Deep learning in optics—a tutorial Article Swipe
Barak Hadad
,
Sahar Froim
,
Erez Yosef
,
Raja Giryes
,
Alon Bahabad
·
YOU?
·
· 2023
· Open Access
·
· DOI: https://doi.org/10.1088/2040-8986/ad08dc
YOU?
·
· 2023
· Open Access
·
· DOI: https://doi.org/10.1088/2040-8986/ad08dc
In recent years, machine learning and deep neural networks applications have experienced a remarkable surge in the field of physics, with optics being no exception. This tutorial aims to offer a fundamental introduction to the utilization of deep learning in optics, catering specifically to newcomers. Within this tutorial, we cover essential concepts, survey the field, and provide guidelines for the creation and deployment of artificial neural network architectures tailored to optical problems.
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Metadata
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- Language
- en
- Landing Page
- https://doi.org/10.1088/2040-8986/ad08dc
- OA Status
- hybrid
- Cited By
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- OpenAlex ID
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All OpenAlex metadata
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https://openalex.org/W4388210361Canonical identifier for this work in OpenAlex
- DOI
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https://doi.org/10.1088/2040-8986/ad08dcDigital Object Identifier
- Title
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Deep learning in optics—a tutorialWork title
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articleOpenAlex work type
- Language
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enPrimary language
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2023Year of publication
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2023-11-02Full publication date if available
- Authors
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Barak Hadad, Sahar Froim, Erez Yosef, Raja Giryes, Alon BahabadList of authors in order
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https://doi.org/10.1088/2040-8986/ad08dcPublisher landing page
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YesWhether a free full text is available
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hybridOpen access status per OpenAlex
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https://doi.org/10.1088/2040-8986/ad08dcDirect OA link when available
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Computer science, Artificial neural network, Software deployment, Deep learning, Field (mathematics), Cover (algebra), Artificial intelligence, Optics, Physics, Engineering, Software engineering, Mechanical engineering, Pure mathematics, MathematicsTop concepts (fields/topics) attached by OpenAlex
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8Total citation count in OpenAlex
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2025: 3, 2024: 5Per-year citation counts (last 5 years)
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295Number of works referenced by this work
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10Other works algorithmically related by OpenAlex
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| referenced_works_count | 295 |
| abstract_inverted_index.a | 13, 31 |
| abstract_inverted_index.In | 1 |
| abstract_inverted_index.in | 16, 40 |
| abstract_inverted_index.no | 24 |
| abstract_inverted_index.of | 19, 37, 64 |
| abstract_inverted_index.to | 29, 34, 44, 70 |
| abstract_inverted_index.we | 49 |
| abstract_inverted_index.and | 6, 56, 62 |
| abstract_inverted_index.for | 59 |
| abstract_inverted_index.the | 17, 35, 54, 60 |
| abstract_inverted_index.This | 26 |
| abstract_inverted_index.aims | 28 |
| abstract_inverted_index.deep | 7, 38 |
| abstract_inverted_index.have | 11 |
| abstract_inverted_index.this | 47 |
| abstract_inverted_index.with | 21 |
| abstract_inverted_index.being | 23 |
| abstract_inverted_index.cover | 50 |
| abstract_inverted_index.field | 18 |
| abstract_inverted_index.offer | 30 |
| abstract_inverted_index.surge | 15 |
| abstract_inverted_index.Within | 46 |
| abstract_inverted_index.field, | 55 |
| abstract_inverted_index.neural | 8, 66 |
| abstract_inverted_index.optics | 22 |
| abstract_inverted_index.recent | 2 |
| abstract_inverted_index.survey | 53 |
| abstract_inverted_index.years, | 3 |
| abstract_inverted_index.machine | 4 |
| abstract_inverted_index.network | 67 |
| abstract_inverted_index.optical | 71 |
| abstract_inverted_index.optics, | 41 |
| abstract_inverted_index.provide | 57 |
| abstract_inverted_index.Abstract | 0 |
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| abstract_inverted_index.creation | 61 |
| abstract_inverted_index.learning | 5, 39 |
| abstract_inverted_index.networks | 9 |
| abstract_inverted_index.physics, | 20 |
| abstract_inverted_index.tailored | 69 |
| abstract_inverted_index.tutorial | 27 |
| abstract_inverted_index.concepts, | 52 |
| abstract_inverted_index.essential | 51 |
| abstract_inverted_index.problems. | 72 |
| abstract_inverted_index.tutorial, | 48 |
| abstract_inverted_index.artificial | 65 |
| abstract_inverted_index.deployment | 63 |
| abstract_inverted_index.exception. | 25 |
| abstract_inverted_index.guidelines | 58 |
| abstract_inverted_index.newcomers. | 45 |
| abstract_inverted_index.remarkable | 14 |
| abstract_inverted_index.experienced | 12 |
| abstract_inverted_index.fundamental | 32 |
| abstract_inverted_index.utilization | 36 |
| abstract_inverted_index.applications | 10 |
| abstract_inverted_index.introduction | 33 |
| abstract_inverted_index.specifically | 43 |
| abstract_inverted_index.architectures | 68 |
| cited_by_percentile_year.max | 98 |
| cited_by_percentile_year.min | 97 |
| corresponding_author_ids | https://openalex.org/A5064932063 |
| countries_distinct_count | 1 |
| institutions_distinct_count | 5 |
| corresponding_institution_ids | https://openalex.org/I16391192 |
| citation_normalized_percentile.value | 0.80164673 |
| citation_normalized_percentile.is_in_top_1_percent | False |
| citation_normalized_percentile.is_in_top_10_percent | False |