您的位置:首页 > 编程语言

来自西弗吉利亚大学li xin整理的CV代码合集

2017-08-25 14:35 225 查看
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 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 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

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

顶2
踩1
内容来自用户分享和网络整理,不保证内容的准确性,如有侵权内容,可联系管理员处理 点击这里给我发消息
标签: