机器视觉开源代码集合(转载)
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2022-07-09 18:11:13
本文属于转载内容,也在笔者另外一个博客(http://blog.csdn.net/qq_37608890/article/details/79352633)发布。 来源:http://blog.csdn.net/flyingpig851334799/article/details/47449847。 ......
本文属于转载内容,也在笔者另外一个博客(http://blog.csdn.net/qq_37608890/article/details/79352633)发布。
来源:http://blog.csdn.net/flyingpig851334799/article/details/47449847。
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] [
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