / Conffusion

fregu856 / evaluating_bdl

Ephemeral182 / UDR-S2Former_deraining

JokerJohn / PALoc

nikitadurasov / masksembles

borchero / natural-posterior-network

xxxnell / spatial-smoothing

pygpc-polynomial-chaos / pygpc

sandialabs / UQTk

brain-research / ncp

asharakeh / probdet

duchao0726 / DUAL

Cogito2012 / UString