A proof-of-principle experiment was carried out to demonstrate that under a photon- limited detection condition, an imaging-free image-based object classification could be realized via simple machine-learning algorithm with simulated training data.

© 2020 The Author(s)

PDF Article
More Like This
Fourier-plane Vortex Laser Holography for Robust, Small-brain Machine Learning and Image Classification

Baurzhan Mumimov and Luat T. Vuong
AM3K.3 CLEO: Applications and Technology (CLEO_AT) 2020

Breaking the Fabrication Determined Resolution Limit of Photonic Crystal Wavemeter by Machine Learning

Jocelyn Hofs, Takumasa Kodama, Shengji Jin, and Takasumi Tanabe
SF1J.4 CLEO: Science and Innovations (CLEO_SI) 2020

Optical Machine Learning with Single-pixel Imaging

Shuming Jiao, Jun Feng, Yang Gao, Ting Lei, Zhenwei Xie, and Xiaocong Yuan
JW2A.43 3D Image Acquisition and Display: Technology, Perception and Applications (3D) 2020


You do not have subscription access to this journal. Citation lists with outbound citation links are available to subscribers only. You may subscribe either as an Optica member, or as an authorized user of your institution.

Contact your librarian or system administrator
Login to access Optica Member Subscription