Am 2. Oktober, von 10:15 Uhr bis 11:45 Uhr, wird Prof. Dr. Michael Möller, Professor für Computer Vision an der Universität Siegen einen Research Talk (in englischer Sprache) halten.
Der Research Talk widmet sich dem Thema „Off the Grid - Neural Representations and Neural Operators for Image Processing“.
Abstract:
While images are classically represented on a regular grid of pixels, recent research has become increasingly interested in neural representations, i.e., the representation of scenes via parameterized continuous functions similar to neural networks. In this talk I will discuss particular aspects of such representations: I will show how neural representations of segmentation masks allow enforcing constraints that are difficult to enforce in a classical pixel-wise segmentation, and illustrate how suitable neural representations of a video allow decomposing scenes in such a way that individual objects can be edited easily. Finally, I will discuss that the perspective of viewing images as functions leads to common image-to-image networks becoming neural operators, and illustrate different architectures for such neural operators at the example of improving the reconstruction of linear inverse problems.
Die Veranstaltung ist kostenfrei. Interessierte sind herzlich eingeladen, teilzunehmen!