Exploring Computer Vision with ETH Zurich CVL Senior Researcher

How can foundational algebraic and geometric ideas enhance modern neural network models for better 3D data acquisition? In this talk, Dr. Suryansh Kumar from Computer Vision Lab at ETH Zurich will describe how to achieve that by the mindful use of foundational research in this field.

May 3, 2022, 4:00 – 5:00 PM

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Key Themes

Machine Learning

About this event

In this event, we are pleased to host Dr. Suryansh Kumar a senior researcher from Computer Vision Lab at ETH Zurich who will present Foundational Geometric Vision and its Role in Modern 3D Data-Acquisition Methods.

Abstract

In the coming decade, dense, detailed, and precise 3D data acquisition of objects or scenes is sure to become one of the most important problems in computer vision and industrial machine vision. Moreover, it can be helpful for a wide range of other cutting-edge scientific disciplines such as metrology, geometry processing, forensics, etc. Unfortunately, at present, we don't have a general-purpose vision algorithm or framework for dense 3D data acquisition to meet the required precision. In this talk, I will present a few of our recent ideas and algorithms, showing how a mindful use of existing classical geometric ideas can help us get closer to the goal of high-fidelity 3D data acquisition from images or available depth-sensing modalities. Furthermore, the talk will briefly discuss the dense 3D data acquisition methods using an online robot system and its current challenges. To conclude, this talk will pivot around the blueprint of classical geometric vision ideas and how to use it to effectively exploit the strength of deep neural networks for more trustworthy 3D data acquisition.

Speaker

  • Suryansh Kumar

    CVL @ ETH

    Senior Researcher

Facilitator

  • Francesco Sarno

    CVLab @ EPFL

    Computer Vision Research Engineer

Organizers

  • Sarper Melik Ertekin

    ETH Zurich

    GDSC Lead

  • Arthur Serres

    ETH Zürich

    GDSC Lead

  • Bahar Açılan

    ETH Zürich

    GDSC Lead

  • August Bøgh Rønberg

    Core Team Member

  • Simon Sure

    ETH Zürich

    Core Team Member

  • Annina Oswald

    ETH Zurich

    Core Team Member

  • Marcel Pokorski

    ETH Zurich

    Core Team Member

  • Nicola Stella

    Core Team Member

  • JB Conan

    Core Team Member

  • Elina Teplygina

    Core Team Member

  • Léon Noirclerc

    ETH

    Core Team Member

  • Anirudhh RAMESH

    Core Team Member

  • Anna Stawiska

    Core Team Member

  • Athena Schumacher

    Core Team Member

  • Hugo Fabrègues

    Core Team Member

  • Eric Nerger

    ETH Zürich

    Core Team Member

  • Gaukhar Yesmurzayeva

    Core Team Member

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