Master Thesis: Learning Text-video Embedding for

Vor 4 Tagen

Karlsruhe, Deutschland Fraunhofer-Gesellschaft Vollzeit

The Fraunhofer Institute of Optronics, System Technologies and Image Exploitation (IOSB), we translate the latest scientific findings into technical innovations and thus want to make our contribution to shaping the future.

Our team »Perceptual User Interfaces« offers you a master thesis for the conceptual design and development of a text-video representation learning for in-cabin situation analysis. In this thesis, we will research state-of-the art approaches for text-image representation learning. The aim of this approach is a better generalization to unseen data and domains. This thesis provides an opportunity to im-plement and evaluate latest deep learning approaches in the area of large language models (LLMs) and vision transformers (ViT). Fraunhofer IOSB is working on action recognition for human-machine interaction (HMI) in vehicle interiors.

**What you will do**
- Design and development of a deep learning approach for text-video representation learning
- Research of state-of-the art approaches for text-video representation learning
- Implementation of state-of-the-art approaches and further development
- Training of the approach on publicly available datasets for text-video representation learning
- Evaluation of the approach in the area of action recognition in vehicle interiors

**What you bring to the table**
- Enrollment at a college or university with a suitable field of study (e.g. computer science)
- Prior knowledge in the areas of python and machine learning
- Interest in the field of algorithm development
- you have an independent and transparent way of working, commitment and reliability

**What you can expect**
- Intensive supervision by members of our department
- Ideal conditions for practical experience alongside your studies
- You will have the opportunity to contribute and implement your own ideas
- Good public transport connections

With its focus on developing key technologies that are vital for the future and enabling the commercial utilization of this work by business and industry, Fraunhofer plays a central role in the innovation process. As a pioneer and catalyst for groundbreaking developments and scientific excellence, Fraunhofer helps shape society now and in the future.

**If you have any questions please contact**:
David Lerch

Telefon: +49 721 6091-157

Fraunhofer Institute of Optronics, System Technologies and Image Exploitation IOSB

Requisition Number: 65684 Application Deadline:

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