aleatoric-uncertainty

There are 1 repository under aleatoric-uncertainty topic.

cambridge-mlg / CLUE
Code for the paper "Getting a CLUE: A Method for Explaining Uncertainty Estimates"
interpretability research uncertainty deep-learning neural-networks aleatoric-uncertainty epistemic-uncertainty machine-learning publication paper transparency counterfactual-explanations counterfactual generative-model latent-space
Language:Python 35
gaozhitong / MoSE-AUSeg
The official code repo for the paper "Mixture of Stochastic Experts for Modeling Aleatoric Uncertainty in Segmentation". (ICLR 2023)
aleatoric-uncertainty generative-model mixture-of-experts optimal-transport semantic-segmentation uncertainty-estimation stochastic-segmentation
Language:Python 22
activatedgeek / understanding-bayesian-classification
On Uncertainty, Tempering, and Data Augmentation in Bayesian Classification
aleatoric-uncertainty bayesian-inference bayesian-neural-networks classification deep-learning machine-learning paper research uncertainty-quantification
Language:Jupyter Notebook 21
BBVA / UMAL
Modelling heterogeneous distributions with an Uncountable Mixture of Asymmetric Laplacians
uncertainty uncertainty-estimation deep-learning aleatoric-uncertainty neurips-2019 umal
Language:Jupyter Notebook 16
hooman007 / ProtoASNet
Official repository for the paper "ProtoASNet: Dynamic Prototypes for Inherently Interpretable and Uncertainty-Aware Aortic Stenosis Classification in Echocardiography" in MICCAI 2023 Conference
aleatoric-uncertainty echocardiography prototypical-networks aortic-stenosis explainable-ai-in-medical-imaging explainable-artificial-intelligence interpretable-deep-learning miccai2023 part-prototypes prototypes prototypical-learning pytorch transparency video-classification xai
Language:Python 3
akhilpandey95 / uncertainty
Work as part of ANL summer 2020 research on uncertainity quanitification methods in graph neural networks
aleatoric-uncertainty bayesian-deep-learning epistemic-uncertainty gnn graph keras pytorch uncertainty-quantification
Language:Python 1
gilzeevi25 / MLops_G2JN
Generalized Automatic Pipeline for inspecting and fixing uncertainties in your data
aleatoric-uncertainty ctgan epistemic-uncertainty knn pipeline synthetic-data tvae
Language:Python 0
glam-imperial / informativeness
Code for the ICASSP'19 submission "Modelling Sample Informativeness for Deep Affective Computing".
deep-learning bayesian-neural-networks bayesian-deep-learning aleatoric-uncertainty epistemic-uncertainty icassp-2019
Language:Python 0
energy
ranieri-unimi / energy
Energy production forecasting ⚡ with PoC of Bayesian Neural Network 🎲
bayesian-neural-networks time-series-forecasting aleatoric-uncertainty epistemic-uncertainty tensorflow2 energy
Language:Jupyter Notebook 0
oelin / lossy-bayes
Experiments with lossy Bayesian inference.
aleatoric-uncertainty bayesian-inference bayesian-statistics
Language:Python