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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

2012年07月03日 ⁄ 综合 ⁄ 共 6266字 ⁄ 字号 评论关闭

注:下面有project网站的大部分都有paper和相应的code。Code一般是C/C++或者Matlab代码。

最近一次更新:2013-1-29


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]


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]


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]


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]


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]

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