uncertainty-estimation topic

List uncertainty-estimation repositories

DUAL

62
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Code for paper "Exploration in Online Advertising Systems with Deep Uncertainty-Aware Learning"

conformal-prediction

870
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100
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Lightweight, useful implementation of conformal prediction on real data.

distinction-maximization-loss

45
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5
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A project to improve out-of-distribution detection (open set recognition) and uncertainty estimation by changing a few lines of code in your project! Perform efficient inferences (i.e., do not increas...

pygpc

69
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21
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A Sensitivity and uncertainty analysis toolbox for Python based on the generalized polynomial chaos method

AVUC

48
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12
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Code to accompany the paper 'Improving model calibration with accuracy versus uncertainty optimization'.

piven

35
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4
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Official implementation of the paper "PIVEN: A Deep Neural Network for Prediction Intervals with Specific Value Prediction" by Eli Simhayev, Gilad Katz and Lior Rokach.

DenseReconstruction-Pytorch

34
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5
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Official Repo for the paper "Reconstructing Sinus Anatomy from Endoscopic Video -- Towards a Radiation-free Approach for Quantitative Longitudinal Assessment" (MICCAI 2020)

SLEX-Net

28
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3
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[IEEE-JBHI'2022] Hematoma Expansion Context Guided Intracranial Hemorrhage Segmentation and Uncertainty Estimation(Pytorch)

LDU

38
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6
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Latent Discriminant deterministic Uncertainty [ECCV2022]

AffineInvariantMCMC.jl

31
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9
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Affine Invariant Markov Chain Monte Carlo (MCMC) Ensemble sampler