uncertainty-estimation

There are 13 repositories under uncertainty-estimation topic.

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 1929
stanfordmlgroup / ngboost
Natural Gradient Boosting for Probabilistic Prediction
machine-learning gradient-boosting natural-gradients uncertainty-estimation ngboost python
Language:Python 1771
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 944
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 ai explainable-ai statistics robust-ml
942
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 920
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
783
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
729
awesome-open-data-centric-ai
Renumics / awesome-open-data-centric-ai
Curated list of open source tooling for data-centric AI on unstructured data.
active-learning awesome-list bias-detection computer-vision data-centric-ai data-curation data-drift data-versioning data-visualization deep-learning documentation-only explainable-ai feature-vector machine-learning nlp noisy-labels outlier-detection robust-machine-learning synthetic-data uncertainty-estimation
725
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 645
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 631
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 622
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)
mixture-density-networks uncertainty-estimation mixture-density-model neural-network mixture mdn deep-learning deep-neural-networks master-thesis keras tensorflow tensorflow-experiments
Language:Jupyter Notebook 349
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 346
JokerJohn / PALoc
[TMECH'2024] Official codes of ”PALoc: Advancing SLAM Benchmarking with Prior-Assisted 6-DoF Trajectory Generation and Uncertainty Estimation“
3d-localization groundtruth gtsam lidar-degeneracy lidar-localization localization pose-graph-optimization prior-map slam-benchmarcking slam-dataset uncertainty-estimation uncertainty-propagation zero-velocity
Language:C++ 339
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 331
mattpoggi / mono-uncertainty
CVPR 2020 - On the uncertainty of self-supervised monocular depth estimation
cvpr2020 monocular-depth uncertainty-estimation
Language:Python 243
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 242
zillow / quantile-forest
Quantile Regression Forests compatible with scikit-learn.
python machine-learning random-forest quantile-regression quantile-regression-forests scikit-learn-api uncertainty-estimation prediction-intervals
Language:Python 241
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 226
Neural-Process-Family
YannDubs / Neural-Process-Family
Code for the Neural Processes website and replication of 4 papers on NPs. Pytorch implementation.
conditional-neural-process deep-learning machine-learning meta-learning neural-processes pytorch stochastic-processes uncertainty-estimation
Language:Jupyter Notebook 225
JokerJohn / MS-Mapping
[ICRA@40] MS-Mapping: An Uncertainty-Aware Large-Scale Multi-Session LiDAR Mapping System
gtsam keyframe large-scale-mapping lidar lidar-mapping lidar-slam lifelong-mapping mapping multi-session pose-graph-optimization uncertainty-estimation uncertainty-propagation wasserstein-distance
Language:C++ 218
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 209
alfredgu001324 / MapUncertaintyPrediction
[CVPR 2024 Award Candidate] Producing and Leveraging Online Map Uncertainty in Trajectory Prediction
autonomous-driving cvpr2024 map-estimation motion-prediction uncertainty-estimation trajectory-prediction
Language:Python 206
astra-vision / PaSCo
[CVPR 2024 Oral, Best Paper Award Candidate] Official repository of "PaSCo: Urban 3D Panoptic Scene Completion with Uncertainty Awareness"
cvpr-oral cvpr2024 ensemble lidar-point-cloud mimo scene-completion semantic-scene-completion semantic-scene-understanding uncertainty-estimation panoptic-scene-completion
Language:Python 194
Eaphan / GLENet
GLENet: Boosting 3D Object Detectors with Generative Label Uncertainty Estimation [IJCV2023]
3d-object-detection probabilistic-models uncertainty-estimation generative-model machine-learning
Language:Python 193
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 175
StatMixedML / CatBoostLSS
An extension of CatBoost to probabilistic modelling
catboost distributional-regression gamlss machine-learning prediction-intervals probabilistic-forecasts uncertainty-estimation
147
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 142
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 141
evaluating_bdl
fregu856 / evaluating_bdl
Official implementation of "Evaluating Scalable Bayesian Deep Learning Methods for Robust Computer Vision", CVPR Workshops 2020.
bayesian-deep-learning uncertainty-estimation pytorch deep-learning computer-vision machine-learning autonomous-driving
Language:Python 133
MolecularAI / QSARtuna
QSARtuna: QSAR model building with the optuna framework
qsar qsar-models hyperparameter-optimization compchem computational-chemistry optuna chemprop explainability uncertainty-estimation peptide-modelling
Language:Jupyter Notebook 117
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 101
ADFWI
liufeng2317 / ADFWI
An Automatic Differentiation-based Waveform Inversion Framework Implemented in PyTorch.
automatic-differentiation deep-image-prior full-waveform-inversion fwi pytorch-implementation uncertainty-estimation deeplearning
Language:Python 93
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 86
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 83
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 81

uncertainty-estimation

uncertainty-toolbox / uncertainty-toolbox

stanfordmlgroup / ngboost

aangelopoulos / conformal-prediction

valeman / awesome-conformal-prediction

awslabs / fortuna

jxzhangjhu / Awesome-LLM-Uncertainty-Reliability-Robustness

ENSTA-U2IS-AI / awesome-uncertainty-deeplearning

Renumics / awesome-open-data-centric-ai

StatMixedML / XGBoostLSS

AlaaLab / deep-learning-uncertainty

IntelLabs / bayesian-torch

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

deel-ai / puncc

JokerJohn / PALoc

StatMixedML / LightGBMLSS

mattpoggi / mono-uncertainty

baegwangbin / surface_normal_uncertainty

zillow / quantile-forest

baegwangbin / MaGNet

YannDubs / Neural-Process-Family

JokerJohn / MS-Mapping

joneswack / conformal-predictions-from-scratch

alfredgu001324 / MapUncertaintyPrediction

astra-vision / PaSCo

Eaphan / GLENet

google / TrustScore

StatMixedML / CatBoostLSS

eliahuhorwitz / Conffusion

Ephemeral182 / UDR-S2Former_deraining

fregu856 / evaluating_bdl

MolecularAI / QSARtuna

nikitadurasov / masksembles

liufeng2317 / ADFWI

borchero / natural-posterior-network

sandialabs / UQTk

pygpc-polynomial-chaos / pygpc