2013计算机视觉代码合集二
来源:互联网 发布:网络信息安全措施 编辑:程序博客网 时间:2024/05/22 12:51
2013计算机视觉代码合集二
作者:cvchina | 分类:图像处理 | 标签:目标检测 源码 SIFT
Feature Detection and Description
General Libraries:
VLFeat – Implementation of various feature descriptors (including SIFT, HOG, and LBP) and covariant feature detectors (including DoG, Hessian, Harris Laplace, Hessian Laplace, Multiscale Hessian, Multiscale Harris). Easy-to-use Matlab interface. See Modern features: Software – Slides providing a demonstration of VLFeat and also links to other software. Check also VLFeat hands-on session training
OpenCV – Various implementations of modern feature detectors and descriptors (SIFT, SURF, FAST, BRIEF, ORB, FREAK, etc.)
Fast Keypoint Detectors for Real-time Applications:
FAST – High-speed corner detector implementation for a wide variety of platforms
AGAST – Even faster than the FAST corner detector. A multi-scale version of this method is used for the BRISK descriptor (ECCV 2010).
Binary Descriptors for Real-Time Applications:
BRIEF – C++ code for a fast and accurate interest point descriptor (not invariant to rotations and scale) (ECCV 2010)
ORB – OpenCV implementation of the Oriented-Brief (ORB) descriptor (invariant to rotations, but not scale)
BRISK – Efficient Binary descriptor invariant to rotations and scale. It includes a Matlab mex interface. (ICCV 2011)
FREAK – Faster than BRISK (invariant to rotations and scale) (CVPR 2012)
SIFT and SURF Implementations:
SIFT: VLFeat, OpenCV, Original code by David Lowe, GPU implementation, OpenSIFT
SURF: Herbert Bay’s code, OpenCV, GPU-SURF
Other Local Feature Detectors and Descriptors:
VGG Affine Covariant features – Oxford code for various affine covariant feature detectors and descriptors.
LIOP descriptor – Source code for the Local Intensity order Pattern (LIOP) descriptor (ICCV 2011).
Local Symmetry Features – Source code for matching of local symmetry features under large variations in lighting, age, and rendering style (CVPR 2012).
Global Image Descriptors:
GIST – Matlab code for the GIST descriptor
CENTRIST – Global visual descriptor for scene categorization and object detection (PAMI 2011)
Feature Coding and Pooling
VGG Feature Encoding Toolkit – Source code for various state-of-the-art feature encoding methods – including Standard hard encoding, Kernel codebook encoding, Locality-constrained linear encoding, and Fisher kernel encoding.
Spatial Pyramid Matching – Source code for feature pooling based on spatial pyramid matching (widely used for image classification)
Convolutional Nets and Deep Learning
EBLearn – C++ Library for Energy-Based Learning. It includes several demos and step-by-step instructions to train classifiers based on convolutional neural networks.
Torch7 – Provides a matlab-like environment for state-of-the-art machine learning algorithms, including a fast implementation of convolutional neural networks.
Deep Learning - Various links for deep learning software.
Part-Based Models
Deformable Part-based Detector – Library provided by the authors of the original paper (state-of-the-art in PASCAL VOC detection task)
Efficient Deformable Part-Based Detector – Branch-and-Bound implementation for a deformable part-based detector.
Accelerated Deformable Part Model – Efficient implementation of a method that achieves the exact same performance of deformable part-based detectors but with significant acceleration (ECCV 2012).
Coarse-to-Fine Deformable Part Model – Fast approach for deformable object detection (CVPR 2011).
Poselets – C++ and Matlab versions for object detection based on poselets.
Part-based Face Detector and Pose Estimation – Implementation of a unified approach for face detection, pose estimation, and landmark localization (CVPR 2012).
原创文章如转载请注明:转载自计算机视觉网-AI技术供需平台-计算机视觉论坛谢谢!
- 上一篇: 2013计算机视觉代码合集一
- 下一篇: 2013计算机视觉代码合集三
- 2013计算机视觉代码合集二
- 2013计算机视觉代码合集二
- 2013计算机视觉代码合集二
- 2013计算机视觉代码合集二
- 2013计算机视觉代码合集二
- 2013计算机视觉代码合集二
- 2013计算机视觉代码合集二
- 2013计算机视觉代码合集二
- 2013计算机视觉代码合集二
- 2013计算机视觉代码合集二
- 2013计算机视觉代码合集二
- 2013计算机视觉代码合集二
- 2013计算机视觉代码合集二
- 计算机视觉代码合集二 .
- 13.7 2013计算机视觉代码合集二
- 2013计算机视觉代码合集一
- 2013计算机视觉代码合集一 .
- 2013计算机视觉代码合集一
- java 方法的定义 类的定义
- angularjs测试
- OkHttpUtils的使用以及带进度条的回调StringDialogCallback
- Java学习笔记(十八)--网络编程
- 2120: 数颜色/2453: 维护队列
- 2013计算机视觉代码合集二
- 利用samba服务为windows用户架设网盘的简单实践
- IM即时通讯结合mui 环信
- [分块] BZOJ 4908 [BeiJing2017]开车
- java 入门代码
- 树库介绍
- 【MySQL】安装
- php中表单的验证
- TypeError: object of type 'zip' has no len()、'zip' object is not subscriptable