Attrasoft

ImageFinderSeg for Windows

Version 2011.0

 

Attrasoft ImageFinderSeg searches for a cropped image segment

from a folder in three clicks.

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Attrasoft. Inc.

P. O. Box 13051

Savannah, GA, 31406

USA

gina@attrasoft.com

Order: http://attrasoft.com

 

 


 

Install the Software

 

The deliverable is either a CD or a zip file downloaded from a web address. To install the software from a CD:

·         Copy CD:\IfSeg2011\ to a folder, say C:\IfSeg2011\;

·         Click “ImageFinderSeg.exe” in the folder to run.

 To install the software from a downloaded zip file:

·         Unzip IfSeg2011.zip to a folder, say C:\IfSeg2011\;

·         Click “ImageFinderSeg.exe” in the folder to run.

The software requires an updated Windows to run.

 

Software Restrictions

 

Attrasoft ImageFinderSeg searches for a cropped image segment from a folder of images with the following restrictions:

 

·         No scale invariance: The cropped images and their appearances in the original images must have the same pixel size.

 

·         No rotation invariance: The cropped images and their appearances in the original images must have the same direction.

 

 

 

 


 

Statement of Copyright Restriction

 

The Attrasoft program that you purchased is copyrighted by Attrasoft, and your rights of ownership are subject to the limitations and restrictions imposed by the copyright laws outlined below.

It is against the law to copy, reproduce, or transmit (including, without limitation, electronic transmission over any network) any part of the program except as permitted by the copyright act of the United States (title 17, United States code). However, you are permitted by law to write the contents of the program into the Machine memory of your computer so that the program may be executed. You are also permitted by law to make a back-up copy of the program subject to the following restrictions:

·         Each back-up copy must be treated in the same way as the original copy purchased from Attrasoft;

·         No copy (original, or back-up) may be used while another copy, (original, or back-up) is in use;

·         If you ever sell or give away the original copy of the program, all back-up copies must also be given to the same person, or destroyed.

In addition, this software is for the personal use only. This is defined as follows:

·         You cannot sell a service based on any computation results produced by this software. You must purchase a separate annual license for commercial use from Attrasoft.

·         You cannot use the software to perform work for which you will get paid. You must purchase a separate annual license for business use from Attrasoft.

 This User’s Guide and Reference Manual is copyrighted by Attrasoft.

© 2008 - 2011

 Table of Contents

 

Install the Software. 2

Software Restrictions. 2

Statement of Copyright Restriction. 3

Table of Contents. 4

1. Introduction. 5

2. How to Use ImageFinderSeg. 8

2.1  Learn by Example. 9

2.2  User’s Guide. 14

2.3  Example 2. 15

2.4  Examples 3. 17

2.5  Examples 4. 18

2.6  Large Image: Examples 5. 19

3. Advanced Users. 22

3.1  Variables. 22

3.2  Detailed Matching Results. 22

3.3  Fast Menu. 22

3.4  Unsupervised Menu. 24

3.5  Supervised Menu. 27

3.6  Types of License, Software Limits, and Support 29

3.7  Customized Software and Services. 29

3.8  Q & A.. 30

 

 


 

 

 1. Introduction

 

Attrasoft ImageFinderSeg (Figure 1) searches for a cropped image segment from a folder in three clicks:

 

·         Select a “Key image”;

·         Select a folder;

·         Search a folder for image segments that match the key image.

 

 

Figure 1. ImageFinderSeg.

 

 

Figure 2. Toolbar.

These three steps are implemented by three buttons in the toolbar (Figure 2). You can operate the Attrasoft ImageFinderSeg from the Toolbar (Figure 2) alone.    

 

 

 

Figure 3. Three image Panels: Key, Folder, and Results.

 

 

The ImageFinderSeg has three image panels (Figure 3):

 

·         Key Panel;

·         Folder Panel; and

·         Results Panel.

 

Key

A key is a cropped image segment to be searched. To obtain a key, you can cut out an image segment from an image by using Windows Paint. Figure 4 shows an example of how to obtain a key segment from an image by using Windows’s Paint.

 

Folder

A folder is a collection of previously stored images in a folder. Use the F, >, and < buttons in Figure 3 to see the images in the folder. The “F” button goes to the first image; the “>” button goes to the next image; and the “<” goes to the previous image. All sub-folders will be included.

 

Results

Results are images that matched the “key” image segment. Use the F, >, and < buttons in Figure 3 to see matched images. The “F” button goes to the first image; the “>” button goes to the next image; and the “<” goes to the previous image.

 

 

      

 

Figure 4. Obtaining a cropped key segment from an image by using Windows’s Paint.

 

 

To search for an image segment in a folder in your computer (Figure 2):

 

1.      Select a Key (click the “1” button in the Toolbar, see Figure 2);

2.      Select a folder (click the “2” button in the Toolbar, see Figure 2);

3.   Search (click the “3” button in the Toolbar, see Figure 2).

 

Step 3, Search, can take some time. 

 

To see the results:

 

1. Click the “F” button in Results Panel (see Figure 3);

2. Click the “>” button in Results Panel (see Figure 3).

 

Step 3, Search, can take some time. The speed can be increased by using image signatures, which is available via customization.

 

Attrasoft ImageFinderSeg searches for a cropped image segment from a folder of images with the following restrictions:

 

·         No scale invariance: The cropped images and their appearances in the original images must have the same pixel size.

 

·         No rotation invariance: The cropped images and their appearances in the original images must have the same direction.

 

 

In the following chapters, we assume you will install the software to:

 

C:\IfSeg2011\.

 

If not, simply substitute this folder with your folder.

2. How to Use ImageFinderSeg

 

The deliverable is either a CD or a zip file downloaded from a web address. To install the software from a CD:

·         Copy CD:\IfSeg2011\ to a folder, say C:\IfSeg2011\;

·         Click “ImageFinderSeg.exe” in the folder to run.

 To install the software from a downloaded zip file:

·         Unzip IfSeg2011.zip to a folder, say C:\IfSeg2011\;

·         Click “ImageFinderSeg.exe” in the folder to run.

The software requires an updated Windows to run.

Initially, you will need three steps for an image search:

 

1.      Select a Key (“1” button);

2.      Select a folder (“2” button);

3.      Search (“3” button).

a.       Step 3, Search, can take some time. 

 

To see the results:

 

1. Click the Results “F” button (Figure 3);

2. Click the Results “>” button (Figure 3).

 

Starting from the second search, you do not have to select the folder again because it is already selected; each search has only two steps:

 

1. Select a Key (“1” button);

3. Search (“3” button);

 

1. Select a Key (“1” button);

3. Search (“3” button);

 

Step 1, selecting a Key can be completed by dragging & dropping an image to the first text box;

Step 2,  select a folder, which can be completed by dragging & dropping a folder to the second text box; Step 3, Search, can be completed by the Search menu in Figure 5.

 

 

Figure 5. Search Menu.

 

2.1  Learn by Example

 

There are several examples in the software:

 

            C:\IfSeg2011\ ex_object1\

C:\IfSeg2011\ ex_object2\

C:\IfSeg2011\ ex_object3\

C:\IfSeg2011\ ex_object4\

C:\IfSeg2011\ ex_object5\

 

 

 

 

    

 

Figure 6.    1:1 Matching.

 

 

The first example (see Figure 6) is to match the key,

 

C:\IfSeg2011\ ex_object1\key.jpg,

 

against the image,

 

C:\IfSeg2011\ ex_object1\CIMG4643_mid_shelf1.JPG.

 

The example will take three clicks:

 

1.      Click the “1” button in the Toolbar, and select C:\IfSeg2011\ ex_object1\key.jpg (see Figure 7.1).

 

You can also drag & drop C:\IfSeg2011\ ex_object1\key.jpg to the first text box.

 

 

 

Figure 7.1 Step 1, selecting a key. After selecting a key image, the image will be displayed in the Key Panel.

 

 

2.      Click the “2” button in the Toolbar and select the folder, C:\IfSeg2011\ ex_object1\.

 

You can also drag & drop the folder, C:\IfSeg2011\ ex_object1\, to the second text box; see Figure 7.2.

 

 

 

Figure 7.2 Step 2, selecting a folder. After selecting a folder, the first image will be displayed in the Folder Panel (middle picture box). The list of image files will be displayed in the text window. The “F” button goes to the first image; the “>” button goes to the next image; and the “<” goes to the previous image. All sub-folders will be included.

 

 

3.      Before we make a search, you will specify how to search via a “N by M” grid, i.e. how many sub-images we will look at for the specified key image. The default value is a 10 by 10 grid.

 

 

 

Figure 7.3 Search the N x M grid of sub-images. The default value is a 10 by 10 grid. For example, setting them to 30 x 5 will result in searching 150 sub-images.

 

 

To make a 1:1 search,

 

·         Enter 30 and 5 in Figure 7.3.

·         Click the “Search/1:1 Matching (N x M)” menu item in Figure 5.

 

 

 

Figure 7.4 Search the selected folder. Images that matched the “key” will be displayed in the Results Panel. Use the F, >, and < buttons to see matched images. The “F” button goes to the first image; the “>” button goes to the next image; and the “<” goes to the previous image.

 

 

 

Figure 7.5 The matched score and coordinates, (x, y, w, h), are given in a text file: “.\data\c.txt”.

 

To see the first matched image, click the “F” button in the Results Panel (see Figure 7.4). To see the next matched image, click the “>” button in the Results Panel. The key and the matched images are displayed side-by-side.

 

 

Figure 8. To see the first matched image, click the “F” button in the Results Panel (see Figure 7.4). To see the next matched image, click the “>” button in the Results Panel. The key and the matched images are displayed side-by-side.

 

 

 

Figure 9.  Completing the example in two clicks.

 

This example can be completed in two clicks:

 

·         Click the “Example/Product Image” menu item;

·         Click the “Search/1:1 Matching (N x M)” menu item.

 

2.2  User’s Guide

 

1. Select a Key (“1” button)

 

A key is a cropped image segment you are looking for from a folder. The key (for example, c:\abc\def\ghi.jpg) will be entered into the ImageFinderSeg. You can create a key from an image, see Figure 4.

 

This step selects a key by:

 

·         Clicking the  “1” button in the Toolbar, or

·         Clicking the “Key” button, or

·         Dragging and dropping an image into the first textbox.

 

      The selected key will be displayed in the first picture box (Figure 7.1).

 

 2. Select a Folder (“2” button)

 

This step selects an image folder that has images you want to search through. This step is implemented by:

 

·         Clicking the “2” button in the Toolbar, or

·         Clicking the “Folder” button, or

·         Dragging and dropping a folder into the second textbox.

 

The images in the selected folder will be displayed in the second picture box (Figure 7.2). Use the “F” button to select the First image in the folder; use the “>” button to select the next image; and use the “<” button to select the previous image.

 

 3A. 1:1 Search

 

This step has two parameters: N, M (Figure 7.3), which specifies an array of sub-images to search. The software will search from an N by M grid for the key image. To search:

 

·          Click the “Search/1:1 Matching (N x M)” menu item.

 

Step 3, Search, can take some time. 

 

      To see the results:

 

1. Click the Results “F” button;

2. Click the Results “>” button.

 

 3B. 1:N Search (“3” button)

 

This step has two parameters: N, M (Figure 7.3), which specifies an array of sub-images to search. The software will search all images from a folder. For each image, the software will search from an N by M grid for the key images. This step is implemented by clicking:

 

·         Click the “Search/1:N Matching (N x M)” menu item; or

·         Click the “3” button on the toolbar.

 

Step 3, Search, can take some time. 

 

     To see the results:

 

1. Click the Results “F” button;

2. Click the Results “>” button.

 

Comments:

 

·         The key image will not be scaled.

·         The key image will not be rotated.

 

2.3  Example 2

 

There are more examples in the software (See Figure 10):

 

            C:\IfSeg2011\ ex_object1\

C:\IfSeg2011\ ex_object2\

C:\IfSeg2011\ ex_object3\

C:\IfSeg2011\ ex_object4\

C:\IfSeg2011\ ex_object5\

 

 

 

Figure 10. Start examples quickly.

 

 

 The second example makes a 1:N search. This example uses data in C:\IfSeg2011\ ex_object2\.

 

·         Click the “Example/Car Image (1:N)” menu item to complete steps 1 and 2;

·         Click the “3” button.

 

 

 

Figure 11.1  Click the “Example/Car Image (1:N) ” menu item to start example 2.

 

 

The results are given in Figure 11.2 and Figure 11.3. 

Figure 11.2 shows a blue box over the image segment that has matched with the key.

Figure 11.3 shows the coordinates (x, y w, h) of the matched segments, where (x, y w, h) = (Left, Top, Width, Height).

 

 

 

Figure 11.2  Example 2 results.

 

 

 

Figure 11.3  Example 2 results.

 

2.4  Example 3

 

To start Example 3:

 

·         Click the “Example/Night Image (1:N)” menu item;

·         Click the “3 button.

 

 

 

Figure 12.1 Click “Example/Night Images” menu item to load Example 3.

 

 

The results are given in Figure 12.1 and Figure 12.2. 

Figure 12.2 shows a blue box over the image segment that has matched with the key.

Figure 12.3 shows the coordinates (x, y w, h) of the matched segments, where (x, y w, h) = (Left, Top, Width, Height).

 

 

Figure 12.2. Example 3 results.

 

 

 

Figure 12.3. Example 3 results.

 

2.5  Example 4

 

 

To start Example 4:

 

·         Click the “Example/Movie Image (1:1)” menu item;

·         Click the “Search/1:1 Matching (N x M)” menu item.

 

Figure 13.1 shows a blue box over the image segment that has matched with the key.

Figure 13.2 shows the coordinates (x, y w, h) of the matched segments, where (x, y w, h) = (Left, Top, Width, Height).

 

 

Figure 13.1 Click “Example/Movie Images (1:1)” menu item to load Example 4. The result is shown in blue box in the third image.

 

 

 

Figure 13.2 Example 4 results.

 

2.6  Large Image: Example 5

 

To deal with larger images, say above 1000x1000, the ImageFinderSeg uses a different set of parameters.

 

In order for you to process large images, you should start by clicking the “Example/Magazine Image (1:1)” menu item, which loads the parameters for larger images.

 

To start this Example 5:

 

·         Click the “Example/Magazine Image (1:1)” menu item;

·         Click the “Search/1:N Matching (N x M)” menu item.

 

 

Figure 14.1  Click the “Example/Magazine Image (1:N) ” menu item to start example 5. There are two magazine images in this example.

 

Figure 14.2 shows a blue box over the image segment that has matched with the key.

Figure 14.3 shows a blue box over another image segment that has matched with the key.

Figure 14.4 shows the coordinates (x, y w, h) of the matched segments, where (x, y w, h) = (Left, Top, Width, Height).

 

 

 

 

Figure 14.2  The result is shown in blue box in the third image.

 

 

Figure 14.3  Another result is shown in blue box in the third image.

 

 

 

Figure 14.4. Example 5 results.


 

3. Advanced Users

3.1  Variables

 

In each search, there are two parameters N x M (Figure 7.3), which specifies an array of sub-images to search. The software will search via a “N by M” grid from each unknown image for the specified key image. The key will not be rotated or scaled.

 

3.2  Detailed Matching Results

 

The results are stored in a text file. To see the results, click:

 

            Search/1:N results.

 

3.3  Fast Menu

 

The objective for the “Search” menu is to find a cropped segment at all cost. This can take a long time if the N x M search grid is set to be very large. The objective of the “Fast” menu is to find a cropped segment from an image within 1 second.

 

The “Fast” menu provides a much faster search than the “Search” Menu, but this menu is less accurate than the “Search” menu. It is a trade-off between accuracy and computation time. Figure 15 shows the menu items under this menu.

 

 

 

 

Figure 15. “Fast” menu.

 

 

Example. We will match (see Figure 6) the key,

 

C:\IfSeg2011\ ex_object1\key.jpg,

 

against the image,

 

C:\IfSeg2011\ ex_object1\CIMG4643_mid_shelf1.JPG.

 

The example will take three clicks:

 

1.      Click the “1” button in the Toolbar, and select C:\IfSeg2011\ ex_object1\key.jpg (see Figure 7.1).

 

You can also drag & drop C:\IfSeg2011\ ex_object1\key.jpg to the first text box.

 

 

2.      Click the “2” button in the Toolbar and select the folder, C:\IfSeg2011\ ex_object1\.

 

You can also drag & drop the folder, C:\IfSeg2011\ ex_object1\, to the second text box; see Figure 7.2.

 

 

3.      Search.

 

Click Fast/1:1 Matching and see the result in Figure 16.1 and Figure 16.2.

 

Figure 16.1shows a blue box over the image segment that has matched with the key.

Figure 16.2 shows the coordinates (x, y w, h) of the matched segments, where (x, y w, h) = (Left, Top, Width, Height).

 

 

 

Figure 16.1 Fast match results. The result is shown in blue box in the third image.

 

 

Figure 16.2 Fast match results.

 

 

The menu items are given below:

 

Fast/1:1 Matching

Use “Fast/1:1 Matching” to make a 1:1 Matching.

 

Fast/1:N Matching (Same size)

Use “Fast/1:N Matching (Same size)” to make a 1:N Matching; it will search through all images in a folder for the specified cropped image. This command is faster than “Fast/1:N Matching (Different size)”, but it requires all images in the search folder to have the same pixel size.

 

Fast/1:N Matching (Different size)

Use “Fast/1:N Matching (Different size)” to make a 1:N Matching; it will search through all images in a folder for the specified cropped image. This command is slower than “Fast/1:N Matching (Same size)”, but it does not  requires all images in the search folder to have the same pixel size.

 

3.4  Unsupervised Menu

 

The objective of the “Unsupervised” menu is to find a cropped segment from an image in 10 seconds.

 

The “Unsupervised” menu works similar to the “Fast” menu; it provides a much faster search than the “Search” Menu, but this menu is less accurate. It is a trade-off between accuracy and computation time. “Unsupervised” Menu is more accurate than the “Fast” Menu, but slower than the “Fast” Menu.  Figure 17 shows the menu items under this menu.

 

 

 

Figure 17. “Unsupervised” menu.

 

 

 

Example. We will match (see Figure 6) the key,

 

C:\IfSeg2011\ ex_object1\key.jpg,

 

against the image,

 

C:\IfSeg2011\ ex_object1\CIMG4643_mid_shelf1.JPG.

 

The example will take three clicks:

 

1.      Click the “1” button in the Toolbar, and select C:\IfSeg2011\ ex_object1\key.jpg (see Figure 7.1).

 

You can also drag & drop C:\IfSeg2011\ ex_object1\key.jpg to the first text box.

 

 

2.      Click the “2” button in the Toolbar and select the folder, C:\IfSeg2011\ ex_object1\.

 

You can also drag & drop the folder, C:\IfSeg2011\ ex_object1\, to the second text box; see Figure 7.2.

 

 

3.      Search.

 

Click Unsupervised/1:1 Matching and see the result in Figure 18.1 and Figure 18.2.

 

 

 

Figure 18.1shows a blue box over the image segment that has matched with the key.

Figure 18.2 shows the coordinates (x, y w, h) of the matched segments, where (x, y w, h) = (Left, Top, Width, Height).

 

 

 

Figure 18.1 Unsupervised match results. The result is shown in blue box in the third image.

 

 

 

Figure 18.2 Unsupervised match results.

 

 

The menu items are given below:

 

 

Unsupervised /1:1 Matching

Use “Unsupervised /1:1 Matching” to make a 1:1 Matching.

 

Unsupervised /1:N Matching (Same size)

Use “Unsupervised /1:N Matching (Same size)” to make a 1:N Matching; it will search through all images in a folder for the specified cropped image. This command is faster than “Unsupervised /1:N Matching (Different size)”, but it requires all images in the search folder to have the same pixel size.

 

Unsupervised /1:N Matching (Different size)

Use “Unsupervised /1:N Matching (Different size)” to make a 1:N Matching; it will search through all images in a folder for the specified cropped image. This command is slower than “Unsupervised/1:N Matching (Same size)”, but it does not  requires all images in the search folder to have the same pixel size.

 

3.5  Supervised Menu

 

The objective of the “Supervised” menu is to find a cropped segment from an image in 10 seconds.

 

The “Supervised” menu works similar to the “Fast” menu; it provides a much faster search than the “Search” Menu, but this menu is less accurate. It is a trade-off between accuracy and computation time. “Supervised” Menu is more accurate than the “Unsupervised” Menu; but slower than the “Unsupervised” Menu. Figure 19 shows the menu items under this menu.

 

 

 

Figure 19. “Supervised” menu.

 

 

Example. We will match (see Figure 6) the key,

 

C:\IfSeg2011\ ex_object1\key.jpg,

 

against the image,

 

C:\IfSeg2011\ ex_object1\CIMG4643_mid_shelf1.JPG.

 

The example will take three clicks:

 

1.      Click the “1” button in the Toolbar, and select C:\IfSeg2011\ ex_object1\key.jpg (see Figure 7.1).

 

You can also drag & drop C:\IfSeg2011\ ex_object1\key.jpg to the first text box.

 

 

2.      Click the “2” button in the Toolbar and select the folder, C:\IfSeg2011\ ex_object1\.

 

You can also drag & drop the folder, C:\IfSeg2011\ ex_object1\, to the second text box; see Figure 7.2.

 

 

3.      Search.

 

Click Supervised /1:1 Matching and see the result in Figure 20.1 and Figure 20.2.

 

Figure 20.1shows a blue box over the image segment that has matched with the key.

Figure 20.2 shows the coordinates (x, y w, h) of the matched segments, where (x, y w, h) = (Left, Top, Width, Height).

 

 

 

Figure 20.1 Supervised match results. The result is shown in blue box in the third image.

 

 

 

Figure 20.2 Supervised match results.

 

The menu items are given below:

 

 

Supervised /1:1 Matching

Use “Supervised /1:1 Matching” to make a 1:1 Matching.

 

Supervised /1:N Matching (Same size)

Use “Supervised /1:N Matching (Same size)” to make a 1:N Matching; it will search through all images in a folder for the specified cropped image. This command is faster than “Supervised /1:N Matching (Different size)”, but it requires all images in the search folder to have the same pixel size.

 

Supervised /1:N Matching (Different size)

Use “Supervised /1:N Matching (Different size)” to make a 1:N Matching; it will search through all images in a folder for the specified cropped image. This command is slower than “Supervised/1:N Matching (Same size)”, but it does not  requires all images in the search folder to have the same pixel size.

 

3.6  Types of License, Software Limits, and Support

 

ImageFinderSeg has three different types of licenses:

·         Personal License;

·         Business License;

·         Commercial License.

 This package is for personal use only, which has the following limitations:

·         You cannot sell a service based on any computation results produced by this software. You must purchase a separate annual license for commercial use from Attrasoft.

·         You cannot use the software to perform work for which you will get paid for. You must purchase a separate annual license for business use from Attrasoft.

 

For a business annual subscription or a commercial annual subscription, please contact Attrasoft at gina@attrasoft.com.  Operation of the software requires only three clicks and two parameter settings. If customer support is required, there will be an additional fee for customer support.  

 

The computation speed can be enhanced by using image signatures; this is available in a customized version.

 

Customization is available for additional requirements.

 

3.7  Customized Software and Services

 

You might consider the ImageFinder itself instead of the ImageFinderSeg; however, the ImageFinder has three thousand parameters to adjust, which is much harder to use than the ImageFinderSeg.

 Attrasoft will also customize the software for:

·         Variation of images such as scale, rotation, flipping, translation, lighting condition(s),

·         Different data acquisition devices (ex., camera vs. scanner),

·         Catalog images vs. Operation images, etc,

·         Searching for an object in an image,

·         Different Interface,

·         Document image search,

·         Fine-tuning internal parameters or programming,

·         Emphasizing speed, i.e. searching a huge amount of images very fast,

·         Licensing the technology,

·         Etc.

In addition, Attrasoft offers services such as:

·         Image Search Online Hosting Service

·         Faster Image Search

·         Video Search: Download Demo (http://attrasoft.com)

·         Video Index

·         ID Image Duplication Verification

·         Trademark Identification

·         Etc.

 

3.8  Q & A

 

Q: What are ImageFinderSeg’s running requirements?

A: Updated Microsoft Windows (XP, Vista).

 

Q: What is an image?

A: An image is a file with the extension *.jpg, *gif…

 

Q:  How to download an image?

A: Go to a web site;

Right click an image;

Click ‘Save Picture As’ …

Save to C:\temp\; now the image is saved in c:\temp. Double click it to see it.

 

Q: Can you search Video?

A: The difference between video search and image search is that a video has a lot more images. Attrasoft VideoFinder deals with Videos.

 

Q: How to handle multiple images?

A: You can only search one image at a time; however, you can search multiple times. Just load all of your images to a single folder in your computer first, say c:\temp\, and then search one image at a time from that folder.  Customization can also address speed.

 

Q. What is Customized software?

A. Customized software can be built for special requirements such as:

·         Variation of images such as scale, rotation, flipping, lighting condition(s),

·         Different data acquisition devices (camera vs. scanner),

·         Catalog images vs. operation images, etc,

·         Searching for an object in an image,

·         A different web interface,

·         A document image search,

·         Fine-tuning internal parameters or programming,

·         Emphasizing speed, i.e. it can search a huge amount of images very fast,

·         Licensing the technology.

 Contact: gina@attrasoft.com