623.915 (19S) Current Topics in Distributed Multimedia Systems: Video Analysis & Retrieval

Sommersemester 2019

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First course session
05.03.2019 10:00 - 12:00 S.2.69 - Bitmovin On Campus
... no further dates known

Overview

Lecturer
Course title german Current Topics in Distributed Multimedia Systems: Video Analysis & Retrieval
Type Lecture - Course (continuous assessment course )
Hours per Week 2.0
ECTS credits 4.0
Registrations 6 (20 max.)
Organisational unit
Language of instruction English
Course begins on 05.03.2019
eLearning Go to Moodle course

Time and place

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Course Information

Intended learning outcomes

  • Methoden und Möglichkeiten der automatischen Videoanalyse verstehen
  • Methoden von Videosuchsystemen verstehen  
  • Einsatzszenarien der Videoanalyse und Videosuche benennen und erläutern
  • Geeignete Inhaltsanalysemethoden für Videos erklären und anwenden
  • Deep Learning mit CNNs im Detail verstehen und anwenden
  • Geeignete Benutzerschnittstellen für Video-Interaktion und Suche kennen
  • Die Leistung eines Videosuchsystems beurteilen können

Teaching methodology including the use of eLearning tools

  • Vortrag
  • Übungen
  • Projekt

Course content

  • What is Video Analysis and Retrieval
  • Video Retrieval Scenarios
  • Components of a Video Retrieval System
  • Segments, Scenes, Shots, and Keyframes
  • Deep Learning (Convolutional Neural Networks/CNNs)
  • Motion Analysis, Tracking, Temporal Features
  • Video Hyperlinking / Near Duplicate Detection
  • Interactive Video Search
  • Evaluation of Video Retrieval Systems

Prior knowledge expected

  • Fundamental Topics I of Distributed Multimedia Systems

Intended learning outcomes

  • Understand methods and possibilities of video content analysis
  • Understand methods of video retrieval systems
  • Know and describe usage scenarios of video analysis and video search/retrieval  
  • Explain appropriate content analysis methods for videos and use them in practice
  • Understand deep learning with CNNs and use them in practice
  • Know appropriate methods and aspects of user interfaces for video interaction  and apply them in practice
  • Evaluate the system performance of a video search system 

Teaching methodology including the use of eLearning tools

  • Lecture
  • Assignments
  • Project

Course content

  • What is Video Analysis and Retrieval
  • Video Retrieval Scenarios
  • Components of a Video Retrieval System
  • Segments, Scenes, Shots, and Keyframes
  • Motion Analysis, Tracking, Temporal Features
  • Video Hyperlinking / Near Duplicate Detection
  • Deep Learning (Convolutional Neural Networks/CNNs)
  • Interactive Video Search
  • Evaluation of Video Retrieval Systems

Prior knowledge expected

  • Fundamental Topics I of Distributed Multimedia Systems

Examination information

Im Fall von online durchgeführten Prüfungen sind die Standards zu beachten, die die technischen Geräte der Studierenden erfüllen müssen, um an diesen Prüfungen teilnehmen zu können.

Grading scheme

Grade / Grade grading scheme

Position in the curriculum

  • Master's degree programme Applied Informatics (SKZ: 911, Version: 13W.1)
    • Subject: Distributed Multimedia Systems (Compulsory elective)
      • Current Topics in Distributed Multimedia Systems: Multimedia Information Retrieval ( 2.0h VK / 4.0 ECTS)
        • 623.915 Current Topics in Distributed Multimedia Systems: Video Analysis & Retrieval (2.0h VC / 4.0 ECTS)

Equivalent courses for counting the examination attempts

Sommersemester 2024
  • 623.915 VC Image and Video Analysis with Deep Learning (2.0h / 4.0ECTS)
Sommersemester 2023
  • 623.915 VC Image and Video Analysis with Deep Learning (2.0h / 4.0ECTS)
Sommersemester 2022
  • 623.915 VC Current Topics in Multimedia Systems: Video Search with Deep Learning (2.0h / 4.0ECTS)
Sommersemester 2021
  • 623.915 VC Current Topics in Multimedia Systems: Video Search with Deep Learning (2.0h / 4.0ECTS)
Sommersemester 2020
  • 623.915 VC Current Topics in Multimedia Systems: Content Search with Deep Learning (2.0h / 4.0ECTS)
Sommersemester 2018
  • 623.915 VC Current Topics in Distributed Multimedia Systems: Video Retrieval (2.0h / 4.0ECTS)
Wintersemester 2015/16
  • 623.915 VC Current Topics in Distributed Multimedia Systems: Video Retrieval (2.0h / 4.0ECTS)