flann | Fast Library for Approximate Nearest Neighbors | Machine Learning library

 by   flann-lib C++ Version: 1.9.2 License: Non-SPDX

kandi X-RAY | flann Summary

kandi X-RAY | flann Summary

flann is a C++ library typically used in Artificial Intelligence, Machine Learning, Example Codes applications. flann has no bugs, it has no vulnerabilities and it has medium support. However flann has a Non-SPDX License. You can download it from GitHub.

Fast Library for Approximate Nearest Neighbors
Support
    Quality
      Security
        License
          Reuse

            kandi-support Support

              flann has a medium active ecosystem.
              It has 1974 star(s) with 633 fork(s). There are 84 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 218 open issues and 132 have been closed. On average issues are closed in 416 days. There are 67 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of flann is 1.9.2

            kandi-Quality Quality

              flann has no bugs reported.

            kandi-Security Security

              flann has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.

            kandi-License License

              flann has a Non-SPDX License.
              Non-SPDX licenses can be open source with a non SPDX compliant license, or non open source licenses, and you need to review them closely before use.

            kandi-Reuse Reuse

              flann releases are not available. You will need to build from source code and install.

            Top functions reviewed by kandi - BETA

            kandi's functional review helps you automatically verify the functionalities of the libraries and avoid rework.
            Currently covering the most popular Java, JavaScript and Python libraries. See a Sample of flann
            Get all kandi verified functions for this library.

            flann Key Features

            No Key Features are available at this moment for flann.

            flann Examples and Code Snippets

            No Code Snippets are available at this moment for flann.

            Community Discussions

            QUESTION

            OpenCV Object detection with Feature Detection and Homography
            Asked 2021-Jun-07 at 22:09

            I am trying to check if this image:

            is contained inside images like this one:

            I am using feature detection (SURF) and homography because template matching is not scale invariant. Sadly all the keypoints, except a few, are all in the wrong positions. Should I maybe trying template matching by scaling multiple times the image? If so, what would be the best approach to try and scale the image?

            Code:

            ...

            ANSWER

            Answered 2021-Jun-05 at 13:41

            If looking for specific colors is an option, you can rely on segmentation to find candidates quickly, regardless the size. But you'll have to add some post-filtering.

            Source https://stackoverflow.com/questions/67849715

            QUESTION

            How to manage MIN_MATCH_COUNT in image comparison using canny?
            Asked 2021-May-20 at 07:43

            I am using canny for image comparison. I am getting correct results for matching and non matching objects after comparing using canny image edging. At times it is not giving the right result and for that I need to keep changing the MIN_MATCH_COUNT. Any solution to keep the MIN_MATCH_COUNT and canny should compare each and every edge of the image.

            ...

            ANSWER

            Answered 2021-May-20 at 07:43

            You could use a relative criteria, so instead of using an asbolute value for MIN_MATCH_COUNT you can use the percentage of matching keypoints over the total number of keypoints of your model. In this way you can set a threshold based on your specific test, let's say..30% (IDK, just an example). That's what I do in a similar issue. Something like:

            Source https://stackoverflow.com/questions/67598282

            QUESTION

            OpenCV for Android self-compiled library 10x larger than official built
            Asked 2021-Mar-23 at 12:28

            I try to build the OpenCV 4.5.1 SDK for Android because I need the SDK with contrib modules and the official release [1] only has the standard modules. But the libraries I build are almost 10x larger, for example: libopencv_core.a ==> 47.6 MB self compiled, 5.3 MB from the official repository (both for arm64-v8a)

            Here is my cmake command, followed by ninja for compilation.

            ...

            ANSWER

            Answered 2021-Mar-23 at 12:28

            QUESTION

            OpenCV, Python: Perspective warping problem in aerial image stitching
            Asked 2021-Mar-09 at 09:54

            Currently, I'm working on image stitching of aerial footage. I'm using the dataset, get from OrchardDataset. First of all, thanks to some great answers on stackoverflow, especially the answer from @alkasm (Here and Here). But I having an issue, as you can see below at Gap within the stitched image section.

            I used the H21, H31, H41, etc to wrap the images. The stitched image using H21 is excellent, but when wrap the img3 to current stitched image using H31, result shown terrible alignment between img3 and current stitched image. As the more images I wrap, the gap gets bigger and the images totally not well aligned.

            Does the brillant stackoverflow community have an ideas on how can I solve this problem?

            These are the steps I use to stitch the images:

            1. Extract the frame every second from the footage and undistort the image to get rid of fish-eye effect using the provided camera calibration matrix.
            2. Compute the SIFT feature descriptors. Set up macther using FLANN kd-tree and find matches between the images. Find the Homography (H21, H32, H43 and etc, where H21 refer to the homography which warps imag2 into coordinates of img1)
            3. Compose the homography with the previous homographies to get net homography using the method suggested in Here. (Compute H31, H41, H51, etc)
            4. Wrap the images using the answer provided in Here.

            Gap within the stitched image:

            I'm using the first 10 images get from OrchardDataSet.

            Stitched Image with Gaps

            Here's portion of my script:

            main.py

            ref_img is the first frame (img1). AdjHomoSet contain the images to be wraped (img2, img3, img4, etc). AccHomoSet contain the net homography (H31, H41, H51, etc)

            ...

            ANSWER

            Answered 2021-Mar-09 at 09:54

            Eventually I changed the way of warping the image using the approach provided by Jahaniam Real Time Video Mosaic. He locates the reference image at the middle of preset size of blank image and compute the subsequent homography and warp the adjacent images to the reference image.

            Example of stitched image

            Source https://stackoverflow.com/questions/66420366

            QUESTION

            OpenCV 2.4.11 Compilation For ROS ORB_SLAM2 Fails
            Asked 2021-Feb-09 at 04:58

            I am trying to get orb_slam2_ros to compile and it needed an OpenCV version higher than 2.3. I have 4.2.0 but it doesn't work but according to ROS, it has been tested to work on 2.4.11. Here is what I did:

            • Download the source zip file.
            • Extract it.
            • Go into the directory and create a build folder.
            • Go into the build folder and run cmake ... There is gives me this:
            ...

            ANSWER

            Answered 2021-Feb-09 at 04:58

            You need to change opencv2.4.13/cmake/OpenCVDetectCXXCompiler.cmake (not sure which line) dumpversion to dumpfullversion

            Explanation is that

            In gcc with higher version, dumpversion function can't get true full version number of compiler so that cmake progress will fail

            Recommendation: On github, there plenty of refactored versions for both 4.2.0 and others. I recommend to upgrade to newer OpenCV versions for orb_slam_ros. Cmake lists and source files should be changed respectively.

            Source https://stackoverflow.com/questions/66111812

            QUESTION

            Compiling OpenCV for Android with SFM module using MinGW on Windows
            Asked 2021-Jan-24 at 21:16

            I am trying to compile OpenCV for Android with contrib modules, mainly I am interested in sfm. I did a lot of research and finaly I did the following in order to support sfm:

            Compiled gflags Compiled Glog Compiled Ceres

            After that I used this cmake command to build and generate (partial output is given below):

            ...

            ANSWER

            Answered 2021-Jan-24 at 21:16

            I just finished build opencv with android using this :

            for ceres

            Source https://stackoverflow.com/questions/65672568

            QUESTION

            How to print a image name that is inside a loop in python and export all the prints into excel
            Asked 2021-Jan-18 at 16:41

            I have a image comparison script.

            How can I print the image name every time it loops?

            Also, can I print both images measurements?

            And the most important part: how can I export all the printed stuff into excel, and in the first column I need to show the image name?

            Thanks

            ...

            ANSWER

            Answered 2021-Jan-10 at 18:15

            First, I would like to mention the possible error in your code.

            • If original and image_to_compare variables shapes are not equal, the error will occur. Since both difference and b variables are not defined. Therefore, if you reformat your code:

            Source https://stackoverflow.com/questions/65652369

            QUESTION

            Crosscompile OpenCV for Aarch64 (yocto) on Linux fails to build
            Asked 2021-Jan-14 at 16:01

            I checked out opencv source and was able to build for x86_64 on linux but failed to cross-compile for Aarch on Linux.

            For Linux I used the following command and it worked just fine:

            ...

            ANSWER

            Answered 2021-Jan-14 at 16:01

            As the cmake output tells you, various libraries could not be found - see the various Could NOT find xxx messages.

            You have to make sure that the aarch64 versions of these libraries are installed (and that cmake can find them). Whether or not there are pre-built packages available for the aarch64 architecture depends on your system/package manager. Check for existing packages - otherwise you'll have to build (and install) these libraries yourself (again: for the aarch64 architecture).

            Source https://stackoverflow.com/questions/65701277

            QUESTION

            How can I compare 2 sets of images with OpenCV
            Asked 2021-Jan-10 at 10:18

            I am using OpenCV to compare 2 images.

            After a couple of days, I was able to modify it to compare a image to a list of images.

            How can I compare a list of images with another list?

            Ex: we have 2 folders Images1 and Images2. Images1 = te1.jpg, te2.jpg, te3.jpg; Images2 = te1.jpg, te2.jpg, te3.jpg.

            I want to compare te1.jpg from Images1 with te1.jpg from Images2, te2.jpg from Images1 with te2.jpg from Images2 and te3.jpg from Images1 with te3.jpg from Images2.

            Can I add both folders and make it loop thru them in order to get the correspondent image in Images2 for every image in Images1?

            ...

            ANSWER

            Answered 2021-Jan-10 at 09:23

            I think you just need a nested for loop?

            So for the folders "Images1" and "Images2" - I would to it this way:

            Source https://stackoverflow.com/questions/65651415

            QUESTION

            Сreate an adjacency matrix for image stitching
            Asked 2020-Dec-07 at 21:34

            I have homographies built between pairs of images. How do I create an adjacency matrix to describe which images overlap with each other?

            Here my code. I call function 'match' to get homography between two images

            ...

            ANSWER

            Answered 2020-Dec-07 at 21:34

            To rephrase, you have a number of images and you want to determine which images overlap in order for you to put them into an image stitcher.

            One of the most common ways is to simply iterate through every unique pair of images, then calculate the local homography between these two images. Once you calculate the homography, you calculate the total fraction of keypoint pairs that were inliers for the homography. If it's above some threshold, say 50%, then you would consider that there is a good amount of overlap between these two images and you'd count these as a valid pair.

            The pseudocode for this is as follows, assuming your images are stored in some list lst:

            Source https://stackoverflow.com/questions/65177932

            Community Discussions, Code Snippets contain sources that include Stack Exchange Network

            Vulnerabilities

            No vulnerabilities reported

            Install flann

            You can download it from GitHub.

            Support

            Check FLANN web page [here](http://www.cs.ubc.ca/research/flann). Documentation on how to use the library can be found in the doc/manual.pdf file included in the release archives.
            Find more information at:

            Find, review, and download reusable Libraries, Code Snippets, Cloud APIs from over 650 million Knowledge Items

            Find more libraries
            CLONE
          • HTTPS

            https://github.com/flann-lib/flann.git

          • CLI

            gh repo clone flann-lib/flann

          • sshUrl

            git@github.com:flann-lib/flann.git

          • Stay Updated

            Subscribe to our newsletter for trending solutions and developer bootcamps

            Agree to Sign up and Terms & Conditions

            Share this Page

            share link