计算机视觉、机器学习相关领域论文和源代码大集合

源码及论文内容较为陈旧，供初学者学习参考。

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Image Retrieval：

· 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]