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sift
1 SIFT 发展历程
SIFT算法由D.G.Lowe 1999年提出,2004年完善总结。后来Y.Ke将其描述子部分用PCA代替直方图的方式,对其进行改进。
2 SIFT 主要思想
SIFT算法是一种提取局部特征的算法,在尺度空间寻找极值点,提取位置,尺度,旋转不变量。
3 SIFT算法的主要特点:
a) SIFT特征是图像的局部特征,其对旋转、尺度缩放、亮度变化保持不变性,对视角变化、仿射变换、噪声也保持一定程度的稳定性。
b) 独特性(Distinctiveness)好,信息量丰富,适用于在海量特征数据库中进行快速、准确的匹配[23]。
c) 多量性,即使少数的几个物体也可以产生大量SIFT特征向量。
d) 高速性,经优化的SIFT匹配算法甚至可以达到实时的要求。
e) 可扩展性,可以很方便的与其他形式的特征向量进行联合。
4 SIFT算法步骤:
1) 检测尺度空间极值点
2) 精确定位极值点
3) 为每个关键点指定方向参数
4) 关键点描述子的生成
本包内容为sift算法matlab源码(1 SIFT course of development
SIFT algorithm by DGLowe in 1999, the perfect summary of 2004. Later Y.Ke its description of the sub-part of the histogram with PCA instead of its improvement.
2 the SIFT main idea
The SIFT algorithm is an algorithm to extract local features in scale space to find the extreme point of the extraction location, scale, rotation invariant.
3 the main features of the SIFT algorithm:
a) SIFT feature is the local characteristics of the image, zoom, rotate, scale, brightness change to maintain invariance, the perspective changes, affine transformation, the noise also maintain a certain degree of stability.
b) unique (Distinctiveness), informative, and mass characteristics database for fast, accurate matching [23].
c) large amounts, even if a handful of objects can also produce a large number of SIFT feature vectors.
d) high-speed and optimized SIFT matching algorithm can even achieve real-time requirements.
e) The scalability can be very convenient fe)
- 2012-05-25 15:31:16下载
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Multilabel-Image-Classification-via-High
Four crucial issues are considered by the proposed HoAL: 1) unlike binary cases, the selection granularity for multilabel active learning need to be fined from example to examplelabel pair 2) different labels are seldom independent, and label correlations provide critical information for efficient learning 3) in addition to pair-wise label correlations, high-order label correlations are also informative for multilabel active learning and 4) since the number of label combinations increases exponentially with respect to the number of labels, an efficient mining
method is required to discover informative label correlations
- 2014-09-03 02:03:47下载
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image-processing
有关图像图形处理 图像识别 主成分分析法,模板匹配等识别方法的Matlab程序(Principal component analysis (pca) on video image processing image recognition, template matching identification methods, such as Matlab)
- 2013-04-10 20:14:54下载
- 积分:1
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matlab-read-data
matlab读取数据文件,进行fft,再写入数据文件,最后比较变化。(matlab to read data files for fft, and then write the data file, and finally compare changes.)
- 2013-10-19 08:57:17下载
- 积分:1
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GA-for-Bilevel-Programming
双层规划模型的遗传算法求解的Matlab源码(GA for Bilevel Programming Model with Matlab)
- 2013-12-10 09:53:07下载
- 积分:1
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MS_student_m
最小二乘法仿真,系统辨识算法,经典数学算法(Least squares simulation)
- 2019-03-21 13:55:23下载
- 积分:1
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Wiley.Single.Carrier.FDMA.A.New.Air.Interface
a very nice book of SCFDMA (Single carrier frequency division multiplexing). Also contains the simulation of the scfdma system in matlab.
- 2010-05-31 18:12:44下载
- 积分:1
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OFDM_TRail
高斯白噪声信道下的OFDM系统的Matlab仿真(White Gaussian noise channel OFDM system under the Matlab simulation)
- 2009-05-19 08:23:53下载
- 积分:1
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SVPWM60
自己做的采用60度坐标系的三电平SVPWM模块
用的是matlab2009b
(60-degree three-level SVPWM module
Matlab2009b)
- 2021-04-19 20:38:50下载
- 积分:1
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main
detecting woods by images
- 2013-12-03 14:47:18下载
- 积分:1