Source Code Collection for Reproducible Research

Posted 2022-08-31 凌风探梅

Source Code Collection for Reproducible Research

【 http://www.csee.wvu.edu/~xinl/source.html】

“It doesn't matter how beautiful your theory is, it doesn't matter how smart you are. If it doesn't agree with experiment, it's wrong” - Richard Feynman

 

"As a method for finding things out, science lives by its disdain for authority and its reliance on experimentation." - Chris Quigg

 

Welcome on this site about reproducible research in computational science (including signal processing, computer vision, machine learning and neural computation). This site is intended to share the source codes of the latest advances in various technical fields to the best of my knowledge. Only through Reproducible Research (RR), can we live up to the standard that hard-core science has established since Bacon and Newton. If you know of any release of the source codes that is missing from the list or any broken link, please kindly let me know.

Image denoising

• Wavelet-based soft/hard thresholding and TI denoising  Wavelab
• Spatially adaptive image denoising under overcomplete expansion   SA-OE
• Low-complexity image denoising based on statistical modeling of wavelet coefficientscode
• Bayesian Least-Square Gaussian Scalar Mixture  BLS-GSM
• Wavelet-domain HMM for image denoising  WHMT
• Fields of experts model for image denoising FoE
• Learning sparse representation for image denoising K-SVD
• Shape adaptive DCT based image denoising SA-DCT
• Nonlocal mean based image denoising codecode2
• Block matching 3D (BM3D) image denoising BM3D
• Product of Edgeperts denoising  PoEdges
• Total Least-Square (TLS) image denoising TLS
• AVMF color image denoising  AVMF
• Multiscle LMMSE-based image denoising   code
• Kernel regression based image denoising code
• Belief propagation for image restoration code
• Gaussian Field-of-Expert (GFoE) denoising code
• Active random field learning code

• Clustering-based Denoising using Locally Learned Dictionaries (K-LLD)

• Local Pixel Grouping (LPG)-PCA image denoising
• Learning Non-Local Range Markov Random Field for Image Restoration code
• Image denoising via dictionary learning and structural clustering

Image coding

• JPEG-LS standardLOCO-I
• Context-Based, Adaptive, Lossless Image Coding  CALIC
• Edge directed prediction for lossless image compression  EDP
• TMW lossless image compression Download Code(lost in cyberspace)
• Minimum rate prediction with DP-based optimization  Code
• Embedded Predictive Wavelet Image Coder Code
• SPIHT image codec  SPIHTMATLAB codes (third-party implementation)
• Estimation Quantization lossy image codec EQ
• Least-Square Estionation Quantization CodecLS-EQ
• EBCOT codec for JPEG2000  EBCOT

Image demosaicing

• Primary-consistent soft-decision (PCSD)-based scheme executable
• Alternate projection (AP)-based scheme AP
• Adaptive Homogeneity-Directed (AHD) demosaicing  AHD
• DLMMSE demosaicing   DLMMSE
• Demosaicing by successive approximation  SA
• Demosaicing by directional filtering and a posteriori decision  dfapd
• LPA-ICI demosaicing LPA-ICI
• Lukac's demosaicing toolbox  Download
• A Model of Retinal Local Adaptation for the Tone Mapping of Color Filter Array Images

Image interpolation and Superresolution

• Linear interpolation revitalized
• New edge directed interpolation (NEDI) code
• Directional filtering and data fusion  DFDF
• Wavelet-based texture image interpolation wt_interp
• Fast and robust superresolution (SR) toolbox  UCSC-SR
• Superresolution for synthetic zooming syn_zoom
• EPFL's frequency-domain approach  EPFL
• Support vector machine based image superresolution   result
• Image interpolation using multiscale geometric representations  Code
• Kriging-based Best Linear Unbiased Estimator   Code
• Image interpolation by adaptive 2D autoregressive modeling and soft-decision estimation   Executable
• Super-resolution GUI developed by Bahadir at LSU
• Super-resolution via sparse coding  code
• Super-resolution with sparse mixing estimators
• Machine learning in multi-frame SR
• Example-based learning for super-resolution
• Super Resolution using Edge Prior and Single Image Detail Synthesis code
• Binary halftone image resolution increasing by decision tree learning
• Simultaneous motion deblurring and super-resolution

Image segmentation/parsing and matting

• Image segmentation by normalized cut  Ncut
• Epitome-based image segmentation  epitome
• Bayesian multiscale image segmentation SMAP
• Graph-cut Based Image Segmentation  segment
• EDISON System  EDISON
• Pfinder system  Pfinder
• A closed form solution to image matting matting
• Spectral matting  code
• Level set evolution without reinitialization  Code
• Implicit active contour driven by local binary fitting energy  Code
• Snakes, Shapes, and Gradient Vector Flow Code
• Unsupervised learning of finite mixture model  Code
• DDMCMC Image Segmentation
• Image Segmentation by Generalized SW-cuts
• A generalized model for scratch detection
• Biased normalized cut
• Global contrast based salient region detection
• Generalizing Swendsen-Wang to sampling arbitrary posterior probabilities code

Stereo matching& SfM

• A taxonomy and evaluation of dense two-frame stereo correspondence algorithms code
• Graph cut based stereo matching    code
• Belief propagation based stereo matchingcode
• A roadmap to the integration of early visual modules  Code
• Adaptive support-weight approach  Code
• Energy minization based stereo matching
• Energy Based Multiple Model Fitting for Non-Rigid Structure from Motion code

Image deblurring

• Fourier-Wavelet Regularized Deconvolution ForWard
• Pointwise SA-DCT regularized deconvolution SA-DCT
• Image deconvolution using a natural image prior  Code
• Total-Variation (TV) based image deblurring Code
• Two-step iterative shrinkage/thresholding algorithms for image restoration Code
• Iterative methods for image restoration  Code
• ICA Toolbox for blind image separation
• L0-AbS Deblur 1.0

• Regularized Kernel Regression-Based Deblurring (AKTV)

• Projection-based deblurring with fine-granularity and spatially adaptive regularization
• Fast Gradient-Based Algorithms for Constrained Total Variation Image Deblurringcode
• Image deblurring by adaptive sparse domain selection and adaptive regularization code

Blind image deblurring

• Removing Camera Shake from a Single Image code_request_form
• Coded exposure for motion deblurring
• Invertible Motion Blur in Video
• High-quality blind motion deblurring (executables only)
• Quality measure for Blind deblurring methods

• Eficient Marginal Likelihood Optimization in Blind Deconvolution code

• Analyzing spatially varying blur
• blind deconvolution using a normalized sparsity measure
• Blur Kernel Estimation using the Radon Transform code

 

Image inpainting/Texture synthesis

• Exemplar-based image inpainting  code
• Fields of experts model for image inpainting  FoE
• Image recovery via adaptive sparse representation code
• Least-Square based sequential error concealment  nsec
• Patch-based nonlocal error concealment
• Wavelet-domain parametric model  code
• Image recovery via hybrid sparse representation

• Higher Order SVD Analysis for Dynamic Texture Synthesis

PDE-based image processing

• Perona-Malik nonlinear diffusion  code code2
• Total variation based image denoising codecode2
• Shock filter for image enhancement   code
• Weickert's anisotropic diffusion  code
• Mean curvature diffusion (MCD)   code
• A variational method for image recovery code

Image quality assessment

• Universal image quality index   code
• Structural SIMilarity (SSIM) index   code
• Degradation model  code
• FSIM: A Feature Similarity Index for Image Quality Assessment code

Biometrics

• Fingerprint enhancement and matching
• Daugman's iris recognition algorithm implementation

• Photorealistic Models for Pupil Light Reflex and Iridal Pattern Deformation

• Gabor Feature based Sparse Representation for Face Recognition code
• Robust Sparse Coding for Face Recognitioncode
• Face recognition software at face-rec.org
• Ling Feng's speaker recognition sources

 

HDR imaging

• HDR image rendering using a retinex-based adaptive filter

• Digital Camera Workflow for HDR Images Using a Model of Retinal Processing

• HDR image rendering by iCAM06 model
• Rafal Mantiuk's research on HDR imaging

Gradient-domain image processing

• Distributed Gradient-Domain Processing of Planar and Spherical Images

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