Datum / čas
Date(s) - 16.04.
17:00
Kategorie
Dear colleagues,
It is my pleasure to invite you to the next AICZECHIA seminar, which will be held online on Tuesday, 16.4. 2024 at 17:00. The speaker will be Lukáš Neumann, who will talk about his work on weakly-supervised learning. The title and abstract are below. The talk will be accessible to non-specialists, so it should be a great opportunity to learn about this area.
The talk will be held online (Zoom link below) and the planned format is a 30 min talk followed by a 30 min open discussion session. The talk is open to the public so please distribute the announcement to your teams.
Looking forward to seeing you online on 16.4. at 17:00.
Thank you.
Best,
Josef Sivic
……………………………………………
Zoom link: https://us02web.zoom.us/j/83993009879?pwd=TnJhakhHU2dESG81dUg3dTREdStvZz09
Speaker: Lukáš Neumann
Affiliation: Faculty of Electrical Engineering, Czech Technical University
Title: Weakly-supervised learning for autonomous driving
Abstract:
One of the limitations that currently hinders exploitation of computer vision methods in real-world scenarios is the scarcity of labelled training data, owing to the fact that human labelling is very time-consuming and therefore costly. On the other hand, vast amounts of data are readily available, because capturing and storing sensor data is relatively cheap; the data are just not annotated and therefore useless for traditional fully-supervised methods. In this talk, we will present several methods which do not require domain-specific human labels in their training, but instead they use off-the-shelf generic models and large quantities of unlabelled data to achieve accuracy comparable to methods using human labels.
Bio:
Lukáš obtained his PhD in artificial intelligence from the Faculty of Electrical Engineering at the Czech Technical University. He then continued working in the field as a member of the VGG group at the University of Oxford. After returning to FEE CTU, he is starting his own research group, thanks to a JUNIOR STAR grant. In his scientific career, he received several prestigious awards including the Czech Head (Ceska Hlava) award.
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