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 code
• Nonlocal Matting
• KNN matting

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 Deblurring code
• Image deblurring by adaptive sparse domain selection and adaptive regularization code
• Fast Image Deconvolution using Hyper-Laplacian Priors
• BM3D Frames and Variational Image Deblurring code
• Centralized Sparse Representation for Image Restorationcode
• Bayesian Structured Sparse Coding (BSSC)
• Image Restoration Using Joint Statistical Modeling in Space-Transform Domain

Blind image deblurring

• Removing Camera Shake from a Single Image code_request_form
• 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
• Fast motion deblurring
• Two-phase kernel estimation for robust motion deblurring
• Blind deconvolution using a normalized sparsity measure
• Efficient Deblurring for Shaken and Partially Saturated Images
• Fast Removal of Non-uniform Camera Shake
• Multi-frame Blind Deconvolution with Super-resolution and Saturation Correction
• Robust Multichannel Blind Deconvolution via Fast Alternating Minimization
• Benchmarking blind deconvolution with a real-world database (dataset only)
• Frequency domain blind deconvolution in multiframe imaging using anisotropic spatially-adaptive denoising
• Handling Noise in Single Image Deblurring using Directional Filters

Texture synthesis

• Reaction-diffusion textures code
• Texture synthesis via a noncausal nonparametric multiscale Markov random field code
• Pyramid Based Texture Analysis/Synthesis code
• Wavelet-domain parametric model  code
• Texture synthesis by nonparametric sampling code (third-party implementation)
• Image quilting code code2
• Synthesizing Natural Textures code
• Texture Optimization for Example-based Synthesis code(third-party implementation)
• Parallel controllable texture synthesis code
• Graphcut Textures: Image and Video Synthesis Using Graph Cuts code (third-party implementation)
• Random Phase Textures: Theory and Synthesis code
• Higher Order SVD Analysis for Dynamic Texture Synthesis
• Symmetry-Guided Texture Synthesis and Manipulation

Image inpainting

• 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
• Image recovery via hybrid sparse representation

• Higher Order SVD Analysis for Dynamic Texture Synthesis

• TV-based image inpainting code code2
• Robust Locally Linear Analysis with Applications to Image Denoising and Blind Inpainting code
• Non-Parametric Bayesian dictionary learning for sparse image representations code
• Hierarchical super-resolustion-based inpainting

PDE-based image processing

• Perona-Malik nonlinear diffusion  code code2
• Total variation based image denoising code code2
• Curvature-Driven Diffusion based image inpainting code
• Shock filter for image enhancement   code
• Weickert's anisotropic diffusion  code
• Mean curvature diffusion (MCD)   code
• A variational method for image recovery code
• Speckle reducing anisotropic diffusion code
• Parametric Maximum Flow Algorithmsfor Fast Total Variation Minimization code
• An Algorithm for Nonlocal TV Minimization
• Vector-Valued Image Processing by Parallel Level Sets

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
• A No-Reference Objective Image Sharpness Metric Based on the Notion of Just Noticeable Blur code
• An Improved No-Reference Sharpness Metric Based on the Probability of Blur Detection code
• Gradient Magnitude Similarity Deviation: A Highly Efficient Perceptual Image Quality Index

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 Recognition code
• Jialong He's Speaker Recognition (Identification) Tool
• Unsupervised Salience Learning for Person Re-identification
• Pose-free Facial Landmark Fitting via Optimized Part Mixtures and Deformable Shape Model
• Robust Sparse Coding for Face Recognition code
• Sparse Representation or Collaborative Representation: Which Helps Face Recognition? code

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
• Image Smoothing via L 0 Gradient Minimization
• Guided image filtering

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/Shape/Image 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
• Shape Classification Using the Inner-Distance code
• Deformed Lattice Detector code
• Ensemble Projection for Semi-supervised Image Classification

Object detection/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
• Histograms of Oriented Gradients (HOG) code
• Pyramid histogram of oriented gradients (PHOG)
• Beyond Bag of features Code
• SuperParsing Code
• Aggregating Gradient Distributions into Intensity Orders
• Matching Local Self-Similarities across Images and Videoscode (third-party implementation)
• Deformed lattice detection in real-world images
• Feature-Centric Efficient Subwindow Search code
• Poselets: Body Part Detectors Trained Using 3D Human Pose Annotations code
• Ensemble of Exemplar-SVMs for Object Detection and Beyond
• Discriminative Learning of Relaxed Hierarchy for Large-scale Visual Recognition code
• Multiple Kernels for Object Detection

• Ensemble of Exemplar-SVMs for Object Detection and Beyond

• Towards Total Scene Understanding: Classification, Annotation and Segmentation in an Automatic Framework
• Object Bank: A High-Level Image Representation for Scene Classification and Semantic Feature Sparsification
• Informative Feature Selection for Object Recognition via Sparse PCA code
• Linear Spatial Pyramid Matching using Sparse Coding for Image Classification code
• Locality-constrained Linear Coding for Image Classificationcode
• MIT LabelMe Open Annotation tool
• Stream-based Joint Exploration-Exploitation Active Learningcode
• BoF meets HOG: Feature Extraction based on Histograms of Oriented p.d.f Gradients for Image Classification code
• Discriminatively trained deformable part models
• Joint Deep Learning for Pedestrian Detection

Image registration/mosaicing/OFE

• Affine SIFT (ASIFT) with online demo
• SIFT Flow: Dense Correspondence across scenes
• Lukas-Kanade algorithm  code code2
• SIFT feature correspondence code code2code3
• Local binary pattern (LBP)   code
• Speed up robust features (SURF)
• Compact And Real-time Descriptors (CARD)
• 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
• An Efficient Earth Mover's Distance Algorithm for Robust Histogram Comparison code
• Diffusion Distance for Histogram Comparison code
• Coherency Sensitive Hashing
• Fast Template Matching in Non-Linear Tone-Mapped Imagescode
• BRIEF: Binary Robust Independent Elementary Features
• Autostitch developed for Apple iPhone
• Ztitch developed for Windows Phone
• Image Matching using Local Symmetry Features
• Secrets of optical flow estimation and their principles(Matlab code)
• Segmentation Based Variational Model for Accurate Optical Flow Estimation (Code)
• Total variation regularization of local-global optical flow
• Motion Detail Preserving Optical Flow Estimation
• Large displacement optical flow: descriptor matching in variational motion estimation code
• FAsT-Match: Fast Affine Template Matching
• Pose-free Facial Landmark Fitting via Optimized Part Mixtures and Deformable Shape Model

Action/event/scene recognition

• Human Activity Detection from RGBD Images
• Action MACH: a spatio-temporal maximum average correlation height filter for action recognition
• Evaluation of local spatio-temporal features for action recognition
• 2D Action Recognition Serves 3D Human Pose Estimation
• Hierarchical Mean Shift, Space-Time Segmentation and Action Recognition
• Human Activity Recognition with Metric Learning
• A Hough Transform-Based Voting Framework for Action Recognition
• Learning hierarchical spatio-temporal features for action recognition with independent subspace analysis
• Recognizing Scene Viewpoint using Panoramic Place Representation
• Multimodal Decomposable Models for Human Pose Estimation

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

• Kanade-Lucas-Tomasi Feature Tracker

• SIFT keypoint detector code2 code3
• Speeded-Up Robust Features (SURF)
• Histogram of oriented gradients (HOG) based human detection
• HOGgles: Visualizing Object Detection Features
• Visual tracking using appearance model and particle filters
• Video Object Segmentation by Tracking Regions code
• Visual tracking decomposition
• Robust Visual Tracking using L1 Minimization code
• Visual Tracking via Adaptive Structural Local Sparse Appearance Model
• Robust Object Tracking via Sparsity-based Collaborative Model
• Discrete-Continuous Optimization for Multi-Target Tracking
• Multi-Target Tracking by Continuous Energy Minimization
• Distribution Fields for Tracking
• Least Soft-threshold Squares Tracking code
• HOGgles: Visualizing Object Detection Features
• Online Robust Non-negative Dictionary Learning for Visual Tracking
• The Way They Move: Tracking Targets with Similar Appearance
• Real-time compressive tracking

Saliency/Objectness Detection

• Learning to Detect A Salient Object code (third-party implementation)
• Dynamic visual attention: searching for coding length increments code
• What is an object?
• Saliency Detection: A Spectral Residual Approach
• Image Classification: An Integration of Randomization and Discrimination 
  
  in A Dense Feature Representation
• Saliency filters: contrast based filtering for salient region detection code
• Global Contrast based Salient Region Detection
• Frequency-tuned salient region detection
• Saliency, attention, and visual search: An information theoretic approach
• Saliency detection using maximum symmetric surround
• Segmenting salient objects from images and videos
• Static and space-time visual saliency detection by self-resemblance
• SUN: A bayesian framework for saliency using natural statistics
• Saliency estimation using a non-parametric low-level vision model
• model of saliency-based visual attention for rapid scene analysis
• Graph-based visual saliency
• Context-aware saliency detection
• Salient region detection and segmentation
• Automatic salient object segmentation based on context and shape prior
• Saliency Detection via Graph-based Manifold Ranking
• Kernel Null Space Methods for Novelty Detection
• Efficient Salient Region Detection with Soft Image Abstraction
• A Unified Approach to Salient Object Detection via Low Rank Matrix Recovery

Low rank methods

• Efficient Computation of Robust Low-Rank Matrix Approximations in the Presence of Missing Data using the L1 Norm code
• Low-Rank Matrix Recovery and Completion via Convex Optimization
• Predictive low-rank decomposition for kernel methods
• Improved Nyström Low-rank Approximation for

  Scalable Manifold Learning

• RASL: Robust Batch Alignment of Images by Sparse and Low-Rank Decomposition
• TILT: Transform Invariant Low-rank Textures
• Nonlocal sparsity regularized image restoration: a low-rank approach code
• Bayesian Robust Matrix Factorization for Image and Video Processing

Deep Learning

• DeepLearnToolbox
• Deep Belief Networks
• Convolutional deep belief network
• Learning Deep Boltzmann Machines
• Conditional RBMs/DBNs
• Neocognitron
• Convolutional/Deconvolutional networks
• Invariant scattering convolution network
• Marginalized Stacked Denoising Autoencoders
• Joint Deep Learning for Pedestrian Detection

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
• Learning distance metric
• Diffusion processes for retrieval

Wavelets and frames

• Emergence of simple-cell receptive field properties by learning a sparse code for natural images code
• A Wavelet Tour of Signal Processing  Wavelab
• Steerable PyramidmatlabPyrtools.tar.gz
• Rice Wavelet Toolbox rwt.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
• The finite ridgelet transform for image representation code
• Framing pyramids code
• Contourlet transform: an efficient directional multiresolution image representation code
• Directional multiscale modeling of images using the contourlet transform code
• The nonsubsampled contourlet transform: Theory, design, and applications code
• Multidimensional directional filter banks and surfacelets 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
• 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
• 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
• Compressed sensing using belief propagation
• Model-based Compressed Sensing
• Bayesian Compressive Sensing
• Latent Variable Graphical Model Selection via Convex Optimization code

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
• Binocular Tone Mapping
• High dynamic range imaging and tonemapping

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
• Nonlocal MRI Upsampling
• Joint image reconstruction and sensitivity estimation in SENSE (JSENSE) code
• Nonlinear GRAPPA: a kernel approach to parallel MRI reconstruction code

2D Phase Unwrapping

• Graph cut based 2D Phase unwrapping   code
• Unwrapping MR phase images by a Markov random field model code
• Satellite radar interferometry- Two- dimensional phase unwrappingcode
• Phase unwrapping algorithmsfor radar interferometry:residue-cut, least-squares, and synthesis algorithmscode

DTI and fiber tractography

• DSI Studio
• FMRIB
• dtiQuery
• Camino
• NAMIC

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
• Computing nonnegative tensor factorizations
• Fast kmeans via triangle inequality
• FastANN and FastCluster for approximate kmeans
• kdtree-based NN/kNN search fast kNN search code2
• RANSAC toolbox for robust fitting
• Clustering Through Ranking On Manifolds code
• Correlation clustering optimization
• Hybrid Linear Modeling via Local Best Flats code

Stereo matching& Multiview geometry

• 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 modulesCode
• Adaptive support-weight approach  Code
• Energy minization based stereo matching
• Energy Based Multiple Model Fitting for Non-Rigid Structure from Motion code
• Recognizing Scene Viewpoint using Panoramic Place Representation
• A Closed-Form Solution to Uncalibrated Photometric Stereo via Diffuse Maxima
• Patch-based Multi-view Stereo (PMVS)
• Library for Efficient Large-scale Stereo Matching

Graphics, Cartoons,Motion&3D

• Apparent Layer Operations for the Manipulation of Deformable Objects

• 2.5D cartoon models
• 3D modeling with sihouettes

• Real-time Large-deformation Substructuring

• Generalized biped walking control
• Locomotion Skills for Simulated Quadrupeds
• Action Recognition from a Distributed Representation of Pose and Appearance
• RECON: Scale-Adaptive Robust Estimation via Residual Consensus code
• How Do Humans Sketch Objects?
• Manifold Exploration: A Markov Chain Monte Carlo technique for rendering scenes with difficult specular transport
• Exploring Collections of 3D Models using Fuzzy Correspondences
• Illuminant Chromaticity from Image Sequences
• Network Principles for SfM: Disambiguating Repeated Structures with Local Context

Machine learning&Neural Networks

• Resource collection at UC-Merced
• Belief propagation/Sum-Product Algorithm code
• Deep Boltzmann Machines
• Shape Boltzmann machine: a strong model of object shapes
• Support vector machine
• Liblinear for large linear classification
• 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
• Sparse Coding Neural Gas code
• Echo state networks for harnessing nonlinearity code
• Fast Approximate Nearest Neighbors with Automatic Algorithm Configuration
• Sum-Product Networks: A New Deep Architecture code
• Deformable graph matching code

Blind source separation

• Shiro Ikeda's page of Blind Source Separation
• Independent Component Analysis by JV Stone
• Blind source separation via Independent component analysis
• ICALab for image processing
• Separating a Real-Life Nonlinear Image Mixture

Camera calibration

• A toolbox containing several camera calibration techniques
• A flexible new technique for camera calibration
• Geometric Camera Calibration Using Circular Control Points
• A New Mirror-based Extrinsic Camera Calibration Using an Orthogonality Constraint

Sampling&Physics-based Simulation

• Poisson-disk sampling

• Filtering solid Gabor noise
• Gabor Noise by Example
• Guided Exploration of Physically Valid Shapes for Furniture Design
• Efficient Geometrically Exact Continuous Collision Detection
• Illuminant Chromaticity from Image Sequences

Evolutionary computing/Optimization

• Ant colony optimization
• Genetic algorithm toolbox
• Particle Swarm Optimization Toolbox
• Cache-efficient graph cuts on structured grids

Networking Research

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

Miscellaneous

• Simple model of spiking neurons spike train analysis
• Visual pattern recognition by moment invariants code
• Direct LS-based ellipsis fitting  code
• DACE: a MATLAB Kriging toolbox
• Inference package for undirected graphical models
• Kernel smoothing toolbox
• CMU statistics library collections
• Rice DSP software release
• 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
• Non-Iterative Approach for Fast and Accurate Vanishing Point Detection code
• Affine registration of 2d point sets
• Rotation Invariant Nonrigid Point Set Matching in Cluttered Scenes code
• Tensor Product model transformation (for control design)
• N-way toolbox (more versatile than the above one but slower)
• Simple Formulas For Quasiconformal Plane Deformations
• An Analytic Model for Full Spectral Sky-Dome Radiance
• Implementation of a Low-Depth of Field Picture Classifier
• Decoding, Calibration and Rectification for Lenselet-Based Cameras

Links to other communities' reproducible research effort

• Geostatistics toolbox mgstat DACE
• Error Correcting Codes (ECC)
• Face recognition software at face-rec.org
• Computer graphics graphics papers on the web
• Computer vision CV papers on the web
• Machine learning
• Google Sites on Compressed Sensing
• Google Sites on Matrix Factorization
• DMOZ Open Directory Project
• MATLAB toolbox collection at Plymouth
• Neurophysiological data analysis
• VLFeat library for open-source CV
• Algorithms and source code for Quality&Technology
• Video-based human action detection resources
• Data compression resources
• Deep learning (including DBM and RBM)
• Computational Topology

Links to reproducible books/journals/tutorials

• Image Processing Online (IPOL)
• Gradient Domain Manipulation Techniques in Vision and Graphics

• Statistical and Structural Recognition of Human Actions

• Distance functions and metric learning
• Feature Learning for Image Classification
• Recognizing and Learning Object Categories

• Physics-Based Human Motion Modelling for People Tracking

• 3d 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
• Image Processing Online (IPOL) (many excellent c-coded source codes)

Links to other individual's reproducible research

• Abhinav Gupta 's research code release
• Adrian Barbu's research codes release
• Al Hero's Lab and his reproducible research
• Alexei Efros' research codes release
• Allen Yang's research codes release
• 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 reproducibleresearch
• 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
• Antonio Torralba's research codes release
• Ashok Veeraraghavan's reproducible research code release

• Ayan Chakrabarti's reproducible research code release

• Bahadir Gunturk's research code release
• Bill Freeman's software release on his group's reproducibleresearch
• Bob Kass' research codes on neuronal data analysis
• Ce Liu's software release on his reproducible research
• Chih-Jian Lin's machine learning software release
• Chih-Yuan Yang's research code release
• Christopher Kanan's reproducible research code release
• Chuck Anderson's matlab codes on NNs and reinforcement learning
• Chunming Li's research code release
• Claude Knaus' research codes release
• Dafeng Sun's matlab codes release
• Dan Ellis' MATLAB Audio Processing Examples
• Daniel DeMenthon's research code release
• Daniel Huttenlocher 's research code release
• Daniel Zoran's research code release
• Danny Harari's software release
• David Heeger's toolboxes
• Deqing Sun's reproducible research code release
• Derek Hoiem's research software release
• Deva Ramanan's work on object recognition
• Dror Baron's research software release
• Dimitri Van De Ville 's research codes release
• Emmanuel Candes' software release
• Emanuel Todorov's research codes release
• EPFL CVLab's research codes release
• Eugene M. Izhikevich's matlab codes on NNs
• Fei-fei Li's research code release
• Guoping Qiu's research codes release
• Graham Taylor's source codes release
• Guy Gilboa's matlab codes on PDE-based image processing
• Haibin Ling's research codes release
• Hanchun Peng's software release
• Hao Jiang's research code release
• H.J. Seo's interesting collection of everything
• Honglak Lee's research code release
• Huifung Poo's research codes release
• Human sensing @CMU's software release
• INRIA LEAR research codes release
• IPL (Politechnico di Torino)'s research codes release
• Jason Corso's research codes release
• Jalal Fadili's source codes on sparse representation
• James Hays' research code release
• Javier Portilla's research codes release
• Jelena Kovacevic's bimagicLab: Software
• Jeffrey A. Fessler's matlab codes release
• Jian Sun's research code release
• Jian Zhang's research code release
• Jianbo Shi's software release
• JianChao Yang's source codes on image classification and super-resolution
• Jianxiong Xiao's research codes release
• Jiaya Jia's programs and executables
• Jieping Ye's research codes release
• John Paisley's research code release
• Jon Wellner's work on statistics
• Jose M. Bioucas Dias' research codes release
• Julien Mairal's research code release
• Junzhou Huang's research codes release
• Kai Yu's reproducible research codes release
• Kaihua Zhang's research code release
• Keigo Hirakara's research codes release
• Kilian Q. Weinberger 's research code release
• Kevin Murphy's Bayes Net Toolbox for Matlab
• Kyoung Mu Lee 's software release
• Laurens van der Maaten's software collection
• Laurent Perrinet's SparseHebbianlearning source codes
• Lawrence Carin's research code release
• 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
• Leslie Ying's research codes release
• Lina Karam's research software release
• Mahdi Soltanolkotabi 's research code release
• Malcolm A. MacIver's AnimalLab
• Marco Zuliani's reproducible research codes release
• Mariana S. C. Almeida 's reproducible research code release
• Mark A. Davenport's research code release
• Mark Schmidt's reseach on learning on probabilistic graphical models
• MATTHIAS J. EHRHARDT's research code release
• Matthew Zeiler's reproducible research code release
• MD Anderson Cancer Center: Bioinformatics
• Michael Elad's source code collection on his research
• Michael J. Brown's research codes release
• Michal Cernansky's research code release
• Miguel Á. Carreira-Perpiñán 's research software release
• Mikel Rodriguez's source codes release
• Minmin Chen's reproducible research code release
• Ming-ming Chen's reproducible research code release
• Ming-Hsuan Yang's reproducible research works
• Mingyuan Zhou's research codes release
• Naiyan Wang's research codes release
• Neil Lawrence's reproducible research in machine learning
• Ofir Pele's research codes release
• Onur Guleryuz's research codes release
• Owen Carmichael's software release
• Pascal Getreuer's software release
• Patrik O Hoyer's source code collection on his reproducibleresearch
• Paven Turaga's research code release
• Pedro Domingos' research codes release
• PF Felzenszwalb 's research codes release
• Penn State LPAC research code release
• Peter Getreuer's reproducible research code release
• Peter Kovesi's matlab functions for CV and image processing
• Peyman Milanfar's research code release
• Philipp Krahenbuhl's research codes release
• Qingxiong Yang's research codes release
• Quoc V. Le's research codes release
• Rene Vidal's Visionlab reproducible research code release
• Raj Gupta's reproducible research code release
• Raquel Urtasun 's research codes release
• Rick Chartland's release on his reproducible research
• Robert Nowak's source code release
• Ruslan Salakhutdinov's research codes release
• Scott Acton's research software releases
• Shai Bagon's Matlab Code
• 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
• Thomas Brox's research codes release
• 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
• Vladimir Kolmogorov's research codes release
• Wavelab (at Univ. of Salzburg) software release
• WILLOW's research code release
• Wotao Yin's research code release
• Xavier Bresson's source codes accompanying his papers on image processing
• Xiaodi Hou's research codes release
• Xiaofei He's dimensionality reduction source code collection
• Xiaofeng Ren's research codes release
• Xiaogang Wang's research codes release
• Xiaolin Wu's research codes release
• Xiaoming Huo's software release
• Xubo Song's matlab codes on her reproducible research
• Yair Weiss' research codes release
• Yi Ma's source code collection on his reproducible research
• Yi Wang's research codes release
• York vision research center's software release
• Yu-wing Tai's reproducible research code releases
• Yuanjie Zheng's source codes release
• Yue M Lu's source codes on his reproducible research
• Yue Wang at VT-CBIL's research code release
• Zhilin Zhang's research codes release
• Zhoulin Jiang's research code release
• Zhuowen Tu's research code releases