Expand this Topic clickable element to expand a topic
Skip to content
Optica Publishing Group

Color polarization demosaicking by a convolutional neural network

Abstract

To address color polarization demosaicking problems in polarization imaging with a color polarization camera, we propose a color polarization demosaicking convolutional neural network (CPDCNN), which has a two-branch structure to ensure the fidelity of polarization signatures and enhance image resolution. To train the network, we built a unique dual-camera system and captured a pairwise color polarization image dataset. Experimental results show that CPDCNN outperformances other methods by a large margin in contrast and resolution.

© 2021 Optical Society of America

Full Article  |  PDF Article
More Like This
Enhanced polarization demosaicking network via a precise angle of polarization loss calculation method

Xiangbo Liu, Xiaobo Li, and Shih-Chi Chen
Opt. Lett. 47(5) 1065-1068 (2022)

Convolutional demosaicing network for joint chromatic and polarimetric imagery

Sijia Wen, Yinqiang Zheng, Feng Lu, and Qinping Zhao
Opt. Lett. 44(22) 5646-5649 (2019)

Learning a convolutional demosaicing network for microgrid polarimeter imagery

Junchao Zhang, Jianbo Shao, Haibo Luo, Xiangyue Zhang, Bin Hui, Zheng Chang, and Rongguang Liang
Opt. Lett. 43(18) 4534-4537 (2018)

Data Availability

Data underlying the results presented in this Letter are available from [17].

17. https://wp.optics.arizona.edu/ualiangaol/publications/experimental-data/.

Cited By

You do not have subscription access to this journal. Cited by 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
or
Login to access Optica Member Subscription

Figures (6)

You do not have subscription access to this journal. Figure files 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
or
Login to access Optica Member Subscription

Tables (1)

You do not have subscription access to this journal. Article tables 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
or
Login to access Optica Member Subscription

Equations (5)

You do not have subscription access to this journal. Equations 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
or
Login to access Optica Member Subscription

Select as filters


Select Topics Cancel
© Copyright 2024 | Optica Publishing Group. All rights reserved, including rights for text and data mining and training of artificial technologies or similar technologies.