arXiv Open Access 2020

Classification of optics-free images with deep neural networks

Soren Nelson Rajesh Menon

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Abstrak

The thinnest possible camera is achieved by removing all optics, leaving only the image sensor. We train deep neural networks to perform multi-class detection and binary classification (with accuracy of 92%) on optics-free images without the need for anthropocentric image reconstructions. Inferencing from optics-free images has the potential for enhanced privacy and power efficiency.

Topik & Kata Kunci

eess.IV cs.CV physics.optics

Penulis (2)

Soren Nelson

Rajesh Menon

Format Sitasi

APA MLA BibTeX

Nelson, S., Menon, R. (2020). Classification of optics-free images with deep neural networks. https://arxiv.org/abs/2011.05132

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Informasi Jurnal

Tahun Terbit: 2020
Bahasa: en
Sumber Database: arXiv
Akses: Open Access ✓