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Prof. João Paulo Costeira, Instituto Superior Técnico - Lisboa, Portugal - "Computer Vision: 3D structure from motion"

Hours:
18 hours (4 credits)

Room:
Aula Riunioni del Dipartimento di Ingegneria dell’Informazione, Via G. Caruso 16, Pisa - Ground Floor

Short Abstract:

This course introduces foundational representations, models and processes to extract 3D information from streams of images. It introduces the geometric camera model and the relations in a multiview scenario as well as the techniques to compute 3D structure from image sequences. In a second part 3D information is used in a class of problems involving 3D registration: Self-Localization and Mapping (SLAM), 3D shape recognition and tracking. Finally the course will analyse the recent trend towards data-driven tools based in deep-learning models. For each of these topics the a set of software tools will be introduced and the course will be evaluated.

Course Contents in brief:

  1. Linear Algebra review
  2. Perspective camera and transformations
  3. 3D Reconstruction : BA and bilinear methods
  4. 3D Registration : ICP
  5. SLAM: Solving the Pose-graph
  6. Applications and tools

Schedule:

  1. Day1 – time
  2. Day2 – time
  3. Day3 – time