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PhD student (FPI): Connecting past, present and future: acquiring and leveraging prior-knowledge to unveil the temporal structure of untrimmed videos

Date of call

20/08/2024

Deadline

30/09/2024

Responsible

Mariella Dimiccoli

Type

Temporary

Description

PhD position under the AEI Program “Ayudas para contratos predoctorales para la formación de doctores (antiguas FPI)” within the "Generacion del Conocimiento 2023" project AWESOME (PID2023-151351NB-I00) funded by MCIU/ AEI /10.13039/501100011033 and by ERDF, UE .

The goal of this project is to lay the methodological foundations for endowing temporal sequence encoding, the task of representing temporal sequences, with an high level of temporal abstraction so that prior knowledge about the temporal unfolding of these sequences can be acquired, properly represented and deployed at inference time to better understand the present and anticipate the future. The methods developed will be validated in the challenging computer vision domain of untrimmed video understanding, to address the interrelated tasks of temporal action segmentation, localization and anticipation under a common representation framework. Since Language, together with Vision, is a fundamental modality through which human beings acquire knowledge about the world, we will use it to acquire prior knowledge about the unfolding of temporal sequences. The main tasks to be performed can be organized around three main objectives: 1) Developing an unsupervised hierarchical representation of videos suited for downstream tasks requiring high levels of temporal abstraction, 2) Acquiring and representing prior knowledge about the unfolding of events, 3) Deploying prior knowledge at inference time in the tasks of temporal action localization, segmentation and anticipation.


The student will be working under the supervision of Dr. Mariella Dimiccoli and will be integrated into the working team of the PMLab and will collaborate with different professionals experts.

The FPI contract offers:
• 4-year full-time contract with a salary of ~19.500€ gross yearly on the first year and ~23.700€ gross from year 2 to 4.
• 7000€ funds for enrolment fees and international research stays abroad.

Requirements

Qualifications: Double degree in Mathematics and Informatics, or degree in Computer Science, Physics, Engineering or Mathematics plus master in AI, Applied Mathematics, Computer Vision or similar.
Other: Female candidates are strongly encouraged to apply

Contacts

Please, send your documentation before 30/09/2024 to:

Email: jobs (at) iri.upc.edu
Address: C/ Llorens i Artigas 4-6, 2a planta. 08028 Barcelona, Spain.
Fax: 93 401 57 50
Note: Please, remember to reference the offer (ID-131) and include the following documentation: CV, Academic transcripts