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计算机视觉、机器学习相关领域论文和源代码大集合--持续更新……

發(fā)布時(shí)間：2023/12/13 编程问答 40 豆豆

生活随笔收集整理的這篇文章主要介紹了计算机视觉、机器学习相关领域论文和源代码大集合--持续更新…… 小編覺得挺不錯(cuò)的,現(xiàn)在分享給大家,幫大家做個(gè)參考.

原文地址：http://blog.csdn.net/whaoXYSH/article/details/16886109

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、圖像分割I(lǐng)mage 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]

·???????????Ef?cient 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、目標(biāo)檢測(cè)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、顯著性檢測(cè)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、圖像分類、聚類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、摳圖Image Matting

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

·???????????Spectral Matting [Project]

·???????????Learning-based Matting [Code]

七、目標(biāo)跟蹤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 手指跟蹤[code]

九、3D相關(guān)：

·???????????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、機(jī)器學(xué)習(xí)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 (余凱)[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、目標(biāo)、行為識(shí)別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、圖像處理：

·?????????Distance Transforms of Sampled Functions[Project]

· ? ? ? ??The Computer Vision Homepage[Project]

· ? ? ? ??Efficient appearance distances between windows[code]

· ? ? ? ??Image Exploration algorithm[code]

· ? ? ? ??Motion Magnification 運(yùn)動(dòng)放大 [Project]

· ? ? ? ??Bilateral Filtering for Gray and Color Images 雙邊濾波器 [Project]

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

??????????????????

十三、一些實(shí)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、人手及指尖檢測(cè)與識(shí)別：

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

·???????????Hand and Finger Detection using JavaCV[Project]

·???????????Hand and fingers detection[Code]

十五、場(chǎng)景解釋：

·???????????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、圖像檢索Image Retrieval：

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

十八、馬爾科夫隨機(jī)場(chǎng)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、運(yùn)動(dòng)檢測(cè)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]

：2013-3-17