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来自西弗吉利亚大学li xin整理的CV代码合集

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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 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 code2 code3
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 unwrapping code
Phase
unwrapping algorithms for radar interferometry:residue-cut, least-squares,
and synthesis algorithms code

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 code code2 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 modules Code
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

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