Topic: uncertainty-estimation Goto Github
Some thing interesting about uncertainty-estimation
Some thing interesting about uncertainty-estimation
uncertainty-estimation,Lightweight, useful implementation of conformal prediction on real data.
User: aangelopoulos
Home Page: http://people.eecs.berkeley.edu/~angelopoulos/blog/posts/gentle-intro/
uncertainty-estimation,Conformal prediction for controlling monotonic risk functions. Simple accompanying PyTorch code for conformal risk control in computer vision and natural language processing.
User: aangelopoulos
uncertainty-estimation,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.
User: aangelopoulos
uncertainty-estimation,Literature survey, paper reviews, experimental setups and a collection of implementations for baselines methods for predictive uncertainty estimation in deep learning models.
Organization: alaalab
uncertainty-estimation,[CVPR 2024 Award Candidate] Producing and Leveraging Online Map Uncertainty in Trajectory Prediction
User: alfredgu001324
Home Page: https://arxiv.org/abs/2403.16439
uncertainty-estimation,Code for "Estimating and Evaluating Regression Predictive Uncertainty in Deep Object Detectors." (ICLR 2021)
User: asharakeh
uncertainty-estimation,[CVPR 2024 Oral, Best Paper Award Candidate] Official repository of "PaSCo: Urban 3D Panoptic Scene Completion with Uncertainty Awareness"
Organization: astra-vision
Home Page: https://astra-vision.github.io/PaSCo/
uncertainty-estimation,A Library for Uncertainty Quantification.
Organization: awslabs
Home Page: https://aws-fortuna.readthedocs.io/en/latest/
uncertainty-estimation,A generic Mixture Density Networks (MDN) implementation for distribution and uncertainty estimation by using Keras (TensorFlow)
User: axelbrando
uncertainty-estimation,[CVPR 2022 Oral] Multi-View Depth Estimation by Fusing Single-View Depth Probability with Multi-View Geometry
User: baegwangbin
uncertainty-estimation,[ICCV 2021 Oral] Estimating and Exploiting the Aleatoric Uncertainty in Surface Normal Estimation
User: baegwangbin
uncertainty-estimation,Official Implementation of "Natural Posterior Network: Deep Bayesian Predictive Uncertainty for Exponential Family Distributions" (ICLR, 2022)
User: borchero
Home Page: https://arxiv.org/abs/2105.04471
uncertainty-estimation,Reliable Uncertainty Estimates in Deep Neural Networks using Noise Contrastive Priors
Organization: brain-research
Home Page: https://danijar.com/project/ncp/
uncertainty-estimation,[ACM MM 2020] Uncertainty-based Traffic Accident Anticipation
User: cogito2012
uncertainty-estimation,CVPR2023 Zero-shot Counting
Organization: cvlab-stonybrook
uncertainty-estimation,👋 Puncc is a python library for predictive uncertainty quantification using conformal prediction.
Organization: deel-ai
Home Page: https://deel-ai.github.io/puncc/
uncertainty-estimation,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 increase inference time) without repetitive model training, hyperparameter tuning, or collecting additional data.
User: dlmacedo
uncertainty-estimation,Code for paper "Exploration in Online Advertising Systems with Deep Uncertainty-Aware Learning"
User: duchao0726
uncertainty-estimation,GLENet: Boosting 3D Object Detectors with Generative Label Uncertainty Estimation [IJCV2023]
User: eaphan
Home Page: https://arxiv.org/abs/2207.02466
uncertainty-estimation,Official Implementation for the "Conffusion: Confidence Intervals for Diffusion Models" paper.
User: eliahuhorwitz
Home Page: https://www.vision.huji.ac.il/conffusion/
uncertainty-estimation,This repository contains a collection of surveys, datasets, papers, and codes, for predictive uncertainty estimation in deep learning models.
Organization: ensta-u2is-ai
uncertainty-estimation,[ICCV'23] Sparse Sampling Transformer with Uncertainty-Driven Ranking for Unified Removal of Raindrops and Rain Streaks
User: ephemeral182
Home Page: https://ephemeral182.github.io/UDR_S2Former_deraining/
uncertainty-estimation,(ECCV 2022) BayesCap: Bayesian Identity Cap for Calibrated Uncertainty in Frozen Neural Networks
Organization: explainableml
uncertainty-estimation,Uncertainty Guided Progressive GANs for Medical Image Translation
Organization: explainableml
uncertainty-estimation,Official implementation of "Evaluating Scalable Bayesian Deep Learning Methods for Robust Computer Vision", CVPR Workshops 2020.
User: fregu856
Home Page: http://www.fregu856.com
uncertainty-estimation,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 probability for a neural network).
Organization: google
Home Page: https://arxiv.org/abs/1805.11783
uncertainty-estimation,Code to accompany the paper 'Improving model calibration with accuracy versus uncertainty optimization'.
Organization: intellabs
uncertainty-estimation,A library for Bayesian neural network layers and uncertainty estimation in Deep Learning extending the core of PyTorch
Organization: intellabs
uncertainty-estimation,MS-Mapping: An Uncertainty-Aware Large-Scale Multi-Session LiDAR Mapping System
User: jokerjohn
Home Page: https://arxiv.org/abs/2408.03723
uncertainty-estimation,[TMECH'2024] Official codes of the paper. PALoc: Advancing SLAM Benchmarking with Prior-Assisted 6-DoF Trajectory Generation and Uncertainty Estimation
User: jokerjohn
Home Page: https://ieeexplore.ieee.org/document/10480308
uncertainty-estimation,Various Conformal Prediction methods implemented from scratch in pure NumPy for an educational purpose.
User: joneswack
uncertainty-estimation,Awesome-LLM-Robustness: a curated list of Uncertainty, Reliability and Robustness in Large Language Models
User: jxzhangjhu
uncertainty-estimation,Model zoo for different kinds of uncertainty quantification methods used in Natural Language Processing, implemented in PyTorch.
User: kaleidophon
Home Page: http://dennisulmer.eu/nlp-uncertainty-zoo/
uncertainty-estimation,This repository provides the code used to create the results presented in "Global canopy height regression and uncertainty estimation from GEDI LIDAR waveforms with deep ensembles".
User: langnico
uncertainty-estimation,CVPR 2020 - On the uncertainty of self-supervised monocular depth estimation
User: mattpoggi
uncertainty-estimation,Official repository for the paper "Masksembles for Uncertainty Estimation" (CVPR 2021).
User: nikitadurasov
Home Page: https://www.norange.io/projects/masksembles/
uncertainty-estimation,
User: patricktum
Home Page: https://patricktum.github.io/cloud_removal/
uncertainty-estimation,A Sensitivity and uncertainty analysis toolbox for Python based on the generalized polynomial chaos method
Organization: pygpc-polynomial-chaos
uncertainty-estimation,Curated list of open source tooling for data-centric AI on unstructured data.
Organization: renumics
Home Page: https://renumics.com
uncertainty-estimation,Sandia Uncertainty Quantification Toolkit
Organization: sandialabs
uncertainty-estimation,Natural Gradient Boosting for Probabilistic Prediction
Organization: stanfordmlgroup
uncertainty-estimation,An extension of CatBoost to probabilistic modelling
User: statmixedml
uncertainty-estimation,An extension of LightGBM to probabilistic modelling
User: statmixedml
Home Page: https://statmixedml.github.io/LightGBMLSS/
uncertainty-estimation,An extension of XGBoost to probabilistic modelling
User: statmixedml
Home Page: https://statmixedml.github.io/XGBoostLSS/
uncertainty-estimation,Uncertainty Toolbox: a Python toolbox for predictive uncertainty quantification, calibration, metrics, and visualization
Organization: uncertainty-toolbox
Home Page: https://uncertainty-toolbox.github.io
uncertainty-estimation,(ICML 2022) Official PyTorch implementation of “Blurs Behave Like Ensembles: Spatial Smoothings to Improve Accuracy, Uncertainty, and Robustness”.
User: xxxnell
Home Page: https://arxiv.org/abs/2105.12639
uncertainty-estimation,Code for the Neural Processes website and replication of 4 papers on NPs. Pytorch implementation.
User: yanndubs
Home Page: https://yanndubs.github.io/Neural-Process-Family/
uncertainty-estimation,(CVPR 2024) Pytorch implementation of “SURE: SUrvey REcipes for building reliable and robust deep networks”
User: yutingli0606
Home Page: https://yutingli0606.github.io/SURE/
uncertainty-estimation,Quantile Regression Forests compatible with scikit-learn.
Organization: zillow
Home Page: https://zillow.github.io/quantile-forest/
uncertainty-estimation,Official implementation of our NeurIPS2021 paper: Relative Uncertainty Learning for Facial Expression Recognition
User: zyh-uaiaaaa
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