Sparse Single Photon Reconstruction through Masked Autoencoder

Luke McEvoy, Daniel Tafone, Yong Meng Sua, Yu Ping Huang

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

3 Scopus citations

Abstract

Leveraging masked autoencoders, we achieve 4 times classification accuracy than that of Vision Transformers, and 2 times better classification accuracy than Convolutional Neural Networks on 50% masked LiDAR images acquired with sparse photon detections.

Original languageEnglish
Title of host publicationFrontiers in Optics
Subtitle of host publicationProceedings Frontiers in Optics + Laser Science 2023, FiO, LS 2023
ISBN (Electronic)9781957171296
DOIs
StatePublished - 2023
EventFrontiers in Optics + Laser Science 2023, FiO, LS 203: Part of Frontiers in Optics + Laser Science 2023 - Tacoma, United States
Duration: 9 Oct 202312 Oct 2023

Publication series

NameFrontiers in Optics: Proceedings Frontiers in Optics + Laser Science 2023, FiO, LS 2023

Conference

ConferenceFrontiers in Optics + Laser Science 2023, FiO, LS 203: Part of Frontiers in Optics + Laser Science 2023
Country/TerritoryUnited States
CityTacoma
Period9/10/2312/10/23

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