uncertainty-calibration
There are 12 repositories under uncertainty-calibration topic.
uncertainty-toolbox/uncertainty-toolbox
Uncertainty Toolbox: a Python toolbox for predictive uncertainty quantification, calibration, metrics, and visualization
awslabs/fortuna
A Library for Uncertainty Quantification.
huangsg1/uncertainty-calibration
A collection of research and application papers of (uncertainty) calibration techniques.
janosh/pymatviz
A toolkit for visualizations in materials informatics.
p-lambda/verified_calibration
Calibration library and code for the paper: Verified Uncertainty Calibration. Ananya Kumar, Percy Liang, Tengyu Ma. NeurIPS 2019 (Spotlight).
IntelLabs/AVUC
Code to accompany the paper 'Improving model calibration with accuracy versus uncertainty optimization'.
ExplainableML/BayesCap
(ECCV 2022) BayesCap: Bayesian Identity Cap for Calibrated Uncertainty in Frozen Neural Networks
mourga/transformer-uncertainty
Code for evaluating uncertainty estimation methods for Transformer-based architectures in natural language understanding tasks.
dlmacedo/robust-deep-learning
A project to train your model from scratch or fine-tune a pretrained model using the losses provided in this library to improve out-of-distribution detection and uncertainty estimation performances. Calibrate your model to produce enhanced uncertainty estimations. Detect out-of-distribution data using the defined score type and threshold.
sungnyun/TaskCalibration-FSC
Calibration of Few-Shot Classification Tasks: Mitigating Misconfidence from Distribution Mismatch, IEEE Access vol.10
EFS-OpenSource/Thetis
Service to examine data processing pipelines (e.g., machine learning or deep learning pipelines) for uncertainty consistency (calibration), fairness, and other safety-relevant aspects.
horsepurve/truly-uncertain
Truth Discovery Promotes Uncertainty Calibration of DNNs (UAI 2021)