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
? ? ? ? ?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]