Awesome Open Source

Programming Languages

Search results for python uncertainty

71 search results found

Pytorch Forecasting ⭐ 3,439

Time series forecasting with PyTorch

Awesome Conformal Prediction ⭐ 3,097

A professionally curated list of awesome Conformal Prediction videos, tutorials, books, papers, PhD and MSc theses, articles and open-source libraries.

Uncertainty Toolbox ⭐ 1,421

Uncertainty Toolbox: a Python toolbox for predictive uncertainty quantification, calibration, metrics, and visualization

GemPy is an open-source, Python-based 3-D structural geological modeling software, which allows the implicit (i.e. automatic) creation of complex geological models from interface and orientation data. It also offers support for stochastic modeling to address parameter and model uncertainties.

Fortuna ⭐ 824

A Library for Uncertainty Quantification.

Sensitivity Analysis Library in Python. Contains Sobol, Morris, FAST, and other methods.

Uncertainties ⭐ 509

Transparent calculations with uncertainties on the quantities involved (aka "error propagation"); calculation of derivatives.

Monoloco ⭐ 338

A 3D vision library from 2D keypoints: monocular and stereo 3D detection for humans, social distancing, and body orientation.

Pytorch Classification Uncertainty ⭐ 235

This repo contains a PyTorch implementation of the paper: "Evidential Deep Learning to Quantify Classification Uncertainty"

Uncertainty Quantification 360 (UQ360) is an extensible open-source toolkit that can help you estimate, communicate and use uncertainty in machine learning model predictions.

Probabilistic Face Embeddings ⭐ 191

(ICCV 2019) Uncertainty-aware Face Representation and Recognition

"In Defense of Pseudo-Labeling: An Uncertainty-Aware Pseudo-label Selection Framework for Semi-Supervised Learning" by Mamshad Nayeem Rizve, Kevin Duarte, Yogesh S Rawat, Mubarak Shah (ICLR 2021)

Self-Supervised Learning for OOD Detection (NeurIPS 2019)

Evidential Deep Learning ⭐ 157

Learn fast, scalable, and calibrated measures of uncertainty using neural networks!

Deep Kernel Transfer ⭐ 142

Official pytorch implementation of the paper "Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels" (NeurIPS 2020)

Torch Uncertainty ⭐ 132

Uncertainty for deep learning models in PyTorch 🌱

Irondepth ⭐ 98

(BMVC 2022) IronDepth: Iterative Refinement of Single-View Depth using Surface Normal and its Uncertainty

Pymatviz ⭐ 98

A toolkit for visualizations in materials informatics.

A collection of Wells/Drilling Engineering tools, focused on well trajectory planning for the time being.

KFNet: Learning Temporal Camera Relocalization using Kalman Filtering (CVPR 2020 Oral)

[CVPR'21] MonoRUn: Monocular 3D Object Detection by Reconstruction and Uncertainty Propagation

Bayesian dessert for Lasagne

Deep Ensembles Uncertainty ⭐ 82

My implementation of the paper "Simple and Scalable Predictive Uncertainty estimation using Deep Ensembles"

Official codebase for "Distribution-Free, Risk-Controlling Prediction Sets"

Dl Uncertainty ⭐ 80

"What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision?", NIPS 2017 (unofficial code).

Pre Training ⭐ 79

Pre-Training Buys Better Robustness and Uncertainty Estimates (ICML 2019)

Data Efficient Reinforcement Learning With Probabilistic Model Predictive Control ⭐ 76

Unofficial Implementation of the paper "Data-Efficient Reinforcement Learning with Probabilistic Model Predictive Control", applied to gym environments

Extreme Deconvolution ⭐ 73

Density estimation using Gaussian mixtures in the presence of noisy, heterogeneous and incomplete data

Sandia Uncertainty Quantification Toolkit

Surface_normal_uncertainty ⭐ 54

(ICCV 2021 - oral) Estimating and Exploiting the Aleatoric Uncertainty in Surface Normal Estimation

Spatial Smoothing ⭐ 51

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

(CVPR 2022 - oral) Multi-View Depth Estimation by Fusing Single-View Depth Probability with Multi-View Geometry

Bringing back uncertainty to machine learning.

Causal Gen ⭐ 41

(ICML 2023) High Fidelity Image Counterfactuals with Probabilistic Causal Models

Uncertainty Wizard ⭐ 39

Uncertainty-Wizard is a plugin on top of tensorflow.keras, allowing to easily and efficiently create uncertainty-aware deep neural networks. Also useful if you want to train multiple small models in parallel.

Global Canopy Height Model ⭐ 38

This repository contains the code used in the paper: A high-resolution canopy height model of the Earth. Here, we developed a model to estimate canopy top height anywhere on Earth. The model estimates canopy top height for every Sentinel-2 image pixel and was trained using sparse GEDI LIDAR data as a reference.

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

Model for learning document embeddings along with their uncertainties

Sampling nuclear data and uncertainty

Code for the paper "Getting a CLUE: A Method for Explaining Uncertainty Estimates"

Airport Simulation ⭐ 30

Airport Surface Simulator and Evaluation Tool 2

Im2im Uq ⭐ 29

Image-to-image regression with uncertainty quantification in PyTorch. Take any dataset and train a model to regress images to images with rigorous, distribution-free uncertainty quantification.

Timely Beliefs ⭐ 27

Model data as beliefs (at a certain time) about events (at a certain time).

An interactive visualization tool that transforms probabilistic programming models into an "Interactive Probabilistic Models Explorer".

Inferring Spatial Uncertainty In Object Detection ⭐ 23

The repo of the preprinting paper "Labels Are Not Perfect: Inferring Spatial Uncertainty in Object Detection"

Oodretrieval ⭐ 23

Detection and Retrieval of Out-of-Distribution Objects in Semantic Segmentation

Uncrtaints ⭐ 23

Metrolopy ⭐ 22

Tools for uncertainty propagation and measurement unit conversion — Outils pour la propagation des incertitudes et la conversion d'unités de mesure

Uncertainty Lpr ⭐ 22

📣 [IEEE IROS 2023] Official Repository of IROS 23 paper "Uncertainty-Aware Lidar Place Recognition in Novel Environments"

"Towards Realistic Semi-Supervised Learning" by Mamshad Nayeem Rizve, Navid Kardan, Mubarak Shah (ECCV 2022)

Instance-based uncertainty estimation for gradient-boosted regression trees

Chemprop ⭐ 16

Fast and scalable uncertainty quantification for neural molecular property prediction, accelerated optimization, and guided virtual screening.

Modeling Uncertainty Local Explainability ⭐ 16

Local explanations with uncertainty 💐!

Decisionambiguityrecognition ⭐ 15

Deep learning AI, that recognizes when are people uncertain

Uncertainty ⭐ 14

A Python implementation of the uncertainty classifier, based on the work of Veronika Vincze.

Suncal - Sandia PSL Uncertainty Calculator

Simdec Python ⭐ 13

Sensitivity analysis using simulation decomposition

Reusable, Easy-to-use Uncertainty module package built with Tensorflow, Keras

Uncertainty-aware Overlap Prediction Network for Partial Point Cloud Registration

Biosteam_lca ⭐ 10

An agile life cycle assessment (LCA) platform that simultaneously characterize the economic and environmental impacts of biofuels and bioproducts under uncertainty.

Bayesian_unet ⭐ 10

Chainer implementation of Bayesian Convolutional Neural Networks (BCNNs)

Flowenedet ⭐ 9

Official PyTorch code for UAI 2023 paper "Concurrent Misclassification and Out-of-Distribution Detection for Semantic Segmentation via Energy-Based Normalizing Flow"

Deep Bayesian Self Training ⭐ 7

Deep Bayesian Self-Training [official implementation]

A numerical framework to estimate hardware, data processing and pointing uncertainties of ground-based Doppler wind lidars

Wmt21 Qe Task ⭐ 7

MBART Quality Estimator proposed in IST-Unbabel 2021 Submission for the Quality Estimation Shared Task

Modelmetricuncertainty ⭐ 7

Python package for Model Metric Uncertainty estimation

[ECCVW 2022] UAD: Localization Uncertainty Estimation for Anchor-Free Object Detection

Entropyhub.jl ⭐ 6

An open-source toolkit for entropic time series analysis

NOMU: Neural Optimization-based Model Uncertainty

Plausible Uncertainties ⭐ 5

Methods used in the paper "Plausible Uncertainties for Human Pose Regression".

Hypernetensemble ⭐ 5

Hypernetwork-Ensemble Learning of Segmentation Probability for Medical Image Segmentation with Ambiguous Labels

Sentinel-2 Top-Of-Atmosphere Radiometric Uncertainty Propagator

Pytorch_bayesian_unet ⭐ 5

Migrate to PyTorch. Re-implementation of Bayesian Convolutional Neural Networks (BCNNs)

[NAACL 2022] This is the code repo for our paper `ACTUNE: Uncertainty-Aware Active Self-Training for Active Fine-Tuning of Pretrained Language Models'.

Plotting Uncertainty Ellipses ⭐ 5

This Jupyter notebook demonstrates how to properly plot uncertainty (confidence) ellipses for 2D normally distributed data.

Related Searches

Python Django (28,897)

Python Machine Learning (20,195)

Python Flask (17,643)

Python Pytorch (15,259)

Python Dataset (14,793)

Python Docker (14,113)

Python Tensorflow (13,990)

Python Deep Learning (13,092)

Python Jupyter Notebook (12,976)

Python Command Line (12,573)

1-71 of 71 search results

Privacy | About | Terms | Follow Us On Twitter

Copyright 2018-2024 Awesome Open Source. All rights reserved.