uncertainty-estimation | Topic | Ecosyste.ms: Repos

Topic: "uncertainty-estimation"

uncertainty-toolbox/uncertainty-toolbox

Uncertainty Toolbox: a Python toolbox for predictive uncertainty quantification, calibration, metrics, and visualization

Language: Python - Size: 4.11 MB - Last synced at: 26 days ago - Pushed at: 2 months ago - Stars: 1,877 - Forks: 136

stanfordmlgroup/ngboost

Natural Gradient Boosting for Probabilistic Prediction

Language: Python - Size: 12 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 1,703 - Forks: 233

awslabs/fortuna 📦

A Library for Uncertainty Quantification.

Language: Python - Size: 4.56 MB - Last synced at: 14 days ago - Pushed at: 14 days ago - Stars: 913 - Forks: 48

aangelopoulos/conformal-prediction

Lightweight, useful implementation of conformal prediction on real data.

Language: Jupyter Notebook - Size: 38.8 MB - Last synced at: 6 days ago - Pushed at: about 1 year ago - Stars: 878 - Forks: 101

jxzhangjhu/Awesome-LLM-Uncertainty-Reliability-Robustness

Awesome-LLM-Robustness: a curated list of Uncertainty, Reliability and Robustness in Large Language Models

Size: 168 KB - Last synced at: 9 days ago - Pushed at: 2 months ago - Stars: 744 - Forks: 48

valeman/awesome-conformal-prediction

A professionally curated list of awesome Conformal Prediction videos, tutorials, books, papers, PhD and MSc theses, articles and open-source libraries.

Size: 45 MB - Last synced at: about 10 hours ago - Pushed at: 8 days ago - Stars: 724 - Forks: 62

Renumics/awesome-open-data-centric-ai

Curated list of open source tooling for data-centric AI on unstructured data.

Size: 572 KB - Last synced at: 13 days ago - Pushed at: over 1 year ago - Stars: 717 - Forks: 35

ENSTA-U2IS-AI/awesome-uncertainty-deeplearning

This repository contains a collection of surveys, datasets, papers, and codes, for predictive uncertainty estimation in deep learning models.

Size: 321 KB - Last synced at: about 9 hours ago - Pushed at: about 2 months ago - Stars: 667 - Forks: 63

StatMixedML/XGBoostLSS

An extension of XGBoost to probabilistic modelling

Language: Python - Size: 90.2 MB - Last synced at: 12 days ago - Pushed at: 12 days ago - Stars: 598 - Forks: 63

AlaaLab/deep-learning-uncertainty

Literature survey, paper reviews, experimental setups and a collection of implementations for baselines methods for predictive uncertainty estimation in deep learning models.

Language: Jupyter Notebook - Size: 8.53 MB - Last synced at: 12 months ago - Pushed at: almost 3 years ago - Stars: 583 - Forks: 77

IntelLabs/bayesian-torch

A library for Bayesian neural network layers and uncertainty estimation in Deep Learning extending the core of PyTorch

Language: Python - Size: 252 KB - Last synced at: 25 days ago - Pushed at: 3 months ago - Stars: 576 - Forks: 79

axelbrando/Mixture-Density-Networks-for-distribution-and-uncertainty-estimation

A generic Mixture Density Networks (MDN) implementation for distribution and uncertainty estimation by using Keras (TensorFlow)

Language: Jupyter Notebook - Size: 14 MB - Last synced at: 29 days ago - Pushed at: almost 8 years ago - Stars: 349 - Forks: 91

deel-ai/puncc

👋 Puncc is a python library for predictive uncertainty quantification using conformal prediction.

Language: Python - Size: 13.8 MB - Last synced at: 7 days ago - Pushed at: 4 months ago - Stars: 325 - Forks: 17

StatMixedML/LightGBMLSS

An extension of LightGBM to probabilistic modelling

Language: Python - Size: 32 MB - Last synced at: about 1 month ago - Pushed at: 11 months ago - Stars: 299 - Forks: 31

JokerJohn/PALoc

[TMECH'2024] Official codes of ”PALoc: Advancing SLAM Benchmarking with Prior-Assisted 6-DoF Trajectory Generation and Uncertainty Estimation“

Language: C++ - Size: 74.3 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 298 - Forks: 13

zillow/quantile-forest

Quantile Regression Forests compatible with scikit-learn.

Language: Python - Size: 81.8 MB - Last synced at: 8 days ago - Pushed at: 8 days ago - Stars: 227 - Forks: 29

mattpoggi/mono-uncertainty

CVPR 2020 - On the uncertainty of self-supervised monocular depth estimation

Language: Python - Size: 38.1 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 222 - Forks: 24

baegwangbin/surface_normal_uncertainty

[ICCV 2021 Oral] Estimating and Exploiting the Aleatoric Uncertainty in Surface Normal Estimation

Language: Python - Size: 4.57 MB - Last synced at: 9 months ago - Pushed at: over 2 years ago - Stars: 220 - Forks: 22

JokerJohn/MS-Mapping

[ICRA@40] MS-Mapping: An Uncertainty-Aware Large-Scale Multi-Session LiDAR Mapping System

Language: C++ - Size: 131 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 218 - Forks: 10

baegwangbin/MaGNet

[CVPR 2022 Oral] Multi-View Depth Estimation by Fusing Single-View Depth Probability with Multi-View Geometry

Language: Python - Size: 2.69 MB - Last synced at: about 1 month ago - Pushed at: almost 3 years ago - Stars: 217 - Forks: 15

alfredgu001324/MapUncertaintyPrediction

[CVPR 2024 Award Candidate] Producing and Leveraging Online Map Uncertainty in Trajectory Prediction

Language: Python - Size: 17.7 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 200 - Forks: 13

YannDubs/Neural-Process-Family

Code for the Neural Processes website and replication of 4 papers on NPs. Pytorch implementation.

Language: Jupyter Notebook - Size: 2.36 GB - Last synced at: 7 months ago - Pushed at: 11 months ago - Stars: 199 - Forks: 45

Eaphan/GLENet

GLENet: Boosting 3D Object Detectors with Generative Label Uncertainty Estimation [IJCV2023]

Language: Python - Size: 3.19 MB - Last synced at: about 2 months ago - Pushed at: 11 months ago - Stars: 193 - Forks: 12

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).

Language: Jupyter Notebook - Size: 266 KB - Last synced at: 18 days ago - Pushed at: about 2 years ago - Stars: 175 - Forks: 43

joneswack/conformal-predictions-from-scratch

Various Conformal Prediction methods implemented from scratch in pure NumPy for an educational purpose.

Language: Jupyter Notebook - Size: 1.73 MB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 154 - Forks: 21

StatMixedML/CatBoostLSS

An extension of CatBoost to probabilistic modelling

Size: 6.82 MB - Last synced at: 24 days ago - Pushed at: over 1 year ago - Stars: 142 - Forks: 13

eliahuhorwitz/Conffusion

Official Implementation for the "Conffusion: Confidence Intervals for Diffusion Models" paper.

Language: Python - Size: 2.14 MB - Last synced at: 16 days ago - Pushed at: over 2 years ago - Stars: 139 - Forks: 5

Ephemeral182/UDR-S2Former_deraining

[ICCV'23] Sparse Sampling Transformer with Uncertainty-Driven Ranking for Unified Removal of Raindrops and Rain Streaks

Language: Python - Size: 162 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 129 - Forks: 7

fregu856/evaluating_bdl

Official implementation of "Evaluating Scalable Bayesian Deep Learning Methods for Robust Computer Vision", CVPR Workshops 2020.

Language: Python - Size: 183 MB - Last synced at: over 1 year ago - Pushed at: almost 5 years ago - Stars: 121 - Forks: 29

MolecularAI/QSARtuna

QSARtuna: QSAR model building with the optuna framework

Language: Jupyter Notebook - Size: 106 MB - Last synced at: about 1 month ago - Pushed at: 6 months ago - Stars: 115 - Forks: 17

liufeng2317/ADFWI

An Automatic Differentiation-based Waveform Inversion Framework Implemented in PyTorch.

Language: Python - Size: 680 MB - Last synced at: 14 days ago - Pushed at: 14 days ago - Stars: 99 - Forks: 14

nikitadurasov/masksembles

Official repository for the paper "Masksembles for Uncertainty Estimation" (CVPR2021).

Language: Python - Size: 253 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 92 - Forks: 12

pygpc-polynomial-chaos/pygpc

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

Language: Jupyter Notebook - Size: 731 MB - Last synced at: 14 days ago - Pushed at: 29 days ago - Stars: 80 - Forks: 25

borchero/natural-posterior-network

Official Implementation of "Natural Posterior Network: Deep Bayesian Predictive Uncertainty for Exponential Family Distributions" (ICLR, 2022)

Language: Python - Size: 1.05 MB - Last synced at: about 2 months ago - Pushed at: about 2 years ago - Stars: 79 - Forks: 12

sandialabs/UQTk

Sandia Uncertainty Quantification Toolkit

Language: Fortran - Size: 48.9 MB - Last synced at: 2 months ago - Pushed at: 5 months ago - Stars: 77 - Forks: 27

xxxnell/spatial-smoothing

(ICML 2022) Official PyTorch implementation of “Blurs Behave Like Ensembles: Spatial Smoothings to Improve Accuracy, Uncertainty, and Robustness”.

Language: Python - Size: 17.4 MB - Last synced at: 6 months ago - Pushed at: almost 3 years ago - Stars: 77 - Forks: 7

aangelopoulos/conformal-risk

Conformal prediction for controlling monotonic risk functions. Simple accompanying PyTorch code for conformal risk control in computer vision and natural language processing.

Language: Python - Size: 103 MB - Last synced at: 6 days ago - Pushed at: over 2 years ago - Stars: 66 - Forks: 8

asharakeh/probdet 📦

Code for "Estimating and Evaluating Regression Predictive Uncertainty in Deep Object Detectors." (ICLR 2021)

Language: Python - Size: 7.04 MB - Last synced at: 6 months ago - Pushed at: over 3 years ago - Stars: 65 - Forks: 20

duchao0726/DUAL

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

Language: Python - Size: 31.3 KB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 60 - Forks: 18

DLR-MI/UTrack

Multi-Object Tracking with Uncertain Detections [ECCV 2024 UnCV]

Language: Python - Size: 189 MB - Last synced at: 22 days ago - Pushed at: 7 months ago - Stars: 59 - Forks: 1

brain-research/ncp

Reliable Uncertainty Estimates in Deep Neural Networks using Noise Contrastive Priors

Language: Python - Size: 19.5 KB - Last synced at: about 2 years ago - Pushed at: about 5 years ago - Stars: 59 - Forks: 13

YutingLi0606/SURE

“SURE: SUrvey REcipes for building reliable and robust deep networks” (CVPR 2024) & (ECCV 2024 OOD-CV Challenge Winner)

Language: Python - Size: 5.55 MB - Last synced at: about 1 month ago - Pushed at: 6 months ago - Stars: 57 - Forks: 5

aangelopoulos/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.

Language: Python - Size: 5.24 MB - Last synced at: 6 days ago - Pushed at: about 2 years ago - Stars: 56 - Forks: 10

Kaleidophon/nlp-uncertainty-zoo

Model zoo for different kinds of uncertainty quantification methods used in Natural Language Processing, implemented in PyTorch.

Language: Python - Size: 7.83 MB - Last synced at: about 1 month ago - Pushed at: about 2 years ago - Stars: 53 - Forks: 5

langnico/GEDI-BDL

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".

Language: Python - Size: 30.3 KB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 53 - Forks: 23

cvlab-stonybrook/zero-shot-counting

CVPR2023 Zero-shot Counting

Language: Python - Size: 1.57 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 52 - Forks: 3

Cogito2012/UString

[ACM MM 2020] Uncertainty-based Traffic Accident Anticipation

Language: Python - Size: 18.9 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 52 - Forks: 19

ldkong1205/Calib3D

[WACV 2025 Oral] Calib3D: Calibrating Model Preferences for Reliable 3D Scene Understanding

Language: Python - Size: 13.6 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 47 - Forks: 3

ExplainableML/BayesCap

(ECCV 2022) BayesCap: Bayesian Identity Cap for Calibrated Uncertainty in Frozen Neural Networks

Language: Jupyter Notebook - Size: 28.2 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 45 - Forks: 3

dlmacedo/distinction-maximization-loss

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.

Language: Python - Size: 2.45 MB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 45 - Forks: 5

Ruiyang-061X/Awesome-MLLM-Uncertainty

✨A curated list of papers on the uncertainty in multi-modal large language model (MLLM).

Size: 381 KB - Last synced at: 3 days ago - Pushed at: about 1 month ago - Stars: 44 - Forks: 0

astra-vision/PaSCo

[CVPR 2024 Oral - Best paper award candidate] Official repository of "PaSCo: Urban 3D Panoptic Scene Completion with Uncertainty Awareness"

Language: Python - Size: 160 MB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 44 - Forks: 2

zyh-uaiaaaa/Relative-Uncertainty-Learning

Official implementation of our NeurIPS2021 paper: Relative Uncertainty Learning for Facial Expression Recognition

Language: Python - Size: 1.88 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 43 - Forks: 5

IntelLabs/AVUC 📦

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

Language: Python - Size: 9.98 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 41 - Forks: 10

gengshan-y/monodepth-uncertainty

Inferring distributions over depth from a single image, IROS 2019

Language: Python - Size: 2.29 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 39 - Forks: 2

giannifranchi/LP_BNN

This repository contains an official implementation of LPBNN.

Language: Python - Size: 688 KB - Last synced at: 3 months ago - Pushed at: almost 2 years ago - Stars: 39 - Forks: 6

ENSTA-U2IS-AI/LDU

Latent Discriminant deterministic Uncertainty [ECCV2022]

Language: Python - Size: 569 KB - Last synced at: 4 months ago - Pushed at: almost 3 years ago - Stars: 39 - Forks: 6

AlaaLab/conformal-metalearners

[ NeurIPS 2023 ] Official Codebase for "Conformal Meta-learners for Predictive Inference of Individual Treatment Effects"

Language: Python - Size: 3.23 MB - Last synced at: 12 months ago - Pushed at: over 1 year ago - Stars: 38 - Forks: 6

ExplainableML/UncerGuidedI2I

Uncertainty Guided Progressive GANs for Medical Image Translation

Language: Jupyter Notebook - Size: 44.3 MB - Last synced at: about 2 years ago - Pushed at: almost 4 years ago - Stars: 38 - Forks: 10

elisim/piven

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.

Language: Jupyter Notebook - Size: 5.26 MB - Last synced at: about 1 month ago - Pushed at: about 2 years ago - Stars: 36 - Forks: 4

Lingkai-Kong/Calibrated-BERT-Fine-Tuning

Code for Paper: Calibrated Language Model Fine-Tuning for In- and Out-of-Distribution Data

Language: Python - Size: 20 MB - Last synced at: 1 day ago - Pushed at: over 4 years ago - Stars: 35 - Forks: 3

madsjulia/AffineInvariantMCMC.jl

Affine Invariant Markov Chain Monte Carlo (MCMC) Ensemble sampler

Language: Julia - Size: 735 KB - Last synced at: 4 days ago - Pushed at: 6 months ago - Stars: 32 - Forks: 9

ika-rwth-aachen/OCCUQ

[ICRA2025] OCCUQ: Exploring Efficient Uncertainty Quantification for 3D Occupancy Prediction

Language: Python - Size: 9.79 MB - Last synced at: 12 days ago - Pushed at: 12 days ago - Stars: 31 - Forks: 1

Ruiyang-061X/VL-Uncertainty

🔎Official code for our paper: "VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation".

Language: Python - Size: 7.12 MB - Last synced at: 28 days ago - Pushed at: about 2 months ago - Stars: 31 - Forks: 2

stadlmax/Graph-Posterior-Network

Graph Posterior Network: Bayesian Predictive Uncertainty for Node Classification (NeurIPS 2021)

Language: Python - Size: 14.8 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 31 - Forks: 11

jhornauer/GrUMoDepth

Gradient-based Uncertainty for Monocular Depth Estimation (ECCV 2022)

Language: Python - Size: 361 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 30 - Forks: 3

MengyuanChen21/ECCV2022-DELU

[ECCV 2022] Dual-Evidential Learning for Weakly-supervised Temporal Action Localization

Language: Python - Size: 339 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 29 - Forks: 7

gd-zhang/noisy-K-FAC

Natural Gradient, Variational Inference

Language: Python - Size: 296 KB - Last synced at: 26 days ago - Pushed at: over 5 years ago - Stars: 29 - Forks: 5

ENSTA-U2IS-AI/MUAD-Dataset

MUAD: Multiple Uncertainties for Autonomous Driving, a benchmark for multiple uncertainty types and tasks [BMVC 2022]

Language: Python - Size: 72.3 KB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 27 - Forks: 1

Impression2805/Awesome-Failure-Detection

A list of papers that studies out-of-distribution (OOD) detection and misclassification detection (MisD)

Size: 96.7 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 27 - Forks: 1

lppllppl920/DenseReconstruction-Pytorch

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

Language: Python - Size: 112 MB - Last synced at: almost 2 years ago - Pushed at: about 3 years ago - Stars: 27 - Forks: 4

PatrickTUM/UnCRtainTS

Language: Python - Size: 465 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 26 - Forks: 0

jonghyunharrylee/pyPCGA

pyPCGA: fast and scalable inverse modeling approach

Language: Python - Size: 192 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 24 - Forks: 13

reml-lab/hetvae

Heteroscedastic Temporal Variational Autoencoder For Irregularly Sampled Time Series

Language: Jupyter Notebook - Size: 17.7 MB - Last synced at: almost 2 years ago - Pushed at: almost 3 years ago - Stars: 24 - Forks: 10

JohnleeHIT/SLEX-Net

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

Language: Python - Size: 22.6 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 22 - Forks: 3

mourga/transformer-uncertainty

Code for evaluating uncertainty estimation methods for Transformer-based architectures in natural language understanding tasks.

Language: Python - Size: 29.1 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 22 - Forks: 0

Wang-ML-Lab/bayesian-peft

[NeurIPS 2024] BLoB: Bayesian Low-Rank Adaptation by Backpropagation for Large Language Models

Language: Python - Size: 220 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 21 - Forks: 4

antonbaumann/MIMO-Unet

PyTorch implementation of Probabilistic MIMO U-Net

Language: Python - Size: 623 KB - Last synced at: 15 days ago - Pushed at: 9 months ago - Stars: 21 - Forks: 3

moloud1987/UncertaintyFuseNet-for-COVID-19-Classification

Code implementation of 'UncertaintyFuseNet: Robust Uncertainty-aware Hierarchical Feature Fusion with Ensemble Monte Carlo Dropout for COVID-19 Detection'

Language: Jupyter Notebook - Size: 387 KB - Last synced at: 3 months ago - Pushed at: over 2 years ago - Stars: 21 - Forks: 4

StatMixedML/Py-BoostLSS

An extension of Py-Boost to probabilistic modelling

Language: Python - Size: 5.07 MB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 21 - Forks: 0

microsoft/protein-uq

Benchmarking uncertainty quantification methods on proteins.

Language: Jupyter Notebook - Size: 131 MB - Last synced at: about 9 hours ago - Pushed at: 3 months ago - Stars: 20 - Forks: 4

pianoza/LayerEnsembles

The source code for the Layer Ensembles paper published in MICCAI 2022 (Singapore).

Language: Python - Size: 717 KB - Last synced at: over 1 year ago - Pushed at: almost 3 years ago - Stars: 20 - Forks: 0

bond005/yandex-shifts-weather

The best solution of the Weather Prediction track in the Yandex Shifts challenge

Language: Jupyter Notebook - Size: 316 MB - Last synced at: about 1 month ago - Pushed at: over 3 years ago - Stars: 20 - Forks: 1

asmitapoddar/uncertainty-estimation-DiabeticRetinopathy

Estimating uncertainty of neural networks for automated screening of Diabetic Retinopathy using the PyTorch framework. Generated visual explanation of the deep learning system to convey the pixels in the image that influences its decision Integrated Gradient method.

Language: Python - Size: 439 KB - Last synced at: 5 months ago - Pushed at: about 5 years ago - Stars: 20 - Forks: 3

xxxnell/temporal-smoothing

(AAAI 2021) Official TensorFlow implementation of "Vector Quantized Bayesian Neural Network Inference for Data Streams", a temporal smoothing for efficient uncertainty estimation

Language: Jupyter Notebook - Size: 88.8 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 19 - Forks: 3

fregu856/regression_uncertainty

Official implementation of "How Reliable is Your Regression Model's Uncertainty Under Real-World Distribution Shifts?", TMLR 2023.

Language: Python - Size: 487 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 17 - Forks: 0

SiyuanYan1/Transmission-BVM

Dataset and code of our AAAI2022 paper "Transmission-Guided Bayesian Generative Model for Smoke Segmentation"

Language: Python - Size: 43 KB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 17 - Forks: 6

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.

Language: Python - Size: 4.16 MB - Last synced at: 4 days ago - Pushed at: over 2 years ago - Stars: 17 - Forks: 3