来自西弗吉利亚大学li xin整理的CV代码合集(一)

Image denoising

1. Bayesian Structured Sparse Coding (BSSC)
2. Wavelet-based soft/hard thresholding and TI denoising Wavelab
3. Spatially adaptive image denoising under overcomplete expansion   SA-OE
4. Low-complexity image denoising based on statistical modeling of wavelet coefficients code
5. Bayesian Least-Square Gaussian Scalar Mixture  BLS-GSM
6. Wavelet-domain HMM for image denoising  WHMT
7. Fields of experts model for image denoising  FoE
8. Learning sparse representation for image denoising K-SVD
9. Shape adaptive DCT based image denoising  SA-DCT
10. Nonlocal mean based image denoising code code2
11. Block matching 3D (BM3D) image denoising  BM3D
12. Product of Edgeperts denoising  PoEdges
13. Total Least-Square (TLS) image denoising  TLS
14. AVMF color image denoising  AVMF
15. Multiscle LMMSE-based image denoising   code
16. Kernel regression based image denoising  code
17. Belief propagation for image restoration  code
18. Gaussian Field-of-Expert (GFoE) denoising  code
19. Active random field learning code

20. Clustering-based Denoising using Locally Learned Dictionaries (K-LLD)

21. Local Pixel Grouping (LPG)-PCA image denoising
22. Leaning simultaneous sparsity coding (LSSC) code (only runs on 64-bit Linux machine with MATLAB)
23. BM3D image denoising with shape - adaptive principal component analysis (BM3D-SAPCA) code
24. Learning Non-Local Range Markov Random Field for Image Restoration code
25. Image denoising via dictionary learning and structural clustering
26. From Learning Models of Natural Image Patches to Whole Image Restoration code
27. Image denoising: Can plain Neural Networks compete with BM3D?
28. Patch-based Locally Optimal Wiener Filtering for Image Denoising
29. Nonparametric Bayesian Dictionary Learning for Analysis of Noisy and Incomplete Images code
30. Spatially adaptive iterative singular-value threshodlign (SAIST) code
31. Image Denoising using the Higher Order Singular Value Decomposition code
32. Dual-Domain Image Denoising code
33. Bayesian Structured Sparse Coding (BSSC)

Image coding

1. JPEG-LS standardLOCO-I
2. Context-Based, Adaptive, Lossless Image Coding  CALIC
3. Edge directed prediction for lossless image compression  EDP
4. TMW lossless image compression Download Code (lost in cyberspace)
5. Minimum rate prediction with DP-based optimization  Code
6. Embedded Predictive Wavelet Image Coder  Code
7. SPIHT image codec  SPIHTMATLAB codes (third-party implementation)
8. Estimation Quantization lossy image codec EQ
9. Least-Square Estionation Quantization Codec LS-EQ
10. EBCOT codec for JPEG2000  EBCOT
11. Multiple description coding with prediction compensationcode
12. Multiple description image coding based on lagrangian rate allocation code

Image demosaicing

1. Primary-consistent soft-decision (PCSD)-based schemeexecutable
2. Alternate projection (AP)-based scheme AP
3. Adaptive Homogeneity-Directed (AHD) demosaicing  AHD
4. DLMMSE demosaicing   DLMMSE
5. Demosaicing by successive approximation  SA
6. Demosaicing by directional filtering and a posteriori decision dfapd
7. LPA-ICI demosaicing LPA-ICI
8. A Model of Retinal Local Adaptation for the Tone Mapping of Color Filter Array Images
9. Leaning simultaneous sparsity coding (LSSC) code (only runs on 64-bit Linux machine with MATLAB)
10. PCA-based Spatially Adaptive Denoising of CFA Images for Single-Sensor Digital Cameras code
11. Self-similarity driven image demosaicing
12. Color Demosaicking by Local Directional Interpolation and Non-local Adaptive Thresholding code
13. Residual Interpolation for color image demosaicking
14. Vector-Valued Image Processing by Parallel Level Sets

Image interpolation and Superresolution

1. Linear interpolation revitalized
2. New edge directed interpolation (NEDI) code
3. Signal Discrete Sinc-interpolation in DCT Domain code
4. Directional filtering and data fusion  DFDF
5. Wavelet-based texture image interpolation  wt_interp
6. Fast and robust superresolution (SR) toolbox  UCSC-SR
7. Superresolution for synthetic zooming  syn_zoom
8. EPFL's frequency-domain approach  EPFL
9. Support vector machine based image superresolution   result
10. Image interpolation using multiscale geometric representations  Code
11. Kriging-based Best Linear Unbiased Estimator   Code
12. Image interpolation by adaptive 2D autoregressive modeling and soft-decision estimation   Executable
13. Super-resolution GUI developed by Bahadir at LSU
14. Multi-frame image super-resolution
15. Super-resolution via sparse coding  code
16. Super-resolution through neighbor embedding code
17. Super-resolution with sparse mixing estimators
18. Machine learning in multi-frame SR
19. Example-based learning for super-resolution
20. Super Resolution using Edge Prior and Single Image Detail Synthesis code
21. Binary halftone image resolution increasing by decision tree learning
22. Simultaneous motion deblurring and super-resolution
23. Exploiting Self-Similarities for Single Frame Super-Resolution code
24. Fast image/video upsampling (binary executables only)
25. Image deblurring and supper-resolution by adaptive sparse domain selection and adaptive regularization code
26. Image and video upsampling from local self-examples code(third-party implementation)
27. Semi-Coupled Dictionary Learning with Applications to Image Super-resolution and Photo-Sketch Synthesis
28. Sparse Representation based Image Interpolation with Nonlocal Autoregressive Modeling
29. Structured Face Hallucination code
30. Anchored Neighborhood Regression for Fast Example-Based Super-Resolution code

RGBD image processing

1. Indoor Segmentation and Support Inference from RGBD Images
2. Unsupervised Feature Learning for RGB-D Based Object Recognition
3. Image Guided Depth Map Upsampling

Image segmentation/parsing and matting

1. Image segmentation by normalized cut  Ncut
2. Epitome-based image segmentation  epitome
3. Bayesian multiscale image segmentation SMAP
4. Graph-cut Based Image Segmentation  segment Code2
5. EDISON System  EDISON Code2
6. Pfinder system  Pfinder
7. A closed form solution to image matting  matting
8. Spectral matting  code
9. Level set evolution without reinitialization  Code
10. Implicit active contour driven by local binary fitting energy Code
11. Snakes, Shapes, and Gradient Vector Flow  Code
12. Unsupervised learning of finite mixture model  Code
13. DDMCMC Image Segmentation
14. Image Segmentation by Generalized SW-cuts
15. A generalized model for scratch detection
16. Biased normalized cut
17. Power Watersheds (iccv'2009) code
18. Global contrast based salient region detection
19. Generalizing Swendsen-Wang to sampling arbitrary posterior probabilities code
20. Interactive segmentation toolbox (GrabCut+LazySnap)
21. Geodesic Star Convexity for Interactive Image Segmentation
22. Distributed Cosegmentation via Submodular Optimization on Anisotropic Diffusion code
23. Segmenting Scenes by Matching Image Composites
24. Automatic Image Segmentation by Dynamic Region Mergingcode
25. Interactive Images: Cuboid Proxies for Smart Image Manipulation
26. Efficient Inference in Fully Connected CRFs with Gaussian Edge Potentials
27. Image Segmentation with Cascaded Hierarchical Models and Logistic Disjunctive Normal Networks code
28. Nonlocal Matting
29. KNN matting

Image deblurring

1. Fourier-Wavelet Regularized Deconvolution  ForWard
2. Pointwise SA-DCT regularized deconvolution  SA-DCT
3. Image deconvolution using a natural image prior  Code
4. Total-Variation (TV) based image deblurring  Code
5. Two-step iterative shrinkage/thresholding algorithms for image restoration Code
6. Iterative methods for image restoration   Code
7. ICA Toolbox for blind image separation
8. L0-AbS Deblur 1.0

9. Regularized Kernel Regression-Based Deblurring (AKTV)

10. Projection-based deblurring with fine-granularity and spatially adaptive regularization
11. Fast Gradient-Based Algorithms for Constrained Total Variation Image Deblurring code
12. Image deblurring by adaptive sparse domain selection and adaptive regularization code
13. Fast Image Deconvolution using Hyper-Laplacian Priors
14. BM3D Frames and Variational Image Deblurring code
15. Centralized Sparse Representation for Image Restorationcode
16. Bayesian Structured Sparse Coding (BSSC)
17. Image Restoration Using Joint Statistical Modeling in Space-Transform Domain

Blind image deblurring

1. Removing Camera Shake from a Single Image code_request_form
2. High-quality blind motion deblurring (executables only)
3. Quality measure for Blind deblurring methods

4. Eficient Marginal Likelihood Optimization in Blind Deconvolution code

5. Analyzing spatially varying blur
6. Fast motion deblurring
7. Two-phase kernel estimation for robust motion deblurring
8. Blind deconvolution using a normalized sparsity measure
9. Efficient Deblurring for Shaken and Partially Saturated Images
10. Fast Removal of Non-uniform Camera Shake
11. Multi-frame Blind Deconvolution with Super-resolution and Saturation Correction
12. Robust Multichannel Blind Deconvolution via Fast Alternating Minimization
13. Benchmarking blind deconvolution with a real-world database (dataset only)
14. Frequency domain blind deconvolution in multiframe imaging using anisotropic spatially-adaptive denoising
15. Handling Noise in Single Image Deblurring using Directional Filters

Texture synthesis

1. Reaction-diffusion textures code
2. Texture synthesis via a noncausal nonparametric multiscale Markov random field code
3. Pyramid Based Texture Analysis/Synthesis code
4. Wavelet-domain parametric model  code
5. Texture synthesis by nonparametric sampling code (third-party implementation)
6. Image quilting code code2
7. Synthesizing Natural Textures code
8. Texture Optimization for Example-based Synthesis code(third-party implementation)
9. Parallel controllable texture synthesis code
10. Graphcut Textures: Image and Video Synthesis Using Graph Cuts code (third-party implementation)
11. Random Phase Textures: Theory and Synthesis code
12. Higher Order SVD Analysis for Dynamic Texture Synthesis
13. Symmetry-Guided Texture Synthesis and Manipulation

Image inpainting

1. Exemplar-based image inpainting  code
2. Fields of experts model for image inpainting  FoE
3. Image recovery via adaptive sparse representation code
4. Least-Square based sequential error concealment  nsec
5. Patch-based nonlocal error concealment
6. Image recovery via hybrid sparse representation

7. Higher Order SVD Analysis for Dynamic Texture Synthesis

8. TV-based image inpainting code code2
9. Robust Locally Linear Analysis with Applications to Image Denoising and Blind Inpainting code
10. Non-Parametric Bayesian dictionary learning for sparse image representations code
11. Hierarchical super-resolustion-based inpainting

PDE-based image processing

1. Perona-Malik nonlinear diffusion  code code2
2. Total variation based image denoising code code2
3. Curvature-Driven Diffusion based image inpainting code
4. Shock filter for image enhancement   code
5. Weickert's anisotropic diffusion  code
6. Mean curvature diffusion (MCD)   code
7. A variational method for image recovery code
8. Speckle reducing anisotropic diffusion code
9. Parametric Maximum Flow Algorithmsfor Fast Total Variation Minimization code
10. An Algorithm for Nonlocal TV Minimization
11. Vector-Valued Image Processing by Parallel Level Sets

Image quality assessment

1. Universal image quality index   code
2. Structural SIMilarity (SSIM) index   code
3. Degradation model  code
4. FSIM: A Feature Similarity Index for Image Quality Assessment code
5. A No-Reference Objective Image Sharpness Metric Based on the Notion of Just Noticeable Blur code
6. An Improved No-Reference Sharpness Metric Based on the Probability of Blur Detection code
7. Gradient Magnitude Similarity Deviation: A Highly Efficient Perceptual Image Quality Index

Biometrics

1. Fingerprint enhancement and matching
2. Daugman's iris recognition algorithm implementation

3. Photorealistic Models for Pupil Light Reflex and Iridal Pattern Deformation

4. Gabor Feature based Sparse Representation for Face Recognition code
5. Robust Sparse Coding for Face Recognition code
6. Jialong He's Speaker Recognition (Identification) Tool
7. Unsupervised Salience Learning for Person Re-identification
8. Pose-free Facial Landmark Fitting via Optimized Part Mixtures and Deformable Shape Model
9. Robust Sparse Coding for Face Recognition code
10. Sparse Representation or Collaborative Representation: Which Helps Face Recognition? code

Gradient-domain image processing

1. Distributed Gradient-Domain Processing of Planar and Spherical Images

2. GradientShop:A Gradient-Domain Optimization Framework for Image and Video Filtering

3. Local Laplacian Filters: Edge-aware Image Processing with a Laplacian Pyramid

4. Domain Transform for Edge-Aware Image and Video Processing
5. Image Smoothing via L 0 Gradient Minimization
6. Guided image filtering

Video coding

1. MPEG-1/2 reference software
2. H.263/H.263+ reference software
3. MPEG4 reference software (MoMuSys version)
4. H.264/AVC reference software
5. 3D SPIHT video coding code
6. DISCOVER video codec for DVC
7. HEVC (H.265) Refence model in development

Texture/Shape/Image classification

1. Wavelet-based GDD and KL-distance code
2. Local binary pattern (LBP) based
3. Filter bank based at Visual Geometry Group
4. A Completed Modeling of Local Binary Pattern Operator for Texture Classification code
5. Shape Classification Using the Inner-Distance code
6. Deformed Lattice Detector code
7. Ensemble Projection for Semi-supervised Image Classification

Object detection/recognition

1. Adaboost method    code
2. Biologically inspired object recognition  code
3. Hierarchical Models of Object Recognition in Cortex  code
4. Scalable recognition with a vocabulary tree Code
5. Shock graphscode
6. Shape contexts  code
7. Robust nonrigid point matching   Code
8. Histograms of Oriented Gradients (HOG) code
9. Pyramid histogram of oriented gradients (PHOG)
10. Beyond Bag of features Code
11. SuperParsing Code
12. Aggregating Gradient Distributions into Intensity Orders
13. Matching Local Self-Similarities across Images and Videoscode (third-party implementation)
14. Deformed lattice detection in real-world images
15. Feature-Centric Efficient Subwindow Search code
16. Poselets: Body Part Detectors Trained Using 3D Human Pose Annotations code
17. Ensemble of Exemplar-SVMs for Object Detection and Beyond
18. Discriminative Learning of Relaxed Hierarchy for Large-scale Visual Recognition code
19. Multiple Kernels for Object Detection

20. Ensemble of Exemplar-SVMs for Object Detection and Beyond

21. Towards Total Scene Understanding: Classification, Annotation and Segmentation in an Automatic Framework
22. Object Bank: A High-Level Image Representation for Scene Classification and Semantic Feature Sparsification
23. Informative Feature Selection for Object Recognition via Sparse PCA code
24. Linear Spatial Pyramid Matching using Sparse Coding for Image Classification code
25. Locality-constrained Linear Coding for Image Classificationcode
26. MIT LabelMe Open Annotation tool
27. Stream-based Joint Exploration-Exploitation Active Learningcode
28. BoF meets HOG: Feature Extraction based on Histograms of Oriented p.d.f Gradients for Image Classification code
29. Discriminatively trained deformable part models
30. Joint Deep Learning for Pedestrian Detection

Image registration/mosaicing/OFE

1. Affine SIFT (ASIFT) with online demo
2. SIFT Flow: Dense Correspondence across scenes
3. Lukas-Kanade algorithm  code code2
4. SIFT feature correspondence code code2 code3
5. Local binary pattern (LBP)   code
6. Speed up robust features (SURF)
7. Compact And Real-time Descriptors (CARD)
8. Maximally stable extremal regions (MSER)  code
9. Graph-cut based  optical flow estimation   code
10. Pyramid-based hierarchical motion estimation  Code
11. Affine Motion Estimation for Medical Image Registration Code
12. A frequency-domain approach toward image registration Code
13. Blended Intrinsic Maps
14. An Efficient Earth Mover's Distance Algorithm for Robust Histogram Comparison code
15. Diffusion Distance for Histogram Comparison code
16. Coherency Sensitive Hashing
17. Fast Template Matching in Non-Linear Tone-Mapped Imagescode
18. BRIEF: Binary Robust Independent Elementary Features
19. Autostitch developed for Apple iPhone
20. Ztitch developed for Windows Phone
21. Image Matching using Local Symmetry Features
22. Secrets of optical flow estimation and their principles(Matlab code)
23. Segmentation Based Variational Model for Accurate Optical Flow Estimation (Code)
24. Total variation regularization of local-global optical flow
25. Motion Detail Preserving Optical Flow Estimation
26. Large displacement optical flow: descriptor matching in variational motion estimation code
27. FAsT-Match: Fast Affine Template Matching
28. Pose-free Facial Landmark Fitting via Optimized Part Mixtures and Deformable Shape Model

Action/event/scene recognition

1. Human Activity Detection from RGBD Images
2. Action MACH: a spatio-temporal maximum average correlation height filter for action recognition
3. Evaluation of local spatio-temporal features for action recognition
4. 2D Action Recognition Serves 3D Human Pose Estimation
5. Hierarchical Mean Shift, Space-Time Segmentation and Action Recognition
6. Human Activity Recognition with Metric Learning
7. A Hough Transform-Based Voting Framework for Action Recognition
8. Learning hierarchical spatio-temporal features for action recognition with independent subspace analysis
9. Recognizing Scene Viewpoint using Panoramic Place Representation
10. Multimodal Decomposable Models for Human Pose Estimation

Visual tracking

1. Object detection and tracking in motion sequence
2. Incremental Learning for Robust Visual Tracking code
3. Online Visual Tracking with Histograms and Articulating Blocks code

4. Kanade-Lucas-Tomasi Feature Tracker

5. SIFT keypoint detector code2 code3
6. Speeded-Up Robust Features (SURF)
7. Histogram of oriented gradients (HOG) based human detection
8. HOGgles: Visualizing Object Detection Features
9. Visual tracking using appearance model and particle filters
10. Video Object Segmentation by Tracking Regions code
11. Visual tracking decomposition
12. Robust Visual Tracking using L1 Minimization code
13. Visual Tracking via Adaptive Structural Local Sparse Appearance Model
14. Robust Object Tracking via Sparsity-based Collaborative Model
15. Discrete-Continuous Optimization for Multi-Target Tracking
16. Multi-Target Tracking by Continuous Energy Minimization
17. Distribution Fields for Tracking
18. Least Soft-threshold Squares Tracking code
19. HOGgles: Visualizing Object Detection Features
20. Online Robust Non-negative Dictionary Learning for Visual Tracking
21. The Way They Move: Tracking Targets with Similar Appearance
22. Real-time compressive tracking

Saliency/Objectness Detection

1. Learning to Detect A Salient Object code (third-party implementation)
2. Dynamic visual attention: searching for coding length increments code
3. What is an object?
4. Saliency Detection: A Spectral Residual Approach
5. Image Classification: An Integration of Randomization and Discrimination 
   in A Dense Feature Representation
6. Saliency filters: contrast based filtering for salient region detection code
7. Global Contrast based Salient Region Detection
8. Frequency-tuned salient region detection
9. Saliency, attention, and visual search: An information theoretic approach
10. Saliency detection using maximum symmetric surround
11. Segmenting salient objects from images and videos
12. Static and space-time visual saliency detection by self-resemblance
13. SUN: A bayesian framework for saliency using natural statistics
14. Saliency estimation using a non-parametric low-level vision model
15. model of saliency-based visual attention for rapid scene analysis
16. Graph-based visual saliency
17. Context-aware saliency detection
18. Salient region detection and segmentation
19. Automatic salient object segmentation based on context and shape prior
20. Saliency Detection via Graph-based Manifold Ranking
21. Kernel Null Space Methods for Novelty Detection
22. Efficient Salient Region Detection with Soft Image Abstraction
23. A Unified Approach to Salient Object Detection via Low Rank Matrix Recovery