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源代码

• PSNR(Peak Signal to Noise Ratio)
• loadimg(load an image file)
• Efficient Random Variates Generator
• Matlab绘图示例 效果图

工具软件

• 迅雷精简版 , FileZilla
• Adobe Reader, Smallpdf, CAJ全文浏览器
• TrueMark数字图像取证系统(克隆检测) (V1.05.20080925) (请提宝贵意见，注：此下载版限制检测图像不能大于640*480像素。)
• 易秀(eShow V3.20030415)(请提宝贵意见)
• OnlineDBB(V3.20.20090130) 绿色免安装程序：OnlineDBB.rar
• MatLab JPEG Toolbox by Phil Sallee jpegtbx_1.4.rar, by Chen C. jpegtbx_1.5.rar (支持R2011/2012，64位)
• EXIF Reader
• 隐写工具：http://www.TrueMark.cn/stegano/index.htm#SteganographySoftware
• MrCaptor 3.01(绿色免安装程序) ：一款既支持捕获视频又支持捕获图像的软件。
• Borland Turbo C 2.01(绿色免安装程序)

Miscellaneous Links

• Links to datasets hosted by CVPapers
• ImageProcessingPlace.com
• The PCCV Project: Benchmarking Vision Systems
• Columbia CAVE Image Database
• Complex network related data
• Sandia SAR database
• 标准测试图像包( 512 x 512)：[link]
• Lena+Baboon [在PhotoShop中将像素大小分别修改为255*255、256*256、257*257等，同时将重定图像像素方法选择“邻近”，看看将会出现什么？][或者在XP中点击这里打开网页后，用鼠标调整页面大小亦可观察到相似效果]
• 搜狗输入法表情符号词库
• NLPIR汉语分词系统（ICTClAS 2016）

Grayscale Images

• USC SIPI Image Databases  where the famous lena image was originately distributed from
• RPI CIPR Image database
• CBCL image data sets
• Brodatz texture images
• MNIST databse of handwritten digits
• NORB Dataset for 3D object reocgnition from shape
• Test images for scratch detection/removal
• Test satellite images for blind deconvolution
• Hoofed animals and UIUC 2.1D textures

Color Images

• Sample JPEG2000 Test Images Download
• Sample Kodak CD Images Download
• Color-indexed images
• McMaster Database (originally called IMAX database in my demosaicing survey paper)
• UIUC Vision Database
• MIT Vision Texture Database
• Caltech101 Object Recognition Database
• Caltech256 Database
• Columbia University Image Library (COIL-100)
• McGill Calibrated Colour Image Database
• PSU Near-Regular Texture Database
• Motion blur dataset

Biomedical Images

• 2D/3D cell image data collection by Murphy Lab at CMU
• Retinal Images: STARE Database   DRIVE Database
• Mammography images:  USF Database  UCSU Database
• National Center for Image-Guided Therapy
• Berkeley's microarray image data collection
• SRS-X radiology test data

Biometric Images

• Fingerprint images:  FVC2000 FVC2002 FVC2004  FVC2006
• Face images: List of database collection at face-rec.org BeFIT - Benchmarking Facial Image Analysis Technologies
• Iris images: CASIA3.0 UBIRIS
• Gait images: CASIA gait image database USF's Human ID Challenge dataset OTCBVS Benchmark dataset
• Palmprint images: CASIA database
• Handwriting images: IAM Handwriting database CASIA database Maaten's database
• Action related: CASIA database
• Aging related: FG-net database
• Multimodal datacase: BioSecure ID

Video Data

• QCIF/CIF data: RPI CIPR video database  VPCL video database   Xpih test media collection
• SIF data: sif_data.zip
• ASU YUV video data
• Xiph.org test data
• Foreground/backgropund test sequences
• Video Quality Expert Group (VQEG): VQEG site
• VIRAT Video Dataset

Geostatistics Data

• Data Sets at Statistical Science Web
• Practical Geostatistics 2000 Data Sets
• Diggle's data set at UK
• Hohn's geostatistical datasets

3D scanning

• The Stanford 3D Scanning Repository
• Robotic 3D Scan Repository
• 3D Scanning Repository
• LiDAR data distribution from NCALM
• Opentopography data collection
• ETH-ASL Kinect dataset
• Semantic Structure from Motion (SSFM) dataset
• Ford Campus vision and LiDAR dataset

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 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
• lustering-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 Codec LS-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 matching code
• 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
• egularized Kernel Regression-Based Deblurring (AKTV)
• Projection-based deblurring with fine-granularity and spatially adaptive regularization
• Fast Gradient-Based Algorithms for Constrained Total Variation Image Deblurring code
• 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
• ficient Marginal Likelihood Optimization in Blind Deconvolution code
• Analyzing spatially varying blur
• blind deconvolution using a normalized sparsity measure

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
• igher Order SVD Analysis for Dynamic Texture Synthesis

PDE-based image processing

• Perona-Malik nonlinear diffusion  code code2
• Total variation based image denoising code code2
• 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
• hotorealistic Models for Pupil Light Reflex and Iridal Pattern Deformation
• Gabor Feature based Sparse Representation for Face Recognition code
• Robust Sparse Coding for Face Recognition code
• Face recognition software at face-rec.org

HDR imaging

• HDR image rendering using a retinex-based adaptive filter
• igital 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
• GradientShop:A Gradient-Domain Optimization Framework for Image and Video Filtering
• Local Laplacian Filters: Edge-aware Image Processing with a Laplacian Pyramid
• Domain Transform for Edge-Aware Image and Video Processing

Video coding

• MPEG-1/2 reference software
• H.263/H.263+ reference software
• MPEG4 reference software (MoMuSys version)
• H.264/AVC reference software
• 3D SPIHT video coding code
• DISCOVER video codec for DVC
• HEVC (H.265) Refence model in development

Texture classification

• Wavelet-based GDD and KL-distance code
• Local binary pattern (LBP) based
• Filter bank based at Visual Geometry Group
• A Completed Modeling of Local Binary Pattern Operator for Texture Classification code

Object recognition

• Adaboost method    code
• Biologically inspired object recognition  code
• Hierarchical Models of Object Recognition in Cortex  code
• Scalable recognition with a vocabulary tree Code
• Shock graphscode
• Shape contexts  code
• Robust nonrigid point matching   Code
• Recognizing and learning object categories  (short course at ICCV2005)
• Beyond Bag of features Code
• SuperParsing Code
• Aggregating Gradient Distributions into Intensity Orders

Blind source separation

• Shiro Ikeda's page of Blind Source Separation
• Independent Component Analysis by JV Stone
• Blind source separation via Independent component analysis

Image registration

• Affine SIFT (ASIFT) with online demo
• Lukas-Kanade algorithm  code code2
• SIFT feature correspondence code code2 code3
• Local binary pattern (LBP)   code
• Maximally stable extremal regions (MSER)  code
• Graph-cut based  optical flow estimation   code
• Pyramid-based hierarchical motion estimation  Code
• Affine Motion Estimation for Medical Image Registration  Code
• A frequency-domain approach toward image registration  Code
• Blended Intrinsic Maps

Visual tracking

• Object detection and tracking in motion sequence
• Incremental Learning for Robust Visual Tracking code
• Online Visual Tracking with Histograms and Articulating Blocks code
• anade-Lucas-Tomasi Feature Tracker
• SIFT keypoint detector code2 code3
• Speeded-Up Robust Features (SURF)
• Histogram of oriented gradients (HOG) based human detection
• Visual tracking using appearance model and particle filters(plug-in to opencv)
• Video Object Segmentation by Tracking Regions code

Manifold learning and embedding

• A Global Geometric Framework for Nonlinear Dimensionality Reduction    code
• Nonlinear Dimensionality Reduction by Locally Linear Embedding code
• Laplacian Eigenmaps  code
• Diffusion maps code
• Manifold learning toolbox&demo

Wavelets and frames

• A Wavelet Tour of Signal Processing  Wavelab
• Steerable PyramidmatlabPyrtools.tar.gz
• Rice Wavelet Toolboxrwt.zip
• Contourlet and Ridgelet Toolbox    download
• Beamlet and Curvelet Toolbox    Beamlab
• Complex wavelet Toolbox    download
• Wavelet/bandelet Toolbox at Matlab Central
• MCALab
• Differentiation of discrete multidimensional signals code

Compressed Sensing

• l1-Magic
• SparseLab
• GPSR
• ell-1 LS: Simple Matlab Solver for ell-1-Regularized Least Squares Problems
• sparsify
• MPTK: Matching Pursuit Toolkit[See also related conference publication: ICASSP 2006]
• Bayesian Compressive Sensing
• SPGL1: A solver for large scale sparse reconstruction
• sparseMRI
• FPC
• CVX
• Chaining Pursuit
• Regularized OMP
• SPARCO: A toolbox for testing sparse reconstruction algorithms[See also related technical report]
• TwIST
• Compressed Sensing Codes
• Fast CS using SRM
• FPC_AS
• Fast Bayesian Matching Pursuit (FBMP)
• SL0
• Sparse recovery using sparse matrices
• PPPA
• Compressive sensing via belief propagation
• SpaRSA
• KF-CS: Kalman Filtered CS (and other sequential CS algorithms)
• Fast Bayesian CS with Laplace Priors
• YALL1
• TVAL3
• RecPF
• Basis Pursuit DeQuantization (BPDQ)
• k-t FOCUSS
• Sub-Nyquist sampling: The Modulated Wideband Converter
• Threshold-ISD
• A Sparse Learning Package
• Model-based Compressive Sensing Toolbox
• Sparse Modeling Software
• Spectral Compressive Sensing Toolbox
• CS-CHEST: A MATLAB Toolbox for Compressive Channel Estimation
• DictLearn: A MATLAB Implementation for Dictionary Learning
• SPAMS
• Peformance benchmark of l1-optimization algorithms
• BM3D-based compressed sensing
• Model-based Compressed Sensing

Evolutionary computing

• Ant colony optimization
• Genetic algorithm toolbox
• Particle Swarm Optimization Toolbox

Networking Research

• The network simulator (ns-2)
• NetSim at Tetcos
• LBNL's software releases

Biomedical Imaging

• SparseMRI Toolbox
• Image reconstruction toolbox
• medical image registration
• Level set based medical image segmentation
• Gradient vector flow
• Compressed sensing image reconstruction via recursive spatially adaptive filtering
• multiresolution celluar image classification
• multirate fluorescence microscopy image acquisition

Data Clustering

• Unsupervised learning of finite mixture models code
• Affinity propagation
• On Spectral Clustering: Analysis and an algorithm codecode2 code3
• Nonnegative matrix factorization (NMF) code2 code3
• Fast kmeans via triangle inequality
• kdtree-based NN/kNN search fast kNN search code2
• RANSAC toolbox for robust fitting
• Clustering Through Ranking On Manifolds code

Sampling&Simulation

• Poisson-disk sampling
• Filtering solid Gabor noise

Graphics, Cartoons&Motion

• Apparent Layer Operations for the Manipulation of Deformable Objects
• 2.5D cartoon models
• 3D modeling with sihouettes
• eal-time Large-deformation Substructuring
• Generalized biped walking control
• Locomotion Skills for Simulated Quadrupeds
• Action Recognition from a Distributed Representation of Pose and Appearance

Machine learning&Neural Networks

• Deep Boltzmann Machines
• Support vector machine
• Object detection with Boosting
• Convolutional/Deconvolutional networks
• Hopfield networks code
• Self-organizing map (SOM) Toolbox
• Reservoir Computing Toolbox
• Polychronization: Computation With Spikes
• Slowly coupled oscillators: phase dynamics and sync
• Liquid State Machines(LSM) code
• Echo state networks for harnessing nonlinearity code

Miscellaneous

• Simple model of spiking neurons spike train analysis
• Direct LS-based ellipsis fitting  code
• Graph cut based 2D Phase unwrapping   code
• DACE: a MATLAB Kriging toolbox
• Inference package for undirected graphical models
• Kernel smoothing toolbox
• CMU statistics library collections
• Complex network toolbox
• DistLearnKit: a MATLAB Toolkit for distance metric learning
• Subspace segmentation source code distribution
• Multiview geometry and 3D reconstruction
• A probabilistic image jigsaw puzzle solver

Links to other communities' reproducible research effort

• Geostatistics toolbox mgstat DACE
• Error Correcting Codes (ECC)
• Computer graphics graphics papers on the web
• Computer vision CV papers on the web
• Machine learning
• DMOZ Open Directory Project
• MATLAB toolbox collection at Plymouth
• Neurophysiological data analysis

Links to reproducible books/journals/tutorials

• Image Processing Online (IPOL)
• Gradient Domain Manipulation Techniques in Vision and Graphics
• tatistical and Structural Recognition of Human Actions
• Distance functions and metric learning
• Feature Learning for Image Classification
• Recognizing and Learning Object Categories
• hysics-Based Human Motion Modelling for People Tracking
• d Shape Reconstruction from Photographs: a Multi-View Stereo Approach
• Deblurring Images: Matrices, Spectra, and Filtering
• Natural image statistics
• Spikes, decisions & actions
• Multiple view geometry in computer vision
• Collective Animal Behavior
• Signal Processing Techniques for Spike Train Analysis using MatLab

Links to other individual's reproducible research

• Adrian Barbu's research codes release
• Al Hero's Lab and his reproducible research
• Amir Beck's work on optimization theory and applications
• Amir Saffari's reproducible reseach code releases
• Amit Agrawal's Matlab and C codes
• Anand Rangarajan 's matlab codes on his reproducible research
• Anat Levin's matlab codes release
• Andrew Davison's work on Computational neuroscience
• Ann Lee's Diffusion maps and treelet
• Andrew Zisserman's visual geometry group source codes
• Ashok Veeraraghavan's reproducible research code release
• yan Chakrabarti's reproducible research code release
• Bill Freeman's software release on his group's reproducible research
• Bob Kass' research codes on neuronal data analysis
• Ce Liu's software release on his reproducible research
• Christopher Kanan's reproducible research code release
• Chuck Anderson's matlab codes on NNs and reinforcement learning
• Dan Ellis' MATLAB Audio Processing Examples
• David Heeger's toolboxes
• Deqing Sun's reproducible research code release
• Deva Ramanan's work on object recognition
• Eugene M. Izhikevich's matlab codes on NNs
• Guy Gilboa's matlab codes on PDE-based image processing
• Leo Grady's Graph Analysis Toolbox for Image Processing
• Jalal Fadili's source codes on sparse representation
• Jelena Kovacevic: bimagicLab: Software
• Jeffrey A. Fessler's matlab codes release
• Jian Sun's research code release
• JianChao Yang's source codes on image classification and super-resolution
• Jiaya Jia's programs and executables
• Jon Wellner's work on statistics
• Julien Mairal's matlab toolbox for sparse coding and dictionary learning
• Junzhou Huang's research codes release
• Kai Yu's reproducible research codes release
• Kevin Murphy's Bayes Net Toolbox for Matlab
• Laurens van der Maaten's software collection
• Laurent Perrinet's SparseHebbianlearning source codes
• LCAV's reproducible research at EPFL
• LEAR's learning and recognition in vision
• Lei Zhang's MATLAB codes releases
• Leo Grady's matlab codes on his reproducible research
• Malcolm A. MacIver's AnimalLab
• Marco Zuliani's reproducible research codes release
• Mariana S. C. Almeida 's reproducible research code release
• Mark Schmidt's reseach on learning on probabilistic graphical models
• Matthew Zeiler's reproducible research code release
• MD Anderson Cancer Center: Bioinformatics
• Michael Elad's source code collection on his research
• Ming-ming Chen's reproducible research code release
• Ming-Hsuan Yang's reproducible research works
• Neil Lawrence's reproducible research in machine learning
• Onur Guleryuz's research codes release
• Patrik O Hoyer's source code collection on his reproducible research
• Peter Getreuer's reproducible research code release
• Peyman Milanfar's source code collection on his reproducible research
• Rene Vidal's Visionlab reproducible research code release
• Raj Gupta's reproducible research code release
• Rick Chartland's release on his reproducible research
• Shaoting Zhang's reproducible research code release
• Simoncelli's LCV reproducible research codes release
• Sinisa Todorovic's reproducible research codes release
• Song-chun Zhu's source codes on image segmentation and active basis
• Tony Xu Han's reproducible research code release
• UCF vision lab source code collection
• UIUC's salient patch feature collection
• USC's iLab Neuromorphic Vision C++ Toolkit
• UWO vision lab reproducible research code release
• Vanderbilt's StatReport
• Wotao Yin's research code release
• Xavier Bresson's source codes accompanying his papers on image processing
• Xiaofei He's dimensionality reduction source code collection
• Xubo Song's matlab codes on her reproducible research
• Yi Ma's source code collection on his reproducible research
• Yu-wing Tai's reproducible research code releases
• Yue M Lu's source codes on his reproducible research