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Computer Vision Group
TUM School of Computation, Information and Technology
Technical University of Munich

Technical University of Munich

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Informatik IX
Computer Vision Group

Boltzmannstrasse 3
85748 Garching info@vision.in.tum.de

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News

04.03.2024

We have twelve papers accepted to CVPR 2024. Check our publication page for more details.

18.07.2023

We have four papers accepted to ICCV 2023. Check out our publication page for more details.

02.03.2023

CVPR 2023

We have six papers accepted to CVPR 2023. Check out our publication page for more details.

15.10.2022

NeurIPS 2022

We have two papers accepted to NeurIPS 2022. Check out our publication page for more details.

15.10.2022

WACV 2023

We have two papers accepted at WACV 2023. Check out our publication page for more details.

More



Lecture: Numerical Algorithms in Computer Vision and Machine Learning (IN2384)

SS 2020, TU München

Lectures will start in November and will be held synchronously in Zoom. The lecture is offered in English. More details and announcements can be found in Moodle.

Registration

If you plan to attend, please register for the course in TUMonline.
Later during the semester you will have to register for the exam.

Course Content

This module focuses on numerical methods that frequently occur in the fields computer vision (CV) and machine learning (ML). In addition to algorithms, this module will also cover modelling aspects that are relevant for solving practical problems in CV and ML. The contents include: - Error analysis and conditioning of problems - Linear systems (solvability, algorithms, stability, regularisation), and applications and modelling in CV and ML (e.g. linear regression, image alignment, deconvolution) - Spectral methods (eigenvalue decomposition, singular value decomposition, respective algorithms), and their applications and modelling in CV and ML (e.g. clustering, Procrustes analysis, point-cloud alignment, principal components analysis) - Numerical optimization (gradient-based methods, second-order methods, large-scale optimization) and applications and modelling in CV and ML.

Rechte Seite

Informatik IX
Computer Vision Group

Boltzmannstrasse 3
85748 Garching info@vision.in.tum.de

Follow us on:

News

04.03.2024

We have twelve papers accepted to CVPR 2024. Check our publication page for more details.

18.07.2023

We have four papers accepted to ICCV 2023. Check out our publication page for more details.

02.03.2023

CVPR 2023

We have six papers accepted to CVPR 2023. Check out our publication page for more details.

15.10.2022

NeurIPS 2022

We have two papers accepted to NeurIPS 2022. Check out our publication page for more details.

15.10.2022

WACV 2023

We have two papers accepted at WACV 2023. Check out our publication page for more details.

More