Title

Image and video analysis

Lecturer

Pietro Pala, pietro.pala@unifi.it

Content and organization

Course program

  • Graylevel transforms, stretching, equalization
  • Geometric transforms
  • Image smoothing, linear and non-linear
  • Detection of edges and interest points
  • Geometric invariants
  • Image thresholding, global and local models
  • Mathematical morphology, binary and lattice
  • Texture analysis, co-occurrence matrix, Gabor, Local Binary Patterns, Matrix covariance
  • Image segmentation, k-means, hierarchical, Gaussian Mixture, MeanShift, DBSCAN, Normalized cuts, Spectral k-means, Watershed
  • Motion field and optic flow, sparse and dense models for OF estimation
  • Video background models
  • Object tracking
  • Course organization
    Classes are on Tuesday and Friday and include both theory and practice using Python. The teaching language is Italian. Course material (slides) and suggested books are in English.

    Course Type

    AI PhD Curriculum

    Host Institution
    University of Florence

    Other short courses

    10. 04. 2024 Go

    Ethics & STICs

    01. 03. 2024 Go

    Computer Vision

    24. 11. 2023 Go

    Human Rights Toolbox

    21. 02. 2023 Go

    Computer Vision

    24. 01. 2023 Go