uncertainty-estimation topic
natural-posterior-network
Official Implementation of "Natural Posterior Network: Deep Bayesian Predictive Uncertainty for Exponential Family Distributions" (ICLR, 2022)
conformal-risk
Conformal prediction for controlling monotonic risk functions. Simple accompanying PyTorch code for conformal risk control in computer vision and natural language processing.
im2im-uq
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.
noisy-K-FAC
Natural Gradient, Variational Inference
Graph-Posterior-Network
Graph Posterior Network: Bayesian Predictive Uncertainty for Node Classification (NeurIPS 2021)
nlp-uncertainty-zoo
Model zoo for different kinds of uncertainty quantification methods used in Natural Language Processing, implemented in PyTorch.
awesome-open-data-centric-ai
Curated list of open source tooling for data-centric AI on unstructured data.
ECCV2022-DELU
[ECCV 2022] Dual-Evidential Learning for Weakly-supervised Temporal Action Localization
fortuna
A Library for Uncertainty Quantification.
UDR-S2Former_deraining
[ICCV'23] Sparse Sampling Transformer with Uncertainty-Driven Ranking for Unified Removal of Raindrops and Rain Streaks