CoderFunda
  • Home
  • About us
    • Contact Us
    • Disclaimer
    • Privacy Policy
    • About us
  • Home
  • Php
  • HTML
  • CSS
  • JavaScript
    • JavaScript
    • Jquery
    • JqueryUI
    • Stock
  • SQL
  • Vue.Js
  • Python
  • Wordpress
  • C++
    • C++
    • C
  • Laravel
    • Laravel
      • Overview
      • Namespaces
      • Middleware
      • Routing
      • Configuration
      • Application Structure
      • Installation
    • Overview
  • DBMS
    • DBMS
      • PL/SQL
      • SQLite
      • MongoDB
      • Cassandra
      • MySQL
      • Oracle
      • CouchDB
      • Neo4j
      • DB2
      • Quiz
    • Overview
  • Entertainment
    • TV Series Update
    • Movie Review
    • Movie Review
  • More
    • Vue. Js
    • Php Question
    • Php Interview Question
    • Laravel Interview Question
    • SQL Interview Question
    • IAS Interview Question
    • PCS Interview Question
    • Technology
    • Other
⌕
Popular learning topics
PHP Laravel JavaScript CSS SQL Python Vue.js WordPress

08 July, 2024

OpenCV - How to compute 3D points with SfM methods with known fundamental matrix

 Programing Coderfunda     July 08, 2024     No comments   

OpenCV - How to compute 3D points with SfM methods with known fundamental matrix
For a university project, we are working on implementing a basic SfM pipeline, using Middlebury's "temple" dataset. This means that, for each image, the projection matrix for that given image is known. I have done some reading and seen some examples on SfM reconstruction, where, usually, the camera rotation and translation are unknown and PnP algorithms are used to obtain them.
My question is, given we know the projection matrix for any given image, what would the processing pipeline look like? I envision something along the lines of:



* Compute SIFT keypoints and descriptors for each image.

* Pair "adjacent" images (in this case, images with sequential ids from the dataset)

* Find point matches for each pair using KNN or similar matching algorithm.

* Use cv2.triangulatePoints to find the corresponding 3D point for each of the 2d point matches using the known projection matrices.






I understand that, generally, the most difficult aspect of SfM is precisely the step we are skipping over of pose estimation. However, for now we are only aiming for a basic implementation, possibly implementing a "complete" algorithm that includes this step later.


Still, I am unsure as to whether there are any processing steps that would be necessary in order to obtain "good" results.



* Would something like undistortPoints be necessary for this estimation?

* What would be the most efficient way of building the point cloud (for example, building feature tracks and only include points that result from the triangulation of some number of images n)?

* Finally, where and how should we discard pair outliers? Most of the functions offered by OpenCV use RANSAC as part of the pose estimation process, and I don't know if there are functions that would allow us to use the algorithm in our case (if it would even be necessary).






So far, we have implemented a basic SIFT keypoint extractor.
Unsure where to continue from here.
  • Share This:  
  •  Facebook
  •  Twitter
  •  Google+
  •  Stumble
  •  Digg
Email ThisBlogThis!Share to XShare to Facebook
Newer Post Older Post Home

0 comments:

Post a Comment

Thanks

Meta

Popular Posts

  • Detecting .NET8 with Inno Setup and InnoDependenciyInstaller
    I am looking at using InnoDependencyInstaller and it has a function that it uses under the hood: Dependency_AddDotNet80 procedure Depend...
  • How to Create a WordPress Theme: Build a Simple Demo Theme
      Creating a basic WordPress theme is a great way to learn PHP, HTML, CSS, and WordPress development. Below, we'll build a small working...
  • What is the difference between migrate, rollback, refresh, and fresh?
      migrate applies outstanding migrations. rollback reverses the latest migration batch. refresh rolls back migrations and runs them again. f...
  • What is the difference between authentication and authorization in Laravel?
      Authentication answers: "Who are you?" Authorization answers: "Are you allowed to perform this action?" Authentication...
  • Python Tutorial
      Python   is a general-purpose interpreted, interactive, object-oriented, and high-level programming language. It was created by Guido van...

Categories

  • Ajax (26)
  • Bootstrap (30)
  • DBMS (42)
  • HTML (12)
  • HTML5 (45)
  • JavaScript (10)
  • Jquery (34)
  • Jquery UI (2)
  • JqueryUI (32)
  • Laravel (1069)
  • Laravel Tutorials (23)
  • Laravel-Question (36)
  • Magento (9)
  • Magento 2 (95)
  • MariaDB (1)
  • MySql Tutorial (3)
  • PHP-Interview-Questions (3)
  • Php Question (13)
  • Python (36)
  • RDBMS (13)
  • SQL Tutorial (79)
  • Vue.js Tutorial (69)
  • Wordpress (158)
  • Wordpress Theme (3)
  • codeigniter (108)
  • oops (4)
  • php (853)

Social Media Links

  • Follow on Twitter
  • Like on Facebook
  • Subscribe on Youtube
  • Follow on Instagram

Pages

  • Home
  • Contact Us
  • Privacy Policy
  • About us

Blog Archive

  • ►  2026 (333)
    • ►  09/27 - 10/04 (66)
    • ►  09/20 - 09/27 (52)
    • ►  09/13 - 09/20 (10)
    • ►  08/30 - 09/06 (87)
    • ►  08/16 - 08/23 (1)
    • ►  08/02 - 08/09 (8)
    • ►  07/26 - 08/02 (108)
    • ►  06/28 - 07/05 (1)
  • ►  2025 (4)
    • ►  07/06 - 07/13 (2)
    • ►  06/29 - 07/06 (2)
  • ▼  2024 (486)
    • ►  09/15 - 09/22 (30)
    • ►  09/08 - 09/15 (35)
    • ►  09/01 - 09/08 (35)
    • ►  08/11 - 08/18 (2)
    • ►  08/04 - 08/11 (33)
    • ►  07/28 - 08/04 (30)
    • ▼  07/07 - 07/14 (11)
      • Quick tip about model serialization in event const...
      • How to find ceritain value in multiple section and...
      • OpenCV - How to compute 3D points with SfM methods...
      • How to resolve a Cors error when trying to get an ...
      • A laravel package to test/debug emails all at loca...
      • .Net 8 XUnit: Use an In-Memory DBConnection for te...
      • Pass multiple arguments to single command in custo...
      • Problemas com a biblioteca customtkinter
      • Image not loading in HTML page when trying to chan...
      • Weekly /r/Laravel Help Thread
      • Laravel Livewire Filemanager
    • ►  06/30 - 07/07 (35)
    • ►  06/23 - 06/30 (5)
    • ►  06/02 - 06/09 (31)
    • ►  05/26 - 06/02 (20)
    • ►  05/05 - 05/12 (29)
    • ►  04/28 - 05/05 (26)
    • ►  04/07 - 04/14 (10)
    • ►  03/31 - 04/07 (34)
    • ►  03/24 - 03/31 (10)
    • ►  03/03 - 03/10 (35)
    • ►  02/25 - 03/03 (15)
    • ►  02/04 - 02/11 (22)
    • ►  01/28 - 02/04 (30)
    • ►  01/07 - 01/14 (8)
  • ►  2023 (484)
    • ►  12/31 - 01/07 (35)
    • ►  12/24 - 12/31 (10)
    • ►  12/03 - 12/10 (33)
    • ►  11/26 - 12/03 (20)
    • ►  11/05 - 11/12 (35)
    • ►  10/29 - 11/05 (20)
    • ►  10/22 - 10/29 (9)
    • ►  10/15 - 10/22 (7)
    • ►  10/08 - 10/15 (9)
    • ►  10/01 - 10/08 (10)
    • ►  09/24 - 10/01 (9)
    • ►  09/17 - 09/24 (9)
    • ►  09/10 - 09/17 (7)
    • ►  09/03 - 09/10 (9)
    • ►  08/27 - 09/03 (9)
    • ►  08/20 - 08/27 (8)
    • ►  08/13 - 08/20 (8)
    • ►  08/06 - 08/13 (8)
    • ►  07/30 - 08/06 (8)
    • ►  07/23 - 07/30 (7)
    • ►  07/16 - 07/23 (8)
    • ►  07/09 - 07/16 (7)
    • ►  07/02 - 07/09 (8)
    • ►  06/25 - 07/02 (7)
    • ►  06/18 - 06/25 (7)
    • ►  06/11 - 06/18 (7)
    • ►  06/04 - 06/11 (11)
    • ►  05/28 - 06/04 (7)
    • ►  05/21 - 05/28 (8)
    • ►  05/14 - 05/21 (11)
    • ►  05/07 - 05/14 (7)
    • ►  04/30 - 05/07 (7)
    • ►  04/23 - 04/30 (8)
    • ►  04/16 - 04/23 (9)
    • ►  04/09 - 04/16 (7)
    • ►  04/02 - 04/09 (4)
    • ►  03/26 - 04/02 (21)
    • ►  03/19 - 03/26 (2)
    • ►  03/12 - 03/19 (9)
    • ►  03/05 - 03/12 (26)
    • ►  02/26 - 03/05 (25)
    • ►  01/15 - 01/22 (7)
    • ►  01/08 - 01/15 (1)
  • ►  2022 (1037)
    • ►  12/11 - 12/18 (13)
    • ►  12/04 - 12/11 (1)
    • ►  11/27 - 12/04 (40)
    • ►  11/06 - 11/13 (1)
    • ►  10/16 - 10/23 (13)
    • ►  09/04 - 09/11 (5)
    • ►  08/21 - 08/28 (24)
    • ►  08/14 - 08/21 (24)
    • ►  07/03 - 07/10 (9)
    • ►  06/19 - 06/26 (3)
    • ►  05/29 - 06/05 (3)
    • ►  05/22 - 05/29 (3)
    • ►  05/15 - 05/22 (109)
    • ►  05/01 - 05/08 (7)
    • ►  04/24 - 05/01 (7)
    • ►  04/17 - 04/24 (64)
    • ►  04/10 - 04/17 (115)
    • ►  04/03 - 04/10 (73)
    • ►  03/27 - 04/03 (77)
    • ►  03/13 - 03/20 (2)
    • ►  03/06 - 03/13 (25)
    • ►  02/27 - 03/06 (18)
    • ►  02/20 - 02/27 (153)
    • ►  02/13 - 02/20 (187)
    • ►  01/30 - 02/06 (45)
    • ►  01/23 - 01/30 (15)
    • ►  01/16 - 01/23 (1)
  • ►  2021 (412)
    • ►  10/24 - 10/31 (2)
    • ►  07/25 - 08/01 (1)
    • ►  07/11 - 07/18 (10)
    • ►  06/13 - 06/20 (29)
    • ►  05/23 - 05/30 (1)
    • ►  05/02 - 05/09 (24)
    • ►  04/25 - 05/02 (24)
    • ►  04/18 - 04/25 (112)
    • ►  04/11 - 04/18 (1)
    • ►  04/04 - 04/11 (6)
    • ►  03/28 - 04/04 (86)
    • ►  03/21 - 03/28 (19)
    • ►  03/14 - 03/21 (2)
    • ►  03/07 - 03/14 (10)
    • ►  02/28 - 03/07 (1)
    • ►  02/21 - 02/28 (29)
    • ►  02/14 - 02/21 (13)
    • ►  02/07 - 02/14 (12)
    • ►  01/31 - 02/07 (6)
    • ►  01/17 - 01/24 (2)
    • ►  01/10 - 01/17 (8)
    • ►  01/03 - 01/10 (14)
  • ►  2020 (376)
    • ►  12/27 - 01/03 (37)
    • ►  12/20 - 12/27 (92)
    • ►  12/13 - 12/20 (29)
    • ►  12/06 - 12/13 (37)
    • ►  11/29 - 12/06 (4)
    • ►  11/15 - 11/22 (14)
    • ►  11/08 - 11/15 (8)
    • ►  11/01 - 11/08 (2)
    • ►  10/18 - 10/25 (14)
    • ►  10/11 - 10/18 (16)
    • ►  10/04 - 10/11 (10)
    • ►  09/20 - 09/27 (10)
    • ►  09/06 - 09/13 (19)
    • ►  08/30 - 09/06 (26)
    • ►  08/23 - 08/30 (4)
    • ►  08/16 - 08/23 (2)
    • ►  07/12 - 07/19 (48)
    • ►  05/17 - 05/24 (2)
    • ►  01/05 - 01/12 (2)
  • ►  2019 (74)
    • ►  07/07 - 07/14 (6)
    • ►  06/16 - 06/23 (6)
    • ►  02/10 - 02/17 (17)
    • ►  01/13 - 01/20 (37)
    • ►  01/06 - 01/13 (8)
  • ►  2018 (376)
    • ►  12/30 - 01/06 (24)
    • ►  12/16 - 12/23 (8)
    • ►  12/09 - 12/16 (98)
    • ►  12/02 - 12/09 (16)
    • ►  11/18 - 11/25 (36)
    • ►  11/04 - 11/11 (18)
    • ►  10/28 - 11/04 (10)
    • ►  10/21 - 10/28 (26)
    • ►  10/14 - 10/21 (52)
    • ►  10/07 - 10/14 (4)
    • ►  09/30 - 10/07 (2)
    • ►  09/23 - 09/30 (68)
    • ►  09/16 - 09/23 (4)
    • ►  09/09 - 09/16 (4)
    • ►  08/26 - 09/02 (6)

Data Publish News

Loading...

Al Jazeera – Breaking News, World News and Video from Al Jazeera

Loading...

Laravel News

Loading...

Copyright © CoderFunda | Powered by Blogger
Design by Coderfunda | Blogger Theme by Coderfunda | Distributed By Coderfunda