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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

03.07.2024

We have seven papers accepted to ECCV 2024. Check our publication page for more details.

09.06.2024
GCPR / VMV 2024

GCPR / VMV 2024

We are organizing GCPR / VMV 2024 this fall.

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.

More



Seminar: Transfer Learning and Continual Learning in Computer Vision (5 ECTS)

Winter Semester 2024/2025, TU München

Organiser: Roman Pflugfelder

Contents

Transfer learning is a very important area of ​​machine learning. The need to reuse learned models with images of unknown scenes, or for new tasks is omnipresent in visual learning. Lifelong learning goes a step further here and allows machines, like humans, to continuously adapt the models without any time restrictions.

Prerequisites

This seminar is for Master's students. Attending the course "Introduction to Deep Learning (I2DL) (IN2346)" and attending an introductory course on machine learning in advance is recommended. Good scientific programming, e.g., Python, Pytorch, Tensorflow, Jax and Flux, is not mandatory for the course. However, mathematical skills and an interest in paper reading and machine learning theory are necessary.

Objectives

The seminar offers the student the opportunity 1) to delve deeper into a topic using a concrete approach (scientific work), 2) to further develop their presentation techniques and theoretical skills through a lecture (15 minutes), and 3) as a presenter and as a listener to practice a constructive feedback culture in the subsequent group discussion. During the seminar, all participants will get to know various methods of transfer learning and lifelong learning and will gain the ability to apply and further develop these methods in their scientific work.

Teaching and Learning Method

During the course, participants will research possible topics together with the support of the seminar leader using collaborative internet tools (Padlet, Miro). Two lectures supplement the basics and individual aspects of the research field. The seminar leader provides individual support to the student during the presentation preparation through individual discussions (Zoom, Slack). Through constructive group discussions during the lectures and the joint development of all individual topics in a seminar report, all students gain a broader knowledge of this field of research.

Registration

Assignment to the lab is done via the matching system.

Timeline
  • 03.07.2024: Pre-seminar meeting (4 p.m. - 5 p.m., room 5609.02.014)

TBA

Grading

TBA

Rechte Seite

Informatik IX
Computer Vision Group

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

Follow us on:

YouTube X / Twitter Facebook

News

03.07.2024

We have seven papers accepted to ECCV 2024. Check our publication page for more details.

09.06.2024
GCPR / VMV 2024

GCPR / VMV 2024

We are organizing GCPR / VMV 2024 this fall.

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.

More