Open Source Projects
Jia-Bin Huang童鞋收集,此童鞋毕业于国立交通大学,之前拍过很多CVPR举办地科罗拉多州的照片,这里大多为matlab code,
link: https://netfiles.uiuc.edu/jbhuang1/www/resources/vision/index.html
包括:
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] [Code]
- Boundary Preserving Dense Local Regions [15][Project]
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]
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]
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]
Image Classification
- 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]