markov-random-field

There are 6 repositories under markov-random-field topic.

AliMorty / Markov-Random-Field-Project
This project has two parts. In part one, we use markov random field to denoise an image. In Part two, we use similar model for image segmentation.
image-segmentation probabilistic-graphical-models denoising-images markov-random-field
Language:Jupyter Notebook 111
dthuerck / mapmap_cpu
A high-performance general-purpose MRF MAP solver, heavily exploiting SIMD instructions.
simd simd-programming markov-random-field mrf computer-vision massively-parallel vectorization algorithm feedback-vertex-set dynamic-programming
Language:C++ 100
xinario / defocus_segmentation
LBP-based segmentation of defocus blur
lbp segmentation sharpness defocus-segmentation computer-vision defocus-blur local-binary-patterns defocus-map markov-random-field blur-detection out-of-focus defocus-estimation defocus-map-estimation low-depth-of-field
Language:MATLAB 61
PauloCarvalhoRJ / gammaray
GammaRay: a graphical interface to GSLib and other geomodeling algorithms. *NEW* in May, 6th: Drift analysis.
geostatistics gslib earthsciences kriging variogram estimation simulation classification regression cart random-forest fft stratigraphic-grid emd gabor discrete-wavelet-transformation markov-random-field markov-chain-monte-carlo vertical-proportion-curve contact-analysis
Language:C++ 39
imkanghan / crowd-counting
Image Crowd Counting Using Convolutional Neural Network and Markov Random Field
crowd-counting convolutional-neural-networks markov-random-field
Language:C++ 34
nicholasjclark / MRFcov
Markov random fields with covariates
network-analysis graphical-models networks markov-random-field conditional-random-fields r-package multivariate-analysis multivariate-statistics machine-learning
Language:R 23
UBGewali / tutorial-UGM-hyperspectral
A Tutorial on Modeling and Inference in Undirected Graphical Models for Hyperspectral Image Analysis
hyperspectral-image-classification graphical-models markov-random-field conditional-random-fields hyperspectral
Language:MATLAB 21
hrshtv / HMRF-GMM-EM-Segmentation
Image segmentation using the EM algorithm that relies on a GMM for intensities and a MRF model on the labels. Based on "Segmentation of brain MR images through a hidden Markov random field model and the expectation-maximization algorithm" (Zhang, Y et al.)
segmentation expectation-maximization gmm mrf icm bayesian-inference em gaussian-mixture-models markov-random-field hidden-markov-random-field bayesian image-segmentation matlab
Language:MATLAB 19
YunyiShen / CAR-LASSO
Conditional Auto-Regressive LASSO in R
gaussian-field lasso-regression bayesian markov-random-field
Language:C++ 17
gdikov / hybrid-stereo-matching
Framework for event- and frame-based stereo matching using SNNs and MRFs
stereo-matching spinnaker spiking-neural-networks markov-random-field
Language:Jupyter Notebook 16
hrshtv / Bayesian-Image-Super-Resolution
A Bayesian framework for Multi-Frame Image Super-Resolution. Based on "Bayesian Image Super-Resolution" (ME Tipping and CM Bishop, NeurIPS 2003)
super-resolution image-super-resolution multi-frame-super-resolution mfsr bayesian-inference mrf markov-random-field pytorch total-variation huber gaussian-processes bayesian
Language:Jupyter Notebook 14
mpes-kit / fuller
Probabilistic machine learning for reconstruction and parametrization of electronic band sturcture from photoemission spectroscopy data
reconstruction markov-random-field photoemission machine-learning arpes probabilistic-graphical-models inference mpes band-structure fitting materials-informatics materials-science electron-spectroscopy
Language:Jupyter Notebook 12
tlienart / EPBP
Expectation Particle Belief Propagation code
bayesian-inference markov-random-field belief-propagation importance-sampling expectation-propagation
Language:Julia 11
Freguglia / mrf2d
An R package for analysis of Markov Random Fields on 2-dimensional lattices.
r rpackage markov-random-field hidden-markov-model hidden-markov-models gibbs-energy mrf cran neighborhood mrf-models
Language:R 9
ytakashina / depynd
Evaluating dependencies among random variables.
machine-learning graphical-models feature-selection information-theory mutual-information markov-random-field python
Language:Jupyter Notebook 8
aminrashidbeigi / mrf-segmentation-denoising
Probabilistic Graphical Models final project
mrf image-segmentation probabilistic-graphical-models noise-reduction simulated-annealing naive-bayes naive-bayes-classifier markov-random-field
Language:Jupyter Notebook 4
hamzaelsaawy / DiscreteFactors.jl
Factor potentials for factor graphs, Bayesian networks, and Markov random fields
markov-random-field factor factor-graph probabilistic-graphical-models
Language:Julia 4
hrshtv / Bayesian-Image-Denoising
A MAP-MRF Framework for Image Denoising
bayesian bayesian-inference denoising huber image-denoising map markov-random-field matlab maximum-a-posteriori-estimation mrf mri rician
Language:MATLAB 4
tlienart / EPInference.jl
A package to perform EP inference in a variety of settings
bayesian-inference statistics expectation-propagation markov-random-field
Language:Julia 4
salimandre / texture-inpainting
Implementation of microtexture inpainting method using a probabilistic model.
kriging-method conditional-simulation texture-synthesis gaussian-random-field markov-random-field generative-model image-processing
Language:MATLAB 3
teanalab / MRF-L
TREC'15 CDS Competition: WSU-IR at TREC 2015 Clinical Decision Support Track: Joint Weighting of Explicit and Latent Medical Query Concepts from Diverse Sources [code]
trec cds optimization umls dbpedia markov-random-field sequential-dependence-model wsu-ir
Language:C++ 3
ycui11 / Image-denoising-through-DeepAE-and-markov-random-field
python tensorflow cnn deepae deeplearning markov-random-field
Language:Python 3
aaBadri / image-segmentation-mrf
This project uses MRF (Markov Random Field) to remove noise from the image and segment it.
pgm probabilistic-graphical-models image-segmantation image-denoising markov-random-field
Language:Jupyter Notebook 2
alarsyo / speedy-parrot
WASM demo of Markov random fields for image processing
image-processing markov-random-field rust wasm
Language:Rust 2
andeek / conclique
R package containing helpful functions for dealing with spatial data and concliques.
markov-chain-monte-carlo markov-random-field rcpp rcpparmadillo rstats spatial-data
Language:C++ 2
Lioscro / fbgbp
Optimized belief propagation on arbitrary graphs with binary states.
belief-propagation markov-random-field
Language:C++ 2
ma-compbio / SPIN
nuclear compartmentalization, 3D genome, nuclear bodies, MRF
3d-genome markov-random-field genome-compartmentalization genome-segmentation nuclear-compartmentalization nuclear-genome
Language:Python 2
mbrg / face-it
An AI Paint-Artist
face-recognition markov-random-field saliency facebook-api hackathon
Language:JavaScript 2
minhIMT97 / Image-Synthesis-with-CNN-MRF
This is the repository for the course Computational Imaging project with the subject: Combination of Convolutional Neural Network and Markov Random Field for image synthesis.
image-synthesis pytorch convolutional-neural-networks markov-random-field resnet-34 vgg-19
Language:Jupyter Notebook 2
wasineer-dev / braid
Predict protein complexes from high-throughput data
clustering markov-random-field protein-complexes protein-protein-interaction proteins python
Language:Python 2
znadrich / stmRf
Spatial-Temporal Markov Random Field Tools
markov random field markov-random-field
Language:R 2
alexkonrad / monocular-depth-estimation
[CV] Estimates depth from a single image with Markov Random Fields.
computer-vision monocular-depth-estimation markov-random-field
Language:MATLAB 1
hrshtv / MRF-Segmentation-Graph-Cuts
An implementation of "Exact Maximum A Posteriori Estimation for Binary Images" (D. Greig, B. Porteous and A. Seheult)
gmm mrf markov-random-field segmentation graph-cut minimum-cut ford-fulkerson bayesian-inference maximum-a-posteriori-estimation gaussian-mixture-models bayesian networkx python image-segmentation
Language:Jupyter Notebook 1
nicholasjclark / Mediterranean-Fishes-MRF
R code to reproduce analyses in "Rapid winter warming could disrupt coastal marine fish community structure" (Clark et al, Nature Climate Change, 2020)
multivariate machine-learning ecology-modelling network-analysis markov-random-field rstats graphical-models climate-change boosted-trees data-science
Language:R 1
salvaRC / Factor-Graph-Learning
Learn a Factor Graph, or Markov Random Field (MRF), from data/observations. I.e. do PGM parameter learning.
factor-graph mrf markov-random-field diy scratch-implementation numpy numba parameter-estimation
Language:Python 1
zinsmatt / StereoVision_Markov_Random_Fields
Use Markov Random Fields to improve the basic stereo block matching algorithm
stereo-vision computer-vision markov-random-field
Language:C++ 1

markov-random-field

AliMorty / Markov-Random-Field-Project

dthuerck / mapmap_cpu

xinario / defocus_segmentation

PauloCarvalhoRJ / gammaray

imkanghan / crowd-counting

nicholasjclark / MRFcov

UBGewali / tutorial-UGM-hyperspectral

hrshtv / HMRF-GMM-EM-Segmentation

YunyiShen / CAR-LASSO

gdikov / hybrid-stereo-matching

hrshtv / Bayesian-Image-Super-Resolution

mpes-kit / fuller

tlienart / EPBP

Freguglia / mrf2d

ytakashina / depynd

aminrashidbeigi / mrf-segmentation-denoising

hamzaelsaawy / DiscreteFactors.jl

hrshtv / Bayesian-Image-Denoising

tlienart / EPInference.jl

salimandre / texture-inpainting

teanalab / MRF-L

ycui11 / Image-denoising-through-DeepAE-and-markov-random-field

aaBadri / image-segmentation-mrf

alarsyo / speedy-parrot

andeek / conclique

Lioscro / fbgbp

ma-compbio / SPIN

mbrg / face-it

minhIMT97 / Image-Synthesis-with-CNN-MRF

wasineer-dev / braid

znadrich / stmRf

alexkonrad / monocular-depth-estimation

hrshtv / MRF-Segmentation-Graph-Cuts

nicholasjclark / Mediterranean-Fishes-MRF

salvaRC / Factor-Graph-Learning

zinsmatt / StereoVision_Markov_Random_Fields