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……
zouxy09@qq.com
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：2013-3-17
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]