【计算机视觉】图像处理与计算机视觉基础,经典以及最近发展 (11)

[2006 CVPR] Beyond bags of features Spatial pyramid matching for recognizing natural scene categories

5. BRIEF BRIEF是Binary Robust Independent Elementary Features的简称,是近年来比较受关注的特征描述的方法。ORB也是基于BRIEF的。

[2010 ECCV] BRIEF Binary Robust Independent Elementary Features

[2011 ICCV] ORB an efficient alternative to SIFT or SURF

[2012 PAMI] BRIEF Computing a Local Binary Descriptor Very Fast

6. Camera Calibration and Stereo Vision 非常不熟悉的领域。仅仅列出了十来篇重要的文献,供以后学习。

[1979 Marr] A Computational Theory of Human Stereo Vision

[1985] Computational vision and regularization theory

[1987 IEEE] A versatile camera calibration technique for

high-accuracy 3D machine vision metrology using off-the-shelf TV cameras and lenses

[1987] Probabilistic Solution of Ill-Posed Problems in Computational Vision

[1988 PIEEE] Ill-Posed Problems in Early Vision

[1989 IJCV] Kalman Filter-based Algorithms for Estimating Depth from Image Sequences

[1990 IJCV] Relative Orientation

[1990 IJCV] Using vanishing points for camera calibration

[1992 ECCV] Camera self-calibration Theory and experiments

[1992 IJCV] A theory of self-calibration of a moving camera

[1992 PAMI] Camera calibration with distortion models and accuracy evaluation

[1994 IJCV] The Fundamental Matrix Theory, Algorithms, and Stability Analysis

[1994 PAMI] a stereo matching algorithm with an adaptive window theory and experiment

[1999 ICCV] Flexible camera calibration by viewing a plane from unknown orientations

[1999 IWAR] Marker tracking and hmd calibration for a video-based augmented reality conferencing system

[2000 PAMI] A flexible new technique for camera calibration

7. Color and Histogram Feature 这里面主要来源于图像检索,早期的图像检测基本基于全局的特征,其中最显著的就是颜色特征。这一部分可以和前面的Color知识放在一起的。

[1995 SPIE] Similarity of color images

[1996 PR] IMAGE RETRIEVAL USING COLOR AND SHAPE

[1996] comparing images using color coherence vectors

[1997 ] Image Indexing Using Color Correlograms

[2001 TIP] An Efficient Color Representation for Image Retrieval

[2009 CVIU] Performance evaluation of local colour invariants

8. Deformable Part Model 大红大热的DPM,在OpenCV中有一个专门的topic讲DPM和latent svm

[2008 CVPR] A Discriminatively Trained, Multiscale, Deformable Part Model

[2010 CVPR] Cascade Object Detection with Deformable Part Models

[2010 PAMI] Object Detection with Discriminatively Trained Part-Based Models

9. Distance Transformations 距离变换,在OpenCV中也有实现。用来在二值图像中寻找种子点非常方便。

[1986 CVGIP] Distance Transformations in Digital Images

[2008 ACM] 2D Euclidean Distance Transform Algorithms A Comparative Survey

10. Face Detection 最成熟最有名的当属Haar+Adaboost

[1998 PAMI] Neural Network-Based Face Detection

[2002 PAMI] Detecting faces in images a survey

[2002 PAMI] Face Detection in Color Images

[2004 IJCV] Robust Real-Time Face Detection

11. Face Recognition 不熟悉,简单罗列之。

[1991] Face Recognition Using Eigenfaces

[2000 PAMI] Automatic Analysis of Facial Expressions The State of the Art

[2000] Face Recognition A Literature Survey

[2006 PR] Face recognition from a single image per person A survey

[2009 PAMI] Robust Face Recognition via Sparse Representation

12. FAST 用机器学习的方法来提取角点,号称很快很好。

[2006 ECCV] Machine learning for high-speed corner detection

[2010 PAMI] Faster and Better A Machine Learning Approach to Corner Detection

13. Feature Extraction 这里的特征主要都是各种不变性特征,SIFT,Harris,MSER等也属于这一类。把它们单独列出来是因为这些方法更流行一点。关于不变性特征,王永明与王贵锦合著的《图像局部不变性特征与描述》写的还不错。Mikolajczyk在2005年的PAMI上的文章以及2007年的综述是不错的学习材料。

[1989 PAMI] On the detection of dominant points on digital curves

[1997 IJCV] SUSAN—A New Approach to Low Level Image Processing

[2004 IJCV] Matching Widely Separated Views Based on Affine Invariant Regions

[2004 IJCV] Scale & Affine Invariant Interest Point Detectors

[2005 PAMI] A performance evaluation of local descriptors

[2006 IJCV] A Comparison of Affine Region Detectors

[2007 FAT] Local Invariant Feature Detectors - A Survey

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