Target-independent dynamic wavefront sensing method based on distorted grating and deep learning Article Swipe
Xinlan Ge
,
Licheng Zhu
,
Zeyu Gao
,
Ning Wang
,
Wang Zhao
,
Hongwei Ye
,
Shuai Wang
,
Ping Yang
·
YOU?
·
· 2023
· Open Access
·
· DOI: https://doi.org/10.3788/col202321.060101
YOU?
·
· 2023
· Open Access
·
· DOI: https://doi.org/10.3788/col202321.060101
A real-time wavefront sensing method for arbitrary targets is proposed, which provides an effective way for diversified wavefront sensing application scenarios. By using a distorted grating, the positive and negative defocus images are simultaneously acquired on a single detector. A fine feature, which is independent of the target itself but corresponding to the wavefront aberration, is defined. A lightweight and efficient network combined with an attention mechanism (AM-EffNet) is proposed to establish an accurate mapping between the features and the incident wavefronts. Comparison results show that the proposed method has superior performance compared to other methods and can achieve high-accuracy wavefront sensing in varied target scenes only by using the point target dataset to train the network well.
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- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.3788/col202321.060101
- https://www.researching.cn/ArticlePdf/m00005/2023/21/6/060101.pdf
- OA Status
- bronze
- Cited By
- 10
- References
- 21
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4380837650
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
-
https://openalex.org/W4380837650Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.3788/col202321.060101Digital Object Identifier
- Title
-
Target-independent dynamic wavefront sensing method based on distorted grating and deep learningWork title
- Type
-
articleOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2023Year of publication
- Publication date
-
2023-01-01Full publication date if available
- Authors
-
Xinlan Ge, Licheng Zhu, Zeyu Gao, Ning Wang, Wang Zhao, Hongwei Ye, Shuai Wang, Ping YangList of authors in order
- Landing page
-
https://doi.org/10.3788/col202321.060101Publisher landing page
- PDF URL
-
https://www.researching.cn/ArticlePdf/m00005/2023/21/6/060101.pdfDirect link to full text PDF
- Open access
-
YesWhether a free full text is available
- OA status
-
bronzeOpen access status per OpenAlex
- OA URL
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https://www.researching.cn/ArticlePdf/m00005/2023/21/6/060101.pdfDirect OA link when available
- Concepts
-
Wavefront, Wavefront sensor, Computer science, Optics, Grating, Deformable mirror, Adaptive optics, Artificial intelligence, Feature (linguistics), Computer vision, Detector, Physics, Philosophy, LinguisticsTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
10Total citation count in OpenAlex
- Citations by year (recent)
-
2025: 5, 2024: 4, 2023: 1Per-year citation counts (last 5 years)
- References (count)
-
21Number of works referenced by this work
- Related works (count)
-
10Other works algorithmically related by OpenAlex
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