Search Results - RepositoryStats

130

1.8k

mit

35

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

metrics toolbox sharpness calibration uncertainty recalibration scoring-rules visualization visualizations uncertainty-metrics uncertainty-toolbox bayesian-deep-learning predictive-uncertainty uncertainty-estimation uncertainty-calibration bayesian-neural-networks uncertainty-quantification

Created 2020-09-06

151 commits to main branch, last one about a year ago

PyTorch-BayesianCNN kumar-shridhar

324

1.4k

mit

31

Bayesian Convolutional Neural Network with Variational Inference based on Bayes by Backprop in PyTorch.

bayes python pytorch pytorch-cnn bayesian-network bayes-by-backprop bayesian-convnets bayesian-networks image-recognition variational-bayes bayesian-inference bayesian-statistics variational-inference bayesian-deep-learning aleatoric-uncertainties bayesian-neural-networks convolutional-neural-networks

Created 2018-07-27

308 commits to master branch, last one 3 years ago

blitz-bayesian-deep-learning piEsposito

106

937

gpl-3.0

15

A simple and extensible library to create Bayesian Neural Network layers on PyTorch.

pytorch bayesian-layers pytorch-tutorial bayesian-deep-learning pytorch-implementation bayesian-neural-networks

Created 2020-02-28

234 commits to master branch, last one 2 years ago

bdl-benchmarks OATML

94

663

apache-2.0

23

Bayesian Deep Learning Benchmarks

benchmark-framework diabetic-retinopathy bayesian-deep-learning

Created 2019-06-01

25 commits to alpha branch, last one 3 years ago

bayesian-torch IntelLabs

73

540

bsd-3-clause

18

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

pytorch deep-learning bayesian-layers bayesian-inference deep-neural-networks bayesian-deep-learning uncertainty-estimation bayesian-neural-networks uncertainty-quantification uncertainty-neural-networks stochastic-variational-inference

Created 2020-12-17

140 commits to main branch, last one 10 months ago

BayesianDeepLearning-Survey js05212

62

505

unknown

29

Bayesian Deep Learning: A Survey

bdl arxiv survey bayesian deep-learning neural-networks machine-learning bayesian-deep-learning variational-autoencoders

Created 2019-07-17

169 commits to master branch, last one 10 days ago

TransMorph_Transformer_for_Medical_Image_Registration junyuchen245

76

450

mit

6

TransMorph: Transformer for Unsupervised Medical Image Registration (PyTorch)

transformer deep-learning diffeomorphism image-alignment swin-transformer image-registration vision-transformer bayesian-deep-learning

Created 2021-06-30

483 commits to main branch, last one about a month ago

kfac-jax google-deepmind

23

249

apache-2.0

11

Second Order Optimization and Curvature Estimation with K-FAC in JAX.

optimization machine-learning bayesian-deep-learning

Created 2022-03-18

258 commits to main branch, last one a day ago

BayeSeg obiyoag

5

81

apache-2.0

2

[MedIA Best Paper Award] Official implementation of MedIA paper "BayeSeg: Bayesian Modelling for Medical Image Segmentation with Interpretable Generalizability"

image-segmentation model-generalization statistical-modelling variational-inference bayesian-deep-learning

Created 2023-07-14

4 commits to main branch, last one 4 months ago

natural-posterior-network borchero

13

79

mit

4

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

pytorch deep-learning machine-learning bayesian-deep-learning uncertainty-estimation

Created 2022-01-24

6 commits to main branch, last one 2 years ago

spatial-smoothing xxxnell

7

77

apache-2.0

3

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

pytorch robustness uncertainty neural-network bayesian-deep-learning uncertainty-estimation bayesian-neural-networks uncertainty-quantification

Created 2020-12-31

63 commits to master branch, last one 2 years ago

DUN cambridge-mlg

11

72

mit

8

Code for "Depth Uncertainty in Neural Networks" (https://arxiv.org/abs/2006.08437)

pytorch robustness uncertainty learnt-depth deep-learning network-depths neural-networks machine-learning bayesian-inference reproducible-paper reproducible-research variational-inference bayesian-deep-learning probabilistic-inference bayesian-neural-networks expectation-maximization neural-architecture-search uncertainty-quantification uncertainty-neural-networks probabilistic-neural-network

Created 2020-06-12

7 commits to master branch, last one 3 years ago

GEDI-BDL langnico

27

61

unknown

3

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".

cnn gedi lidar 1d-cnn waveform regression deep-learning 1d-convolution deep-ensembles bayesian-deep-learning uncertainty-estimation convolutional-neural-networks

Created 2021-07-21

2 commits to main branch, last one 3 years ago

UncerGuidedI2I ExplainableML

11

50

gpl-3.0

5

Uncertainty Guided Progressive GANs for Medical Image Translation

gans pytorch deep-learning medical-imaging bayesian-deep-learning uncertainty-estimation image-to-image-translation

Created 2021-06-29

10 commits to main branch, last one 3 years ago

deep-weight-prior SamsungLabs

8

44

mit

12

The Deep Weight Prior, ICLR 2019

iclr prior-knowledge bayesian-deep-learning

Created 2019-02-18

11 commits to master branch, last one 3 years ago

LaplaceRedux.jl JuliaTrustworthyAI

4

41

mit

3

Effortless Bayesian Deep Learning through Laplace Approximation for Flux.jl neural networks.

julia machine-learning laplace-approximation bayesian-deep-learning

Created 2022-02-09

695 commits to main branch, last one 6 days ago

LP_BNN giannifranchi

5

39

unknown

1

This repository contains an official implementation of LPBNN.

resnet pytorch deep-learning bayesian-deep-learning uncertainty-estimation uncertainty-quantification

Created 2020-11-21

15 commits to main branch, last one about a year ago

BayeSeg shangqigao

3

38

mit

3

The official implementation of "Joint Modeling of Image and Label Statistics for Enhancing Model Generalizability of Medical Image Segmentation" via Pytorch

image-segmentation image-decomposition cardiac-segmentation model-generalization statistical-modeling variational-inference bayesian-deep-learning

Created 2022-06-08

17 commits to main branch, last one about a year ago

ProbVLM ExplainableML

2

32

mit

5

ProbVLM: Probabilistic Adapter for Frozen Vision-Language Models

pytorch vision-language-model bayesian-deep-learning uncertainty-estimation uncertainty-quantification

Created 2023-08-15

9 commits to main branch, last one 11 months ago