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[转载]计算机视觉、机器学习相关领域论文和源代码

(2013-04-18 22:45:40)

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原文地址：计算机视觉、机器学习相关领域论文和源代码作者： 大爱一叶剑

1.http://www.cvchina.info/2011/09/05/uiuc-cod/

2.http://blog.csdn.net/zouxy09/article/details/8550952

一、特征提取Feature Extraction：

· SIFT
[1] [Demo program][SIFT
Library] [VLFeat]

· PCA-SIFT
[2] [Project]

· Affine-SIFT
[3] [Project]

· SURF
[4] [OpenSURF] [Matlab
Wrapper]

· Affine
Covariant Features [5] [Oxford project]

· MSER
[6] [Oxford project] [VLFeat]

· Geometric
Blur [7] [Code]

· Local
Self-Similarity Descriptor [8] [Oxford implementation]

· Global
and Efficient Self-Similarity [9] [Code]

· Histogram
of Oriented Graidents [10] [INRIA Object Localization Toolkit]
[OLT toolkit for Windows]

· GIST
[11] [Project]

· Shape
Context [12] [Project]

· Color
Descriptor [13] [Project]

· Pyramids
of Histograms of Oriented Gradients [Code]

· Space-Time
Interest Points (STIP) [14][Project] [Code]

· Boundary
Preserving Dense Local Regions [15][Project]

· Weighted
Histogram[Code]

· Histogram-based
Interest Points Detectors[Paper][Code]

· An
OpenCV - C++ implementation of Local Self Similarity Descriptors [Project]

· Fast
Sparse Representation with Prototypes[Project]

· Corner
Detection [Project]

· AGAST
Corner Detector: faster than FAST and even FAST-ER[Project]

· Real-time
Facial Feature Detection using Conditional Regression Forests[Project]

·
Global and Efficient Self-Similarity for Object Classification and Detection[code]

·
WαSH: Weighted α-Shapes for Local Feature Detection[Project]

·
HOG[Project]

·
Online Selection of Discriminative Tracking Features[Project]

二、图像分割Image Segmentation：

· Normalized
Cut [1] [Matlab code]

· Gerg
Mori’ Superpixel code [2] [Matlab code]

· Efficient
Graph-based Image Segmentation [3] [C++ code] [Matlab
wrapper]

· Mean-Shift
Image Segmentation [4] [EDISON C++ code]
[Matlab wrapper]

· OWT-UCM
Hierarchical Segmentation [5] [Resources]

· Turbepixels
[6] [Matlab code 32bit] [Matlab
code 64bit] [Updated code]

· Quick-Shift
[7] [VLFeat]

· SLIC
Superpixels [8] [Project]

· Segmentation
by Minimum Code Length [9] [Project]

· Biased
Normalized Cut [10] [Project]

· Segmentation
Tree [11-12] [Project]

· Entropy
Rate Superpixel Segmentation [13] [Code]

· Fast
Approximate Energy Minimization via Graph Cuts[Paper][Code]

· Efﬁcient
Planar Graph Cuts with Applications in Computer Vision[Paper][Code]

· Isoperimetric
Graph Partitioning for Image Segmentation[Paper][Code]

· Random
Walks for Image Segmentation[Paper][Code]

· Blossom
V: A new implementation of a minimum cost perfect matching algorithm[Code]

· An
Experimental Comparison of Min-Cut/Max-Flow Algorithms for Energy Minimization in Computer Vision[Paper][Code]

· Geodesic
Star Convexity for Interactive Image Segmentation[Project]

· Contour
Detection and Image Segmentation Resources[Project][Code]

· Biased
Normalized Cuts[Project]

· Max-flow/min-cut[Project]

· Chan-Vese
Segmentation using Level Set[Project]

· A
Toolbox of Level Set Methods[Project]

· Re-initialization
Free Level Set Evolution via Reaction Diffusion[Project]

· Improved
C-V active contour model[Paper][Code]

· A
Variational Multiphase Level Set Approach to Simultaneous Segmentation and Bias Correction[Paper][Code]

· Level
Set Method Research by Chunming Li[Project]

· ClassCut
for Unsupervised Class Segmentation[code]

·
SEEDS: Superpixels Extracted via Energy-Driven Sampling [Project][other]

三、目标检测Object Detection：

· A
simple object detector with boosting [Project]

· INRIA
Object Detection and Localization Toolkit [1] [Project]

· Discriminatively
Trained Deformable Part Models [2] [Project]

· Cascade
Object Detection with Deformable Part Models [3] [Project]

· Poselet
[4] [Project]

· Implicit
Shape Model [5] [Project]

· Viola
and Jones’s Face Detection [6] [Project]

· Bayesian
Modelling of Dyanmic Scenes for Object Detection[Paper][Code]

· Hand
detection using multiple proposals[Project]

· Color
Constancy, Intrinsic Images, and Shape Estimation[Paper][Code]

· Discriminatively
trained deformable part models[Project]

· Gradient
Response Maps for Real-Time Detection of Texture-Less Objects: LineMOD [Project]

· Image
Processing On Line[Project]

· Robust
Optical Flow Estimation[Project]

· Where's
Waldo: Matching People in Images of Crowds[Project]

· Scalable
Multi-class Object Detection[Project]

· Class-Specific
Hough Forests for Object Detection[Project]

·
Deformed Lattice Detection In Real-World Images[Project]

·
Discriminatively trained deformable part models[Project]

四、显著性检测Saliency Detection：

· Itti,
Koch, and Niebur’ saliency detection [1] [Matlab code]

· Frequency-tuned
salient region detection [2] [Project]

· Saliency
detection using maximum symmetric surround [3] [Project]

· Attention
via Information Maximization [4] [Matlab code]

· Context-aware
saliency detection [5] [Matlab
code]

· Graph-based
visual saliency [6] [Matlab code]

· Saliency
detection: A spectral residual approach. [7] [Matlab
code]

· Segmenting
salient objects from images and videos. [8] [Matlab code]

· Saliency
Using Natural statistics. [9] [Matlab code]

· Discriminant
Saliency for Visual Recognition from Cluttered Scenes. [10] [Code]

· Learning
to Predict Where Humans Look [11] [Project]

· Global
Contrast based Salient Region Detection [12] [Project]

· Bayesian
Saliency via Low and Mid Level Cues[Project]

· Top-Down
Visual Saliency via Joint CRF and Dictionary Learning[Paper][Code]

· Saliency
Detection: A Spectral Residual Approach[Code]

五、图像分类、聚类Image Classification, Clustering

· Pyramid
Match [1] [Project]

· Spatial
Pyramid Matching [2] [Code]

·
4000
Locality-constrained
Linear Coding [3] [Project] [Matlab
code]

· Sparse
Coding [4] [Project] [Matlab
code]

· Texture
Classification [5] [Project]

· Multiple
Kernels for Image Classification [6] [Project]

· Feature
Combination [7] [Project]

· SuperParsing
[Code]

· Large
Scale Correlation Clustering Optimization[Matlab
code]

· Detecting
and Sketching the Common[Project]

· Self-Tuning
Spectral Clustering[Project][Code]

· User
Assisted Separation of Reflections from a Single Image Using a Sparsity Prior[Paper][Code]

· Filters
for Texture Classification[Project]

· Multiple
Kernel Learning for Image Classification[Project]

· SLIC
Superpixels[Project]

六、抠图Image Matting

· A
Closed Form Solution to Natural Image Matting [Code]

· Spectral
Matting [Project]

· Learning-based
Matting [Code]

七、目标跟踪Object Tracking：

· A
Forest of Sensors - Tracking Adaptive Background Mixture Models [Project]

· Object
Tracking via Partial Least Squares Analysis[Paper][Code]

· Robust
Object Tracking with Online Multiple Instance Learning[Paper][Code]

· Online
Visual Tracking with Histograms and Articulating Blocks[Project]

· Incremental
Learning for Robust Visual Tracking[Project]

· Real-time
Compressive Tracking[Project]

· Robust
Object Tracking via Sparsity-based Collaborative Model[Project]

· Visual
Tracking via Adaptive Structural Local Sparse Appearance Model[Project]

· Online
Discriminative Object Tracking with Local Sparse Representation[Paper][Code]

· Superpixel
Tracking[Project]

· Learning
Hierarchical Image Representation with Sparsity, Saliency and Locality[Paper][Code]

· Online
Multiple Support Instance Tracking [Paper][Code]

· Visual
Tracking with Online Multiple Instance Learning[Project]

· Object
detection and recognition[Project]

· Compressive
Sensing Resources[Project]

· Robust
Real-Time Visual Tracking using Pixel-Wise Posteriors[Project]

· Tracking-Learning-Detection[Project][OpenTLD/C++
Code]

· the
HandVu：vision-based hand gesture interface[Project]

· Learning
Probabilistic Non-Linear Latent Variable Models for Tracking Complex Activities[Project]

八、Kinect：

· Kinect
toolbox[Project]

· OpenNI[Project]

· zouxy09
CSDN Blog[Resource]

· FingerTracker
手指跟踪[code]

九、3D相关：

· 3D
Reconstruction of a Moving Object[Paper]
[Code]

· Shape
From Shading Using Linear Approximation[Code]

· Combining
Shape from Shading and Stereo Depth Maps[Project][Code]

· Shape
from Shading: A Survey[Paper][Code]

· A
Spatio-Temporal Descriptor based on 3D Gradients (HOG3D)[Project][Code]

· Multi-camera
Scene Reconstruction via Graph Cuts[Paper][Code]

· A
Fast Marching Formulation of Perspective Shape from Shading under Frontal Illumination[Paper][Code]

· Reconstruction:3D
Shape, Illumination, Shading, Reflectance, Texture[Project]

· Monocular
Tracking of 3D Human Motion with a Coordinated Mixture of Factor Analyzers[Code]

· Learning
3-D Scene Structure from a Single Still Image[Project]

十、机器学习算法：

· Matlab
class for computing Approximate Nearest Nieghbor (ANN) [Matlab
class providing interface toANN
library]

· Random
Sampling[code]

· Probabilistic
Latent Semantic Analysis (pLSA)[Code]

· FASTANN
and FASTCLUSTER for approximate k-means (AKM)[Project]

· Fast
Intersection / Additive Kernel SVMs[Project]

· SVM[Code]

· Ensemble
learning[Project]

· Deep
Learning[Net]

· Deep
Learning Methods for Vision[Project]

· Neural
Network for Recognition of Handwritten Digits[Project]

· Training
a deep autoencoder or a classifier on MNIST digits[Project]

· THE
MNIST DATABASE of handwritten digits[Project]

· Ersatz：deep
neural networks in the cloud[Project]

· Deep
Learning [Project]

· sparseLM
: Sparse Levenberg-Marquardt nonlinear least squares in C/C++[Project]

· Weka
3: Data Mining Software in Java[Project]

· Invited
talk "A Tutorial on Deep Learning" by Dr. Kai Yu (余凯)[Video]

· CNN
- Convolutional neural network class[Matlab Tool]

· Yann
LeCun's Publications[Wedsite]

· LeNet-5,
convolutional neural networks[Project]

· Training
a deep autoencoder or a classifier on MNIST digits[Project]

· Deep
Learning 大牛Geoffrey E. Hinton's HomePage[Website]

·
Multiple Instance Logistic Discriminant-based Metric Learning (MildML) and Logistic Discriminant-based Metric Learning (LDML)[Code]

·
Sparse coding simulation software[Project]

·
Visual Recognition and Machine Learning Summer School[Software]

十一、目标、行为识别Object, Action Recognition：

· Action
Recognition by Dense Trajectories[Project][Code]

· Action
Recognition Using a Distributed Representation of Pose and Appearance[Project]

· Recognition
Using Regions[Paper][Code]

· 2D
Articulated Human Pose Estimation[Project]

· Fast
Human Pose Estimation Using Appearance and Motion via Multi-Dimensional Boosting Regression[Paper][Code]

· Estimating
Human Pose from Occluded Images[Paper][Code]

· Quasi-dense
wide baseline matching[Project]

· ChaLearn
Gesture Challenge: Principal motion: PCA-based reconstruction of motion histograms[Project]

· Real
Time Head Pose Estimation with Random Regression Forests[Project]

· 2D
Action Recognition Serves 3D Human Pose Estimation[Project]

· A
Hough Transform-Based Voting Framework for Action Recognition[Project]

· Motion Interchange Patterns for
Action Recognition in Unconstrained Videos[Project]

· 2D articulated human pose estimation software[Project]

· Learning and detecting shape models [code]

· Progressive Search Space Reduction for
Human Pose Estimation[Project]

· Learning Non-Rigid 3D Shape from 2D Motion[Project]

十二、图像处理：

· Distance
Transforms of Sampled Functions[Project]

· The
Computer Vision Homepage[Project]

· Efficient
appearance distances between windows[code]

·
Image Exploration algorithm[code]

·
Motion Magnification 运动放大 [Project]

·
Bilateral Filtering for Gray and Color Images 双边滤波器 [Project]

· A
Fast Approximation of the Bilateral Filter using a Signal Processing Approach [Project]

十三、一些实用工具：

· EGT:
a Toolbox for Multiple View Geometry and Visual Servoing[Project] [Code]

· a
development kit of matlab mex functions for OpenCV library[Project]

· Fast
Artificial Neural Network Library[Project]

十四、人手及指尖检测与识别：

· finger-detection-and-gesture-recognition [Code]

· Hand
and Finger Detection using JavaCV[Project]

· Hand
and fingers detection[Code]

十五、场景解释：

· Nonparametric Scene Parsing via Label Transfer [Project]

十六、光流Optical flow：

· High accuracy optical flow using a theory for warping [Project]

· Dense
Trajectories Video Description [Project]

· SIFT Flow: Dense Correspondence across
Scenes and its Applications[Project]

· KLT: An Implementation of the Kanade-Lucas-Tomasi
Feature Tracker [Project]

· Tracking Cars Using Optical Flow[Project]

· Secrets of optical flow estimation and
their principles[Project]

· implmentation of the Black and Anandan
dense optical flow method[Project]

· Optical
Flow Computation[Project]

· Beyond
Pixels: Exploring New Representations and Applications for Motion Analysis[Project]

· A
Database and Evaluation Methodology for Optical Flow[Project]

· optical
flow relative[Project]

· Robust
Optical Flow Estimation [Project]

·
optical flow[Project]

十七、图像检索[b]Image Retrieval：[/b]

· Semi-Supervised Distance Metric Learning for Collaborative Image Retrieval [Paper][code]

十八、马尔科夫随机场Markov Random Fields：

· Markov Random Fields for Super-Resolution [Project]

· A Comparative Study of Energy Minimization
Methods for Markov Random Fields with Smoothness-Based Priors [Project]

十九、运动检测Motion detection：

· Moving Object Extraction, Using Models or Analysis of Regions [Project]

· Background Subtraction: Experiments and
Improvements for ViBe [Project]

· A Self-Organizing Approach to Background
Subtraction for Visual Surveillance Applications [Project]

· changedetection.net: A new change detection
benchmark dataset[Project]

· ViBe - a powerful technique for background
detection and subtraction in video sequences[Project]

· Background Subtraction Program[Project]

· Motion Detection Algorithms[Project]

· Stuttgart Artificial Background Subtraction
Dataset[Project]

· Object Detection, Motion Estimation, and
Tracking[Project]

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苍茫大地的博客

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个人资料

苍茫大地

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博客等级：

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博客访问：109,528

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获赠金笔：8

赠出金笔：0

荣誉徽章：

来宇治吃最好的抹茶冰激凌

查看更多>>

正文字体大小：大中小

[转载]计算机视觉、机器学习相关领域论文和源代码

(2013-04-18 22:45:40)

转载▼

标签：

转载

原文地址：计算机视觉、机器学习相关领域论文和源代码作者： 大爱一叶剑

1.http://www.cvchina.info/2011/09/05/uiuc-cod/

2.http://blog.csdn.net/zouxy09/article/details/8550952

一、特征提取Feature Extraction：

· SIFT
[1] [Demo program][SIFT
Library] [VLFeat]

· PCA-SIFT
[2] [Project]

· Affine-SIFT
[3] [Project]

· SURF
[4] [OpenSURF] [Matlab
Wrapper]

· Affine
Covariant Features [5] [Oxford project]

· MSER
[6] [Oxford project] [VLFeat]

· Geometric
Blur [7] [Code]

· Local
Self-Similarity Descriptor [8] [Oxford implementation]

· Global
and Efficient Self-Similarity [9] [Code]

· Histogram
of Oriented Graidents [10] [INRIA Object Localization Toolkit]
[OLT toolkit for Windows]

· GIST
[11] [Project]

· Shape
Context [12] [Project]

· Color
Descriptor [13] [Project]

· Pyramids
of Histograms of Oriented Gradients [Code]

· Space-Time
Interest Points (STIP) [14][Project] [Code]

· Boundary
Preserving Dense Local Regions [15][Project]

· Weighted
Histogram[Code]

· Histogram-based
Interest Points Detectors[Paper][Code]

· An
OpenCV - C++ implementation of Local Self Similarity Descriptors [Project]

· Fast
Sparse Representation with Prototypes[Project]

· Corner
Detection [Project]

· AGAST
Corner Detector: faster than FAST and even FAST-ER[Project]

· Real-time
Facial Feature Detection using Conditional Regression Forests[Project]

·
Global and Efficient Self-Similarity for Object Classification and Detection[code]

·
WαSH: Weighted α-Shapes for Local Feature Detection[Project]

·
HOG[Project]

·
Online Selection of Discriminative Tracking Features[Project]

二、图像分割Image Segmentation：

· Normalized
Cut [1] [Matlab code]

· Gerg
Mori’ Superpixel code [2] [Matlab code]

· Efficient
Graph-based Image Segmentation [3] [C++ code] [Matlab
wrapper]

· Mean-Shift
Image Segmentation [4] [EDISON C++ code]
[Matlab wrapper]

· OWT-UCM
Hierarchical Segmentation [5] [Resources]

· Turbepixels
[6] [Matlab code 32bit] [Matlab
code 64bit] [Updated code]

· Quick-Shift
[7] [VLFeat]

· SLIC
Superpixels [8] [Project]

· Segmentation
by Minimum Code Length [9] [Project]

· Biased
Normalized Cut [10] [Project]

· Segmentation
Tree [11-12] [Project]

· Entropy
Rate Superpixel Segmentation [13] [Code]

· Fast
Approximate Energy Minimization via Graph Cuts[Paper][Code]

· Efﬁcient
Planar Graph Cuts with Applications in Computer Vision[Paper][Code]

· Isoperimetric
Graph Partitioning for Image Segmentation[Paper][Code]

· Random
Walks for Image Segmentation[Paper][Code]

· Blossom
V: A new implementation of a minimum cost perfect matching algorithm[Code]

· An
Experimental Comparison of Min-Cut/Max-Flow Algorithms for Energy Minimization in Computer Vision[Paper][Code]

· Geodesic
Star Convexity for Interactive Image Segmentation[Project]

· Contour
Detection and Image Segmentation Resources[Project][Code]

· Biased
Normalized Cuts[Project]

· Max-flow/min-cut[Project]

· Chan-Vese
Segmentation using Level Set[Project]

· A
Toolbox of Level Set Methods[Project]

· Re-initialization
Free Level Set Evolution via Reaction Diffusion[Project]

· Improved
C-V active contour model[Paper][Code]

· A
Variational Multiphase Level Set Approach to Simultaneous Segmentation and Bias Correction[Paper][Code]

· Level
Set Method Research by Chunming Li[Project]

· ClassCut
for Unsupervised Class Segmentation[code]

·
SEEDS: Superpixels Extracted via Energy-Driven Sampling [Project][other]

三、目标检测Object Detection：

· A
simple object detector with boosting [Project]

· INRIA
Object Detection and Localization Toolkit [1] [Project]

· Discriminatively
Trained Deformable Part Models [2] [Project]

· Cascade
Object Detection with Deformable Part Models [3] [Project]

· Poselet
[4] [Project]

· Implicit
Shape Model [5] [Project]

· Viola
and Jones’s Face Detection [6] [Project]

· Bayesian
Modelling of Dyanmic Scenes for Object Detection[Paper][Code]

· Hand
detection using multiple proposals[Project]

· Color
Constancy, Intrinsic Images, and Shape Estimation[Paper][Code]

· Discriminatively
trained deformable part models[Project]

· Gradient
Response Maps for Real-Time Detection of Texture-Less Objects: LineMOD [Project]

· Image
Processing On Line[Project]

· Robust
Optical Flow Estimation[Project]

· Where's
Waldo: Matching People in Images of Crowds[Project]

· Scalable
Multi-class Object Detection[Project]

· Class-Specific
Hough Forests for Object Detection[Project]

·
Deformed Lattice Detection In Real-World Images[Project]

·
Discriminatively trained deformable part models[Project]

四、显著性检测Saliency Detection：

· Itti,
Koch, and Niebur’ saliency detection [1] [Matlab code]

· Frequency-tuned
salient region detection [2] [Project]

· Saliency
detection using maximum symmetric surround [3] [Project]

· Attention
via Information Maximization [4] [Matlab code]

· Context-aware
saliency detection [5] [Matlab
code]

· Graph-based
visual saliency [6] [Matlab code]

· Saliency
detection: A spectral residual approach. [7] [Matlab
code]

· Segmenting
salient objects from images and videos. [8] [Matlab code]

· Saliency
Using Natural statistics. [9] [Matlab code]

· Discriminant
Saliency for Visual Recognition from Cluttered Scenes. [10] [Code]

· Learning
to Predict Where Humans Look [11] [Project]

· Global
Contrast based Salient Region Detection [12] [Project]

· Bayesian
Saliency via Low and Mid Level Cues[Project]

· Top-Down
Visual Saliency via Joint CRF and Dictionary Learning[Paper][Code]

· Saliency
Detection: A Spectral Residual Approach[Code]

五、图像分类、聚类Image Classification, Clustering

· Pyramid
Match [1] [Project]

· Spatial
Pyramid Matching [2] [Code]

· Locality-constrained
Linear Coding [3] [Project] [Matlab
code]

· Sparse
Coding [4] [Project] [Matlab
code]

· Texture
Classification [5] [Project]

· Multiple
Kernels for Image Classification [6] [Project]

· Feature
Combination [7] [Project]

· SuperParsing
[Code]

· Large
Scale Correlation Clustering Optimization[Matlab
code]

· Detecting
and Sketching the Common[Project]

· Self-Tuning
Spectral Clustering[Project][Code]

· User
Assisted Separation of Reflections from a Single Image Using a Sparsity Prior[Paper][Code]

· Filters
for Texture Classification[Project]

· Multiple
Kernel Learning for Image Classification[Project]

· SLIC
Superpixels[Project]

六、抠图Image Matting

· A
Closed Form Solution to Natural Image Matting [Code]

· Spectral
Matting [Project]

· Learning-based
Matting [Code]

七、目标跟踪Object Tracking：

· A
Forest of Sensors - Tracking Adaptive Background Mixture Models [Project]

· Object
Tracking via Partial Least Squares Analysis[Paper][Code]

· Robust
Object Tracking with Online Multiple Instance Learning[Paper][Code]

· Online
Visual Tracking with Histograms and Articulating Blocks[Project]

· Incremental
Learning for Robust Visual Tracking[Project]

· Real-time
Compressive Tracking[Project]

· Robust
Object Tracking via Sparsity-based Collaborative Model[Project]

· Visual
Tracking via Adaptive Structural Local Sparse Appearance Model[Project]

· Online
Discriminative Object Tracking with Local Sparse Representation[Paper][Code]

· Superpixel
Tracking[Project]

· Learning
Hierarchical Image Representation with Sparsity, Saliency and Locality[Paper][Code]

· Online
Multiple Support Instance Tracking [Paper][Code]

· Visual
Tracking with Online Multiple Instance Learning[Project]

· Object
detection and recognition[Project]

· Compressive
Sensing Resources[Project]

· Robust
Real-Time Visual Tracking using Pixel-Wise Posteriors[Project]

· Tracking-Learning-Detection[Project][OpenTLD/C++
Code]

· the
HandVu：vision-based hand gesture interface[Project]

· Learning
Probabilistic Non-Linear Latent Variable Models for Tracking Complex Activities[Project]

八、Kinect：

· Kinect
toolbox[Project]

· OpenNI[Project]

· zouxy09
CSDN Blog[Resource]

· FingerTracker
手指跟踪[code]

九、3D相关：

· 3D
Reconstruction of a Moving Object[Paper]
[Code]

· Shape
From Shading Using Linear Approximation[Code]

· Combining
Shape from Shading and Stereo Depth Maps[Project][Code]

· Shape
from Shading: A Survey[Paper][Code]

· A
Spatio-Temporal Descriptor based on 3D Gradients (HOG3D)[Project][Code]

· Multi-camera
Scene Reconstruction via Graph Cuts[Paper][Code]

· A
Fast Marching Formulation of Perspective Shape from Shading under Frontal Illumination[Paper][Code]

· Reconstruction:3D
Shape, Illumination, Shading, Reflectance, Texture[Project]

· Monocular
Tracking of 3D Human Motion with a Coordinated Mixture of Factor Analyzers[Code]

· Learning
3-D Scene Structure from a Single Still Image[Project]

十、机器学习算法：

· Matlab
class for computing Approximate Nearest Nieghbor (ANN) [Matlab
class providing interface toANN
library]

· Random
Sampling[code]

· Probabilistic
Latent Semantic Analysis (pLSA)[Code]

· FASTANN
and FASTCLUSTER for approximate k-means (AKM)[Project]

· Fast
Intersection / Additive Kernel SVMs[Project]

· SVM[Code]

· Ensemble
learning[Project]

· Deep
Learning[Net]

· Deep
Learning Methods for Vision[Project]

· Neural
Network for Recognition of Handwritten Digits[Project]

· Training
a deep autoencoder or a classifier on MNIST digits[Project]

· THE
MNIST DATABASE of handwritten digits[Project]

· Ersatz：deep
neural networks in the cloud[Project]

· Deep
Learning [Project]

· sparseLM
: Sparse Levenberg-Marquardt nonlinear least squares in C/C++[Project]

· Weka
3: Data Mining Software in Java[Project]

· Invited
talk "A Tutorial on Deep Learning" by Dr. Kai Yu (余凯)[Video]

· CNN
- Convolutional neural network class[Matlab Tool]

· Yann
LeCun's Publications[Wedsite]

· LeNet-5,
convolutional neural networks[Project]

· Training
a deep autoencoder or a classifier on MNIST digits[Project]

· Deep
Learning 大牛Geoffrey E. Hinton's HomePage[Website]

·
Multiple Instance Logistic Discriminant-based Metric Learning (MildML) and Logistic Discriminant-based Metric Learning (LDML)[Code]

·
Sparse coding simulation software[Project]

·
Visual Recognition and Machine Learning Summer School[Software]

十一、目标、行为识别Object, Action Recognition：

· Action
Recognition by Dense Trajectories[Project][Code]

· Action
Recognition Using a Distributed Representation of Pose and Appearance[Project]

· Recognition
Using Regions[Paper][Code]

· 2D
Articulated Human Pose Estimation[Project]

· Fast
Human Pose Estimation Using Appearance and Motion via Multi-Dimensional Boosting Regression[Paper][Code]

· Estimating
Human Pose from Occluded Images[Paper][Code]

· Quasi-dense
wide baseline matching[Project]

· ChaLearn
Gesture Challenge: Principal motion: PCA-based reconstruction of motion histograms[Project]

· Real
Time Head Pose Estimation with Random Regression Forests[Project]

· 2D
Action Recognition Serves 3D Human Pose Estimation[Project]

· A
Hough Transform-Based Voting Framework for Action Recognition[Project]

· Motion Interchange Patterns for
Action Recognition in Unconstrained Videos[Project]

· 2D articulated human pose estimation software[Project]

· Learning and detecting shape models [code]

· Progressive Search Space Reduction for
Human Pose Estimation[Project]

· Learning Non-Rigid 3D Shape from 2D Motion[Project]

十二、图像处理：

· Distance
Transforms of Sampled Functions[Project]

· The
Computer Vision Homepage[Project]

· Efficient
appearance distances between windows[code]

·
Image Exploration algorithm[code]

·
Motion Magnification 运动放大 [Project]

·
Bilateral Filtering for Gray and Color Images 双边滤波器 [Project]

· A
Fast Approximation of the Bilateral Filter using a Signal Processing Approach [Project]

十三、一些实用工具：

· EGT:
a Toolbox for Multiple View Geometry and Visual Servoing[Project] [Code]

· a
development kit of matlab mex functions for OpenCV library[Project]

· Fast
Artificial Neural Network Library[Project]

十四、人手及指尖检测与识别：

· finger-detection-and-gesture-recognition [Code]

· Hand
and Finger Detection using JavaCV[Project]

· Hand
and fingers detection[Code]

十五、场景解释：

· Nonparametric Scene Parsing via Label Transfer [Project]

十六、光流Optical flow：

· High accuracy optical flow using a theory for warping [Project]

· Dense
Trajectories Video Description [Project]

· SIFT Flow: Dense Correspondence across
Scenes and its Applications[Project]

· KLT: An Implementation of the Kanade-Lucas-Tomasi
Feature Tracker [Project]

· Tracking Cars Using Optical Flow[Project]

· Secrets of optical flow estimation and
their principles[Project]

· implmentation of the Black and Anandan
dense optical flow method[Project]

· Optical
Flow Computation[Project]

· Beyond
Pixels: Exploring New Representations and Applications for Motion Analysis[Project]

· A
Database and Evaluation Methodology for Optical Flow[Project]

· optical
flow relative[Project]

· Robust
Optical Flow Estimation [Project]

·
optical flow[Project]

十七、图像检索[b]Image Retrieval：[/b]

· Semi-Supervised Distance Metric Learning for Collaborative Image Retrieval [Paper][code]

十八、马尔科夫随机场Markov Random Fields：

· Markov Random Fields for Super-Resolution [Project]

· A Comparative Study of Energy Minimization
Methods for Markov Random Fields with Smoothness-Based Priors [Project]

十九、运动检测Motion detection：

· Moving Object Extraction, Using Models or Analysis of Regions [Project]

· Background Subtraction: Experiments and
Improvements for ViBe [Project]

· A Self-Organizing Approach to Background
Subtraction for Visual Surveillance Applications [Project]

· changedetection.net: A new change detection
benchmark dataset[Project]

· ViBe - a powerful technique for background
detection and subtraction in video sequences[Project]

· Background Subtraction Program[Project]

· Motion Detection Algorithms[Project]

· Stuttgart Artificial Background Subtraction
Dataset[Project]

· Object Detection, Motion Estimation, and
Tracking[Project]

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