计算机视觉、机器学习相关领域论文和源代码

注明：转自：http://user.qzone.qq.com/114772751/blog/1408416377 计算机视觉、机器学习相关领域论文和源代码   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]