Computer Vision

Teacher: Fabrizio Falchi

Email: fabrizio.falchi@cnr.it

Background

Multimedia Content Analysis

30.09.2021, 1 h. slides

Recognition and Intuition

30.09.2021, 1 h., slides

Resources:

• Article

Computer Vision

1.10.2021, 1 h., slides

Resources:

• Introduction to Computer Vision

• Computer Vision, Chapter 1

Multimedia Content Representation

1.10.2021, 1 h., slides

1.10.2021, 1 h., slides

Resources:

• Basic Photography

• Color spaces (video)

• Chroma subsampling

• Codecs and containers

• Codecs and containers (video)

"Hand Crafted" Features

Global Features

04.10.2021, 1 h., slides

Resources:

• Color and Texture Descriptors

• CEDD Descriptor

Local Invariant Feature Detectors

04.10.2021, 1 h., slides

04.10.2021, 1 h., slides

Resources:

• Local Feature Detection and Description (the detection part)

Local Features

7.10.2021, 1 h., slides

7.10.2021, 1 h., slides

Resources:

• Local Feature Detection and Description (the description part)

• Binary Feature Comparison

Local Features Matching

8.10.2021, 1 h., slides

Resources:

• RANSAC (video)

• Computing Homography (video)

Local Features Aggregation

11.10.2021, 1 h., slides

11.10.2021, 1 h., slides

Resources:

• Aggregating local descriptors

• BoW

Representation Learning

Deep Learning

14.10.2021, 1 h., slides

Resources:

• Deep Learning

• Deep Learning for AI

• Deep Learning (book)

Convolutional Neural Networks

14.10.2021, 1 h., slides

15.10.2021, 1 h., slides

Resources:

• Video Lecture and slides

• Architectures

Advanced Deep Learning Topics

15.10.2021, 1 h., slides

Resources:

• links on the slides

Transfer Learning and Domain Adaptation

18.10.2021, 1 h., slides

Resources:

• Transfer Learning

• 
  

Detection and Segmentation

18.10.2021, 1 h., slides

21.10.2021, 1 h., slides

Resources:

• Stanford Lecture (Video)

• Paper

Miscellaneous

21.10.2021, 1 h., slides

Resources: xxx

Generative Models

22.10.2021, 1 h., slides

22.10.2021, 1 h., slides

Resources:

• Stanford Lecture (video)