Joint Optical Design for Computer Vision Tasks: Challenges and Solutions

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

doi:10.1117/12.2691993

Joint Optical Design for Computer Vision Tasks: Challenges and Solutions

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

Research output: Contribution to conference › Paper › peer-review

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 language	English (US)
DOIs	https://doi.org/10.1117/12.2691993
State	Published - 2023
Event	2023 International Optical Design Conference, IODC 2023 - Quebec City, Canada Duration: Jun 4 2023 → Jun 8 2023

Conference

Conference	2023 International Optical Design Conference, IODC 2023
Country/Territory	Canada
City	Quebec City
Period	6/4/23 → 6/8/23

All Science Journal Classification (ASJC) codes

Instrumentation
Atomic and Molecular Physics, and Optics
Radiology Nuclear Medicine and imaging

Keywords

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

Access to Document

10.1117/12.2691993

Cite this

@conference{f0a554807c5b42a1a3175dfa9fd6a984,

title = "Joint Optical Design for Computer Vision Tasks: Challenges and Solutions",

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.",

keywords = "computer vision, deep learning, end-to-end optimization, optical design",

author = "Geoffroi C{\^o}t{\'e} and Simon Thibault and Lalonde, {Jean Fran{\c c}ois} and Felix Heide",

note = "Publisher Copyright: {\textcopyright} 2023 SPIE.; 2023 International Optical Design Conference, IODC 2023 ; Conference date: 04-06-2023 Through 08-06-2023",

year = "2023",

doi = "10.1117/12.2691993",

language = "English (US)",

}

TY - CONF

T1 - Joint Optical Design for Computer Vision Tasks

T2 - 2023 International Optical Design Conference, IODC 2023

AU - Côté, Geoffroi

AU - Thibault, Simon

AU - Lalonde, Jean François

AU - Heide, Felix

PY - 2023

Y1 - 2023

N2 - 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.

AB - 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.

KW - computer vision

KW - deep learning

KW - end-to-end optimization

KW - optical design

UR - http://www.scopus.com/inward/record.url?scp=85214890632&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=85214890632&partnerID=8YFLogxK

U2 - 10.1117/12.2691993

DO - 10.1117/12.2691993

M3 - Paper

AN - SCOPUS:85214890632

Y2 - 4 June 2023 through 8 June 2023

ER -

Joint Optical Design for Computer Vision Tasks: Challenges and Solutions

Abstract

Conference

All Science Journal Classification (ASJC) codes

Keywords

Access to Document

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