Difference between revisions of "3D Structure From Visual Motion"

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==Course Aim & Organization==
 
==Course Aim & Organization==
This is a description page for the PhD course on ''3D Structure from Visual Motion: Novel Techniques in Computer Vision and Autonomous Robots/Vehicles'' held by Matteo Matteucci, Vincenzo Caglioti, Marco Marcon, and Davide Migliore. It is meant to present modern techniques to simultaneously estimate the unknown motion of a camera while reconstructing the 3D structure of the observed world to be applied un scientific fields such as: 3D reconstruction, autonomous robot navigation, aerial/field surveying, unmanned vehicle maneuvering, etc.
+
This is a description page for the PhD course on ''3D Structure from Visual Motion: Novel Techniques in Computer Vision and Autonomous Robots/Vehicles''. It is meant to present modern techniques to simultaneously estimate the unknown motion of a camera while reconstructing the 3D structure of the observed world to be applied un scientific fields such as: 3D reconstruction, autonomous robot navigation, aerial/field surveying, unmanned vehicle maneuvering, etc.
 +
 
 +
===Teachers===
 +
 
 +
Althou formally entitled to just one of the teachers the course is held by (in order of appearance)
 +
* Matteo Matteucci
 +
* Vincenzo Caglioti
 +
* Davide Migliore
 +
* Marco Marcon
  
 
===Course Schedule===
 
===Course Schedule===
  
 
21/05/2009 [14:30-18:30] Sala Seminari (DEI)
 
21/05/2009 [14:30-18:30] Sala Seminari (DEI)
- Course introduction (M. Matteucci)
+
* Course introduction (M. Matteucci)
- Projection model and projection matrix (V. Caglioti)
+
* Projection model and projection matrix (V. Caglioti)
- Fundamental and Essential matrices (V. Caglioti)
+
 
 
25/05/2009 [14:30-17:30] Sala Conferenze (DEI)
 
25/05/2009 [14:30-17:30] Sala Conferenze (DEI)
- Correspondence analysis: tracking and ransac (D. Migliore)
+
* Correspondence analysis: tracking and ransac (D. Migliore)
 +
 
 
29/05/2009 [14:30-18:30] Sala Conferenze (DEI)
 
29/05/2009 [14:30-18:30] Sala Conferenze (DEI)
- Motion extraction and 3D reconstruction (V. Caglioti)
+
* Fundamental and Essential matrices (V. Caglioti)
- Visual odometry (V. Caglioti)
+
* Motion extraction and 3D reconstruction (V. Caglioti)
 +
* Visual odometry (V. Caglioti)
 +
 
 
03/06/2009 [09:30-13:30] Sala Seminari (DEI)
 
03/06/2009 [09:30-13:30] Sala Seminari (DEI)
- Correspondences tracking and analysis(M. Marcon)
+
* Correspondences tracking and analysis(M. Marcon)
- Combined estiamation of 3D structure and camera egomotion (M.Marcon)
+
* Combined estiamation of 3D structure and camera egomotion (M.Marcon)
 +
 
 
05/06/2009 [14:30-18:30] Sala Seminari (DEI)
 
05/06/2009 [14:30-18:30] Sala Seminari (DEI)
- Perspective ambiguity (M. Marcon)
+
* Perspective ambiguity (M. Marcon)
- Non rigid structure from motion and Hierarchical Shape Priors (M. Marcon)
+
* Non rigid structure from motion and Hierarchical Shape Priors (M. Marcon)
- Implicit formulation (M. Marcon)
+
* Implicit formulation (M. Marcon)
 +
 
 
08/06/2009 [09:30-13:30] Sala Seminari (DEI)
 
08/06/2009 [09:30-13:30] Sala Seminari (DEI)
- Bayesian filtering (M. Matteucci)
+
* Bayesian filtering (M. Matteucci)
- SLAM Filter implementations (M. Matteucci)
+
* SLAM Filter implementations (M. Matteucci)
 +
 
 
12/06/2009 [09:30-13:30] Sala Seminari (DEI)
 
12/06/2009 [09:30-13:30] Sala Seminari (DEI)
- Monocular SLAM (M. Matteucci)
+
* Monocular SLAM (M. Matteucci)
 +
 
 
15/06/2009 [09:30-13:30] Sala Seminari (DEI)
 
15/06/2009 [09:30-13:30] Sala Seminari (DEI)
- Stereo SLAM (D. Migliore)
+
* Stereo SLAM (D. Migliore)
- Omnidirectional SLAM (D. Migliore)
+
* Omnidirectional SLAM (D. Migliore)
 +
 
 
19/06/2009 [09:30-13:30] Sala Seminari (DEI)
 
19/06/2009 [09:30-13:30] Sala Seminari (DEI)
- TBD (TBD)
+
* TBD (TBD)
 +
 
 
22/06/2009 [09:30-13:30] Sala Seminari (DEI)
 
22/06/2009 [09:30-13:30] Sala Seminari (DEI)
- 3D without 3D: plenoptic methods, lumigraph, albedo, non Lambertian surfaces (M. Marcon)
+
* 3D without 3D: plenoptic methods, lumigraph, albedo, non Lambertian surfaces (M. Marcon)
  
==Course Material==
+
==Course Material & Referencies==
  
 
The following is some suggested material to follow the course lectures.
 
The following is some suggested material to follow the course lectures.
  
 
===Slides and lecture notes===
 
===Slides and lecture notes===
Thrun, Burgard, Fox. Probabilistic Robotics
+
*
Hartley, Zisserman. Multiple View Geometry in Computer Vision
+
 
Bibliography of selected scientific papers on the topics
+
 
 +
===Suggested Bibliography===
 +
* R. Hartley, A. Zisserman. [http://www.robots.ox.ac.uk/~vgg/hzbook/index.html Multiple View Geometry in Computer Vision], Cambridge University Press, March 2004.
 +
* S. Thrun, W. Burgard, D. Fox. [http://www.probabilistic-robotics.org/ Probabilistic Robotics], MIT Press, September 2005.
 +
* ...

Revision as of 00:40, 23 May 2009


Course Aim & Organization

This is a description page for the PhD course on 3D Structure from Visual Motion: Novel Techniques in Computer Vision and Autonomous Robots/Vehicles. It is meant to present modern techniques to simultaneously estimate the unknown motion of a camera while reconstructing the 3D structure of the observed world to be applied un scientific fields such as: 3D reconstruction, autonomous robot navigation, aerial/field surveying, unmanned vehicle maneuvering, etc.

Teachers

Althou formally entitled to just one of the teachers the course is held by (in order of appearance)

  • Matteo Matteucci
  • Vincenzo Caglioti
  • Davide Migliore
  • Marco Marcon

Course Schedule

21/05/2009 [14:30-18:30] Sala Seminari (DEI)

  • Course introduction (M. Matteucci)
  • Projection model and projection matrix (V. Caglioti)

25/05/2009 [14:30-17:30] Sala Conferenze (DEI)

  • Correspondence analysis: tracking and ransac (D. Migliore)

29/05/2009 [14:30-18:30] Sala Conferenze (DEI)

  • Fundamental and Essential matrices (V. Caglioti)
  • Motion extraction and 3D reconstruction (V. Caglioti)
  • Visual odometry (V. Caglioti)

03/06/2009 [09:30-13:30] Sala Seminari (DEI)

  • Correspondences tracking and analysis(M. Marcon)
  • Combined estiamation of 3D structure and camera egomotion (M.Marcon)

05/06/2009 [14:30-18:30] Sala Seminari (DEI)

  • Perspective ambiguity (M. Marcon)
  • Non rigid structure from motion and Hierarchical Shape Priors (M. Marcon)
  • Implicit formulation (M. Marcon)

08/06/2009 [09:30-13:30] Sala Seminari (DEI)

  • Bayesian filtering (M. Matteucci)
  • SLAM Filter implementations (M. Matteucci)

12/06/2009 [09:30-13:30] Sala Seminari (DEI)

  • Monocular SLAM (M. Matteucci)

15/06/2009 [09:30-13:30] Sala Seminari (DEI)

  • Stereo SLAM (D. Migliore)
  • Omnidirectional SLAM (D. Migliore)

19/06/2009 [09:30-13:30] Sala Seminari (DEI)

  • TBD (TBD)

22/06/2009 [09:30-13:30] Sala Seminari (DEI)

  • 3D without 3D: plenoptic methods, lumigraph, albedo, non Lambertian surfaces (M. Marcon)

Course Material & Referencies

The following is some suggested material to follow the course lectures.

Slides and lecture notes


Suggested Bibliography