Mon
15
Jul
Seminars and Conferences
3D awareness is good for your computer vision tasks
A new Ellis Turin Talk will be held on 15 July 2024, titled "3D awareness is good for your computer vision tasks" with speaker Hakan Bilen.
Abstract
I will be mostly talking about three pieces of our works that inject 3D knowledge to 2D vision representations. The first one will focus on improving 2D representations for semantic correspondence matching by incorporating a coarse geometry information to them. The second part will focus on introducing 3D awareness to joint learning of multiple dense computer vision tasks including depth estimation, semantic segmentation and surface normal estimation. The last part of the talk will introduce a novel anomaly detection problem and solution that detects anomalies by comparing object instances in images to their corresponding 3D reference shapes.
Speaker: Hakan Bilen.
Biography
Hakan Bilen is a reader (associate professor) in the School of Informatics at the University of Edinburgh and has been leading the Visual Computing research group since 2017. He completed his PhD in the VISICS group of KU Leuven and worked as a post-doc in the Visual Geometry Group at the University of Oxford. His core expertise is in computer vision and machine learning with a focus on weakly supervised learning, multi-task learning, and data-efficient learning techniques.
The event will be in Vandal Lab of Covivio and online on Zoom platform.
Abstract
I will be mostly talking about three pieces of our works that inject 3D knowledge to 2D vision representations. The first one will focus on improving 2D representations for semantic correspondence matching by incorporating a coarse geometry information to them. The second part will focus on introducing 3D awareness to joint learning of multiple dense computer vision tasks including depth estimation, semantic segmentation and surface normal estimation. The last part of the talk will introduce a novel anomaly detection problem and solution that detects anomalies by comparing object instances in images to their corresponding 3D reference shapes.
Speaker: Hakan Bilen.
Biography
Hakan Bilen is a reader (associate professor) in the School of Informatics at the University of Edinburgh and has been leading the Visual Computing research group since 2017. He completed his PhD in the VISICS group of KU Leuven and worked as a post-doc in the Visual Geometry Group at the University of Oxford. His core expertise is in computer vision and machine learning with a focus on weakly supervised learning, multi-task learning, and data-efficient learning techniques.
The event will be in Vandal Lab of Covivio and online on Zoom platform.
15 July 2024 at 4,00 pm
Vandal Lab - Covivio - Corso Ferrucci 112, Torino - online on Zoom platform
Flyer
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