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

    11. 03. 2025 Go

    Deep Learning

    13. 02. 2025 Go

    Ethics and AI

    13. 02. 2025 Go

    Computer Vision

    19. 01. 2025 Go

    Ethics & STICs

    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

    11. 05. 2022 Go

    Geometric learning

    05. 04. 2022 Go

    Computer Graphics

    04. 04. 2022 Go

    Bayesian Learning

    02. 04. 2022 Go

    Computer Graphics

    31. 03. 2022 Go

    Web of Data

    28. 03. 2022 Go

    Machine Learning

    27. 03. 2022 Go

    Machine Learning

    02. 03. 2022 Go

    Player Modeling

    28. 02. 2022 Go

    Player Modeling

    21. 02. 2022 Go

    Affective Computing

    21. 02. 2022 Go

    Machine Listening

    21. 02. 2022 Go

    Computer Vision

    21. 02. 2022 Go

    Computer Vision

    21. 02. 2022 Go

    Self-Driving Cars

    21. 02. 2022 Go

    Deep Learning

    21. 02. 2022 Go

    Deep Learning 2

    09. 07. 2021 Go

    Self-Driving Cars

    09. 07. 2021 Go

    Computer Vision

    09. 07. 2021 Go

    Deep Learning

    17. 06. 2021 Go

    Deep Learning School

    17. 06. 2021 Go

    Memory Network

    02. 06. 2021 Go

    Machine Listening

    02. 06. 2021 Go