Literatur und Quellen

Buch

Computer Vision: Algorithms and Applications, Richard Szeliski In der 2. Edition vor allem die Kapitel 2, 11, 12 und 13, verfügbar unter http://szeliski.org/book

Folien/Kurse

• Introduction to Computer Vision, CS5670, Spring 2025, Cornell Tech
  • Autor*innen: (vor allem) Noah Snavely und andere: Yung-Yu Chuang, Fredo Durand, Alexei Efros, William Freeman, James Hays, Svetlana Lazebnik, Andrej Karpathy, Fei-Fei Li, Srinivasa Narasimhan, Silvio Savarese, Steve Seitz, Richard Szeliski, and Li Zhang.
  • Die meisten Folien sind aus diesem Kurs (Version 2022+2024) kopiert.

Videos

• Shree Nayar: https://fpcv.cs.columbia.edu/ vor allem Reconstruction I + II
  • Die komplette Reihe ist sehr zu empfehlen!
• 3Blue1Brown: Linear Algebra und Calculus sind als Grundlagen sinnvoll zu wiederholen.

Weitere Links

• Youtube Playlist zum Kurs In dieser Playlist werden alle gezeigten Videos gesammelt.
• 3Blue1Brown Youtube Kanal von Grant Sanderson, der viele mathematische Grundlagen visuell erklärt. Für den Kurs sind die folgenden Playlists und Videos relevant oder hilfreich:
  • Essence of linear algebra
  • Essence of calculus
  • Convolutions in image processing | Week 1 | MIT 18.S191 Fall 2020 | Grant Sanderson
  • What is a Discrete Fourier Transform? | Week 14 | MIT 18.S191 Fall 2020 | Grant Sanderson
  • But what is the Fourier Transform? A visual introduction.
• Math Dictionary, Dietmar Henke lists many math terms in German and English.
• The Computer Vision Foundation Organisation for Computer Vision conferences and publications, check out the YouTube channel as well.
• ACM SIGGRAPH Association for Computing Machinery’s Special Interest Group on Computer Graphics and Interactive Techniques. An organisation for the main Computer Graphics conferences and publications.
• Github repository 3DCV SoSe 2023 Das Github Repository zur Vorlesung (SoSe 2023) mit Demo Code.
• Github repository BildComp SoSe2022 Das Github Repository zur Übung aus dem letzten Semester
• Skydio 3D Scan State of the art 3D reconstruction with drones. Impressive (marketing) video. Sound on!
• Image Resizing with Seam Carving Link to the video shown in class on Dynamic Programming
• ICP explained without math Video from Computerphile that explains the ICP algorithm with pen and paper. Whole channel is recommendable and has also a good video about kd-trees.
• Graphics in 5 minutes Youtube Playlist curated by Steve Seitz (Professor at University of Washington) that includes 5 min comic videos explaining computer graphics and vision topics.
  • See https://g5m.cs.washington.edu/ for more details about this project. Especially the three videos about the Splotched Van Gogh are helpful to understand image frequencies.