Joint Optical Design for Computer Vision Tasks: Challenges and Solutions

Geoffroi Côté, Simon Thibault, Jean François Lalonde, Felix Heide

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

This paper delves into the substantial challenges faced in end-to-end computer vision applications where optical systems are jointly optimized alongside downstream data-driven models, and explores available solutions.

Original languageAmerican English
Title of host publicationInternational Optical Design Conference 2023
EditorsDavid M. Aikens, Henning Rehn, Simon Thibault, Kristina Uhlendorf
PublisherSPIE
ISBN (Electronic)9781510668508
DOIs
StatePublished - 2023
EventInternational Optical Design Conference 2023 - Quebec City, Canada
Duration: Jun 4 2023Jun 8 2023

Publication series

NameProceedings of SPIE - The International Society for Optical Engineering
Volume12798

Conference

ConferenceInternational Optical Design Conference 2023
Country/TerritoryCanada
CityQuebec City
Period6/4/236/8/23

ASJC Scopus subject areas

  • Electronic, Optical and Magnetic Materials
  • Condensed Matter Physics
  • Computer Science Applications
  • Applied Mathematics
  • Electrical and Electronic Engineering

Keywords

  • computer vision
  • deep learning
  • end-to-end optimization
  • optical design

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