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Principles of Google Image Search

still use the feature detection algorithm. Each step involves a lot of algorithm research, focusing on mathematics, statistics, image coding, signal processing and other theories. The following is a simple implementation of Ruan Yifeng: If you enter a Google image URL or directly upload an image, Google will find a similar image. The following figure shows Alyson Hannigan, an American actress. After the upload, Google returns the following results: What is the principle of this

Search for similar images

Search for similar images Similar image search refers to how to calculate the similarity between two images. The key technology here is "perceptual hash algorithm ), it generates a "fingerprint" (fingerprint) string for each image, and then compares the fingerprints of different images. The closer the result is, the more similar the image is. I. Perception Hash Algorithm 1. Reduce the size Reduce the image size to 8x8, with a total of 64 pixels. Th

Image Retrieval Q &

?计算机怎么知道两张图片相似呢? 根据Neal Krawetz博士的解释,原理非常简单易懂。我们可以用一个快速算法,就达到基本的效果。 这里的关键技术叫做" 感知哈希算法"(Perceptual hash algorithm),它的作用是对每张图片生成一个"指纹"(fingerprint)字符串,然后比较不同图片的指纹。结果越接近,就说明图片越相似。 下面是一个最简单的实现: 第一步,缩小尺寸。 将图片缩小到8x8的尺寸,总共64个像素。这一步的作用是去除图片的细节,只保留结构、明暗等基本信息,摒弃不同尺寸、比例带来的图片差异。 第二步,简化色彩。 将缩小后的图片,转为64级灰度。也就是说,所有像素点总共只有64种颜色。 第三步,计算平均值。 计算所有64个像素的灰度平均值。 第四步,比较像素的灰度。 将每个像素的灰度,与平均值进行比较。大于或等于平均值,记为1;小于平均值,记为0。 第五步,计算哈希值。 将上一步的比较结果,组合在一起,就构成了一

Principles of Google Image Search

still use the feature detection algorithm. Each step involves a lot of algorithm research, focusing on mathematics, statistics, image coding, signal processing and other theories. The following is a simple implementation of Ruan Yifeng: If you enter a Google image URL or directly upload an image, Google will find a similar image. The following figure shows Alyson Hannigan, an American actress. After the upload, Google returns the following results: What is the principle of this

How to register a keyboard device in Linux

-> private = keypad;Set_bit (ev_key, input_dev-> evbit); // press the keySet_bit (ev_rel, input_dev-> evbit); // key releasePxa3xx_keypad_build_keycode (keypad); // The device keyboard ing code.This function performs key-encryption settings based on the matrix_key_map in the pxa3xx_device_keypad device,Pxa_set_keypad_info ( jades_keypad_info) => Register jades_keypad_info as pdata;# Define max_matrix_key_num (8*8)Matrix_keycodes [max_matrix_key_num]; 8x8

Video Coding/decoding 3: transformation, quantification, and entropy Encoding

Chapter 2 transform Encoding 1. Transform Encoding Purpose of Transcoding Remove spatial signal correlation The capability of spatial signals is concentrated on a small part of the low frequency coefficient in the frequency domain. Small coefficients can be quantified without seriously affecting the quality of reconstructed images. Block and Global Transformations Block transform: discrete cosine transform (discrete cosine transform, DCT), 4x4,

[Post] string Arrangement

, if ABC is input, its combination includes a, B, c, AB, AC, BC, and ABC. Extension 2: enter an array containing eight numbers to determine whether the eight numbers can be placed on the eight vertices of the cube, the sum of the four vertices on the opposite surface of the cube is equal. -------------------------------------------------------------- Extended: Eight queens Question: Eight queens are placed on 8x8 chess sets so that they cannot attack

Use megui to suppress 720*480 MP4 videos. For more information, see [For Beginners]

into a line. Of course, do not select it. We want to press 480 p.Quant optionsTrellis:Trellis quantization. Find the appropriate quantization value for each 8x8 block. cabac is required. The default value is 0.0: Disable1: used only for the final Encoding2: Always Use(Improve quality and reduce speed. We recommend that you enable it .)Number of refence frames:Maximum number of reference frames, ranging from 0 ~ 16. The default value is 1 (the paramet

Poj2488 a knight's journey Problem Solving report

containing the lexicographically first path that visits all squares of the chessboard with knight moves followed by an empty line. the path shoshould be given on a single line by concatenating the names of the visited squares. each square name consists of a capital letter followed by a number. If no such path exist, you shoshould output impossible on a single line. Sample Input 31 12 34 3 Sample output Scenario #1:A1Scenario #2:impossibleScenario #3:A1B3C1A2B4C2A3B1C3A4B2C4 The question is to

HDU-1372 knight moves BFS

the row on the chessboard. Output For each test case, print one line saying "to get from xx to YY takes n knight moves .". Sample inpute2 E4 A1 B2 B2 C3 A1 H8 A1 H7 H8 A1 B1 C3 F6 F6 Sample outputto get from E2 to E4 takes 2 knight moves. To get from A1 to B2 takes 4 knight moves. To get from B2 to C3 takes 2 knight moves. To get from A1 to H8 takes 6 knight moves. To get from A1 to H7 takes 5 knight moves. To get from H8 to A1 takes 6 knight moves. To get from B1 to C3 takes 1 knight moves. To

Depixeling pixel Art)

foreground by default, and another color as the background. In this case, we connect the foreground pixel block by default (imagine a dotted line ). This rule calculates the two diagonal lines that can connect to the least grid to determine which diagonal lines to connect. For example, an 8x8 data center with a diagonal line is shown in Figure 4-. This rule connects the red diagonal lines in the middle, while the green lines do not. Because the two d

Full string arrangement and combination algorithm

combination. Next we need to select M characters from the remaining n-1 characters. Both options are easily implemented using recursion. The following is a reference code for this idea: # Include Because the combination can be a combination of 1 character and 2 character ...... Until the combination of n characters, so in the Void combination (char * string) function, we need a for loop. In addition, we use a vector to store the characters that we choose to put into the combination.Method 2: b

PNG file format

, the length of the iend data block is always 0 (00 00 00, unless manually added? Information), the data ID is always iend (49 45 4E 44), so the CRC code is always AE 42 60 82. Instance research PNG The following is an image generated by fireworks. The image size is 8x8. To make it easier for you to watch, we can enlarge the image: Use ultraedit32 to open the file, for example:00000000 ~ 00000007: We can see that the selected first 8 bytes are the id

Coding and decoding study notes (10): Ogg Series

Ogg is a free and open standard container format maintained by the xiph. Org Foundation. The Ogg format is not restricted by software patents and is designed for efficient streaming media and high-quality digital multimedia processing. Ogg refers to a file format that can be incorporated into a wide range of free and open source code codecs, including sound effects, video, text (like subtitles) and metadata processing. Ogg theora Theora is a premium-free and open-format lossy image compression t

OpenGL Learning (6) discrete elements

Bitmap Bitmap display. The following code displays an 8x8 chessboard: Glubyte WB [2] = {0x00, 0xff}; glubyte check [64*8]; for (INT I = 0; I 650) This. width = 650; "src =" http://s3.51cto.com/wyfs02/M02/48/10/wKioL1QFg__Bxp0fAACqcedUSYo765.jpg "Title =" qq20140902164614.png "alt =" wkiol1qfg1_bxp0faacqcedusyo765.jpg "/> Void glbitmap (glsizei width, glsizei height, glfloat x0, glfloat y0, glfloat XI, Glfloat Yi, glubyte * bits) // Draw a bitm

[C ++] Data Structure: Eight queens of algorithm analysis

/*************************************** * ******************************** // * Eight Queen's question, it is an ancient and famous question, and it is backtracking. Algorithm . /* This problem was raised by the famous mathematician Gauss in the 19th century in 1850:/* Eight queens were placed on 8x8 gags of chess, so that they could not attack each other, /* The two queens cannot be in the same row, column, or diagonal line. /***********************

Code for implementing flv video conversion in ASP. Net

: // select an algorithm for the macro module. The value ranges from 0 ~ 2 The default value is 0. The larger the value, the slower the conversion, but it is advantageous in terms of quality and file size.Mv0: // compile each macro module and select the best one. It is invalid when mbd is set to 0;Trell: // It will slightly increase the quality, and the effect of mbd> 0 is more obvious;V4mv: // quantum mesh search to find the optimal code for every 8x8

"Draw" Chinese characters using the dot method in PHP

lattice. Here, an 8x8 matrix is defined, and a letter C is displayed. the white square is represented by 0, and the black square is represented by 1, the code for these eight lines of images is: Line Binary representation Hexadecimal representation 0 00000000 0x00 1 00111110 0x3E 2 01110000 0xE0 3 01110000 0xE0 4 01110000 0xE0 5 01110000 0xE0 6 00111110 0x3E 7 00000000 0x00 To output these points, you need to first draw the first line,

"Draw" Chinese characters using the dot method in PHP

($ image, 100,100, $ white );Imagepng ($ image );Imagedestroy ($ image );?> That is to say, we can use this function to output all vertices of a Chinese character. In the chs16.fon file, it is saved in the national standard location code table (GB-2312 of basic character set of Chinese character encoding used for national standard information exchange ). It is a dot matrix font for Chinese characters. (In WIN98, this file is in c: windowscommand. If you want to use it in a UNIX system, pay at

Detailed explanation of RAID6 Structure

polynomials that meet the conditions, respectively: 1X8 +X7 +X6 +X5 +X4 +X2 + 1 1 1111 0101 = 0x1F5 2X8 +X7 +X6 +X5 +X2 +X+ 1 1 1110 0111 = 0x1E7 3X8 +X7 +X6 +X3 +X2 +X+ 1 1 1100 1111 = 0x1CF 4X8 +X7 +X6 +X+ 1 1 1100 0011 = 0x1C3 5X8 +X7 +X5 +X3 + 1 1 1010 1001 = 0x1A9 6X8 +X7 +X3 +X2 + 1 1 1000 1101 = 0x18D 7X8 +X7 +X2 +X+ 1 1 1000 0111 = 0x187 8X8 +X6 +X5 +X4 + 1 1 0111 0001 = 0x171 9X8 +X6 +X5 +X3 + 1 1 0110 1001 = 0x169 10X8 +X6 +X5 +X2 + 1 1 011

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