来自西弗吉利亚大学li xin整理的CV代码合集

Reproducible Research in Computational Science

 

“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 to 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 throughReproducible 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

• Bayesian Structured Sparse Coding (BSSC)
• 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 coefficients code
• 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 code code2
• 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
• Leaning simultaneous sparsity coding (LSSC) code (only runs on 64-bit Linux machine with MATLAB)
• BM3D image denoising with shape - adaptive principal component analysis (BM3D-SAPCA) code
• Learning Non-Local Range Markov Random Field for Image Restoration code
• Image denoising via dictionary learning and structural clustering
• From Learning Models of Natural Image Patches to Whole Image Restoration code
• Image denoising: Can plain Neural Networks compete with BM3D?
• Patch-based Locally Optimal Wiener Filtering for Image Denoising
• Nonparametric Bayesian Dictionary Learning for Analysis of Noisy and Incomplete Images code
• Spatially adaptive iterative singular-value threshodlign (SAIST) code
• Image Denoising using the Higher Order Singular Value Decomposition code
• Dual-Domain Image Denoising code
• Bayesian Structured Sparse Coding (BSSC)

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 Codec LS-EQ
• EBCOT codec for JPEG2000  EBCOT
• Multiple description coding with prediction compensationcode
• Multiple description image coding based on lagrangian rate allocation code

Image demosaicing

• Primary-consistent soft-decision (PCSD)-based schemeexecutable
• 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
• A Model of Retinal Local Adaptation for the Tone Mapping of Color Filter Array Images
• Leaning simultaneous sparsity coding (LSSC) code (only runs on 64-bit Linux machine with MATLAB)
• PCA-based Spatially Adaptive Denoising of CFA Images for Single-Sensor Digital Cameras code
• Self-similarity driven image demosaicing
• Color Demosaicking by Local Directional Interpolation and Non-local Adaptive Thresholding code
• Residual Interpolation for color image demosaicking
• Vector-Valued Image Processing by Parallel Level Sets

Image interpolation and Superresolution

• Linear interpolation revitalized
• New edge directed interpolation (NEDI) code
• Signal Discrete Sinc-interpolation in DCT Domain 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
• Multi-frame image super-resolution
• Super-resolution via sparse coding  code
• Super-resolution through neighbor embedding 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
• Exploiting Self-Similarities for Single Frame Super-Resolution code
• Fast image/video upsampling (binary executables only)
• Image deblurring and supper-resolution by adaptive sparse domain selection and adaptive regularization code
• Image and video upsampling from local self-examples code(third-party implementation)
• Semi-Coupled Dictionary Learning with Applications to Image Super-resolution and Photo-Sketch Synthesis
• Sparse Representation based Image Interpolation with Nonlocal Autoregressive Modeling
• Structured Face Hallucination code
• Anchored Neighborhood Regression for Fast Example-Based Super-Resolution code

RGBD image processing

• Indoor Segmentation and Support Inference from RGBD Images
• Unsupervised Feature Learning for RGB-D Based Object Recognition
• Image Guided Depth Map Upsampling

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 Code2
• EDISON System  EDISON Code2
• 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
• Power Watersheds (iccv'2009) code
• Global contrast based salient region detection
• Generalizing Swendsen-Wang to sampling arbitrary posterior probabilities code
• Interactive segmentation toolbox (GrabCut+LazySnap)
• Geodesic Star Convexity for Interactive Image Segmentation
• Distributed Cosegmentation via Submodular Optimization on Anisotropic Diffusion code
• Segmenting Scenes by Matching Image Composites
• Automatic Image Segmentation by Dynamic Region Mergingcode
• Interactive Images: Cuboid Proxies for Smart Image Manipulation
• Efficient Inference in Fully Connected CRFs with Gaussian Edge Potentials
• Image Segmentation with Cascaded Hierarchical Models and Logistic Disjunctive Normal Networks