Search Results - RepositoryStats

129

1.8k

mit

34

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

metrics toolbox sharpness calibration uncertainty recalibration scoring-rules visualization visualizations uncertainty-metrics uncertainty-toolbox bayesian-deep-learning predictive-uncertainty uncertainty-estimation uncertainty-calibration bayesian-neural-networks uncertainty-quantification

Created 2020-09-06

151 commits to main branch, last one about a year ago

ngboost stanfordmlgroup

215

1.6k

apache-2.0

44

Natural Gradient Boosting for Probabilistic Prediction

python ngboost machine-learning gradient-boosting natural-gradients uncertainty-estimation

Created 2018-06-21

706 commits to master branch, last one 7 months ago

fortuna awslabs

46

887

apache-2.0

12

A Library for Uncertainty Quantification.

ai ml jax flax calibration uncertainty deep-learning neural-networks machine-learning model-calibration bayesian-inference conformal-prediction uncertainty-estimation uncertainty-calibration uncertainty-quantification

Created 2022-11-17

235 commits to main branch, last one 24 days ago

conformal-prediction aangelopoulos

86

751

mit

12

Lightweight, useful implementation of conformal prediction on real data.

conformal time-series uncertainty computer-vision distribution-shift conformal-inference conformal-prediction time-series-prediction uncertainty-estimation uncertainty-quantification natural-language-processing

Created 2021-12-25

151 commits to main branch, last one 6 months ago

awesome-open-data-centric-ai Renumics

35

695

cc-by-4.0

20

Curated list of open source tooling for data-centric AI on unstructured data.

nlp data-drift awesome-list noisy-labels data-curation deep-learning bias-detection explainable-ai feature-vector synthetic-data active-learning computer-vision data-centric-ai data-versioning machine-learning outlier-detection data-visualization uncertainty-estimation robust-machine-learning

Created 2023-02-27

34 commits to main branch, last one 10 months ago

Awesome-LLM-Uncertainty-Reliability-Robustness jxzhangjhu

43

637

mit

24

Awesome-LLM-Robustness: a curated list of Uncertainty, Reliability and Robustness in Large Language Models

llms gpt-3 gpt-4 safety chatgpt prompting robustness calibration reliability awesome-list hallucination chain-of-thought prompt-engineering in-context-learning large-language-models uncertainty-estimation uncertainty-quantification

Created 2023-03-20

150 commits to main branch, last one 3 months ago

deep-learning-uncertainty AlaaLab

78

597

unknown

32

Literature survey, paper reviews, experimental setups and a collection of implementations for baselines methods for predictive uncertainty estimation in deep learning models.

deep-learning deep-neural-networks prediction-uncertainty uncertainty-estimation uncertainty-quantification

Created 2019-06-29

142 commits to master branch, last one 2 years ago

XGBoostLSS StatMixedML

58

550

apache-2.0

26

An extension of XGBoost to probabilistic modelling

gamlss xgboost machine-learning normalizing-flows prediction-intervals mixture-density-model uncertainty-estimation multi-target-regression probabilistic-forecasts distributional-regression

Created 2019-06-16

978 commits to master branch, last one 8 months ago

awesome-uncertainty-deeplearning ENSTA-U2IS-AI

50

535

mit

28

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

awesome deep-learning machine-learning awesome-resources deep-neural-networks uncertainty-analysis uncertainty-estimation deep-learning-tutorials uncertainty-quantification uncertainty-neural-networks

Created 2022-01-06

148 commits to main branch, last one 28 days ago

bayesian-torch IntelLabs

72

516

bsd-3-clause

17

A library for Bayesian neural network layers and uncertainty estimation in Deep Learning extending the core of PyTorch

pytorch deep-learning bayesian-layers bayesian-inference deep-neural-networks bayesian-deep-learning uncertainty-estimation bayesian-neural-networks uncertainty-quantification uncertainty-neural-networks stochastic-variational-inference

Created 2020-12-17

140 commits to main branch, last one 8 months ago

puncc deel-ai

16

279

unknown

5

👋 Puncc is a python library for predictive uncertainty quantification using conformal prediction.

conformal-inference conformal-prediction conformal-regressors uncertainty-estimation uncertainty-quantification

Created 2022-07-20

184 commits to main branch, last one 2 months ago

LightGBMLSS StatMixedML

26

266

apache-2.0

10

An extension of LightGBM to probabilistic modelling

gamlss lightgbm machine-learning normalizing-flows prediction-intervals mixture-density-model uncertainty-estimation distributional-regression probabilistic-forecasting

Created 2020-07-03

194 commits to master branch, last one 6 months ago

mono-uncertainty mattpoggi

24

234

unknown

10

CVPR 2020 - On the uncertainty of self-supervised monocular depth estimation

cvpr2020 monocular-depth uncertainty-estimation

Created 2020-05-12

51 commits to master branch, last one 2 years ago

surface_normal_uncertainty baegwangbin

22

224

mit

6

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

iccv2021 uncertainty deep-learning surface-normal computer-vision surface-normals 3d-reconstruction uncertainty-estimation surface-normals-estimation

Created 2021-08-19

10 commits to main branch, last one 2 years ago

MaGNet baegwangbin

15

210

mit

10

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

cvpr2022 uncertainty deep-learning computer-vision depth-estimation multiview-stereo 3d-reconstruction multi-view-stereo multiview-geometry uncertainty-estimation

Created 2022-03-24

10 commits to master branch, last one 2 years ago

Neural-Process-Family YannDubs

44

198

mit

4

Code for the Neural Processes website and replication of 4 papers on NPs. Pytorch implementation.

pytorch deep-learning meta-learning machine-learning neural-processes stochastic-processes uncertainty-estimation conditional-neural-process

Created 2020-04-25

171 commits to master branch, last one 3 months ago

awesome-conformal-prediction valeman

18

196

cc0-1.0

5

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

r python awesome datascience probability uncertainty awesome-list deeplearning machinelearning machine-learning conformal-prediction uncertainty-estimation probability-distribution probability-distributions uncertainty-quantification

Created 2021-12-10

1,003 commits to main branch, last one 8 days ago

quantile-forest zillow

23

194

apache-2.0

11

Quantile Regression Forests compatible with scikit-learn.

python random-forest machine-learning scikit-learn-api quantile-regression prediction-intervals uncertainty-estimation quantile-regression-forests

Created 2022-03-23

387 commits to main branch, last one 4 days ago

GLENet Eaphan

11

184

apache-2.0

5

GLENet: Boosting 3D Object Detectors with Generative Label Uncertainty Estimation [IJCV2023]

generative-model machine-learning 3d-object-detection probabilistic-models uncertainty-estimation

Created 2023-01-20

10 commits to main branch, last one 3 months ago

conformal-predictions-from-scratch joneswack

22

183

unknown

7

Various Conformal Prediction methods implemented from scratch in pure NumPy for an educational purpose.

numpy python machine-learning conformal-prediction uncertainty-estimation

Created 2023-12-27

19 commits to main branch, last one 8 months ago

TrustScore google

43

173

apache-2.0

13

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 proba...

uncertainty-estimation uncertainty-neural-networks

This repository has been archived (exclude archived)

Created 2018-09-03

6 commits to master branch, last one 2 years ago

PALoc JokerJohn

1

158

unknown

8

[TMECH'2024] Official codes of the paper. PALoc: Advancing SLAM Benchmarking with Prior-Assisted 6-DoF Trajectory Generation and Uncertainty Estimation

zupt gtsam prior-map groundtruth slam-dataset lidar-degeneracy slam-benchmarcking uncertainty-estimation pose-graph-optimization uncertainty-propagation

Created 2023-04-28

75 commits to main branch, last one 11 days ago

PaSCo astra-vision

14

154

apache-2.0

12

[CVPR 2024 Oral, Best Paper Award Candidate] Official repository of "PaSCo: Urban 3D Panoptic Scene Completion with Uncertainty Awareness"

mimo cvpr2024 ensemble cvpr-oral scene-completion lidar-point-cloud uncertainty-estimation panoptic-scene-completion semantic-scene-completion semantic-scene-understanding

Created 2023-11-28

24 commits to main branch, last one about a month ago

MS-Mapping JokerJohn

4

143

unknown

19

MS-Mapping: An Uncertainty-Aware Large-Scale Multi-Session LiDAR Mapping System

gmm gtsam lidar mapping keyframe lidar-slam lidar-mapping multi-session large-scale-mapping wasserstein-distance uncertainty-estimation pose-graph-optimization uncertainty-propagation

Created 2024-02-20

63 commits to main branch, last one about a month ago

CatBoostLSS StatMixedML

13

141

mit

14

An extension of CatBoost to probabilistic modelling

gamlss catboost machine-learning prediction-intervals uncertainty-estimation probabilistic-forecasts distributional-regression

Created 2019-12-20

44 commits to master branch, last one 11 months ago

MapUncertaintyPrediction alfredgu001324

11

141

apache-2.0

6

[CVPR 2024 Award Candidate] Producing and Leveraging Online Map Uncertainty in Trajectory Prediction

cvpr2024 map-estimation motion-prediction autonomous-driving trajectory-prediction uncertainty-estimation

Created 2024-03-16

16 commits to main branch, last one 2 months ago

Conffusion eliahuhorwitz

5

136

unknown

5

Official Implementation for the "Conffusion: Confidence Intervals for Diffusion Models" paper.

pytorch diffusion inpainting deep-learning image-to-image computer-vision diffusion-models generative-model image-generation super-resolution quantile-regression conformal-prediction prediction-intervals uncertainty-estimation uncertainty-quantification

Created 2022-11-17

11 commits to main branch, last one about a year ago

UDR-S2Former_deraining Ephemeral182

7

129

unknown

2

[ICCV'23] Sparse Sampling Transformer with Uncertainty-Driven Ranking for Unified Removal of Raindrops and Rain Streaks

demo iccv2023 raindrop deraining rain-streak transformer rain-removal deep-learning image-restoration uncertainty-estimation adverse-weather-condition

Created 2023-08-17

62 commits to main branch, last one 14 days ago