Sub-Millisecond Phase Retrieval for Phase-Diversity Wavefront Sensor
We propose a convolutional neural network (CNN) based method, namely phase diversity convolutional neural network (PD-CNN) for the speed acceleration of phase-diversity wavefront sensing. The PD-CNN has achieved a state-of-the-art result, with the inference speed about <inline-formula><math...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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MDPI AG
2020-08-01
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| Series: | Sensors |
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| Online Access: | https://www.mdpi.com/1424-8220/20/17/4877 |
| _version_ | 1797555238011404288 |
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| author | Yu Wu Youming Guo Hua Bao Changhui Rao |
| author_facet | Yu Wu Youming Guo Hua Bao Changhui Rao |
| author_sort | Yu Wu |
| collection | DOAJ |
| description | We propose a convolutional neural network (CNN) based method, namely phase diversity convolutional neural network (PD-CNN) for the speed acceleration of phase-diversity wavefront sensing. The PD-CNN has achieved a state-of-the-art result, with the inference speed about <inline-formula><math display="inline"><semantics><mrow><mn>0.5</mn></mrow></semantics></math></inline-formula> ms, while fusing the information of the focal and defocused intensity images. When compared to the traditional phase diversity (PD) algorithms, the PD-CNN is a light-weight model without complicated iterative transformation and optimization process. Experiments have been done to demonstrate the accuracy and speed of the proposed approach. |
| first_indexed | 2024-03-10T16:44:35Z |
| format | Article |
| id | doaj.art-1bad55281d5346118f54b7a4216e913f |
| institution | Directory Open Access Journal |
| issn | 1424-8220 |
| language | English |
| last_indexed | 2024-03-10T16:44:35Z |
| publishDate | 2020-08-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Sensors |
| spelling | doaj.art-1bad55281d5346118f54b7a4216e913f2023-11-20T11:43:11ZengMDPI AGSensors1424-82202020-08-012017487710.3390/s20174877Sub-Millisecond Phase Retrieval for Phase-Diversity Wavefront SensorYu Wu0Youming Guo1Hua Bao2Changhui Rao3The Key Laboratory on Adaptive Optics, Chinese Academy of Sciences, Chengdu 610209, ChinaThe Key Laboratory on Adaptive Optics, Chinese Academy of Sciences, Chengdu 610209, ChinaThe Key Laboratory on Adaptive Optics, Chinese Academy of Sciences, Chengdu 610209, ChinaThe Key Laboratory on Adaptive Optics, Chinese Academy of Sciences, Chengdu 610209, ChinaWe propose a convolutional neural network (CNN) based method, namely phase diversity convolutional neural network (PD-CNN) for the speed acceleration of phase-diversity wavefront sensing. The PD-CNN has achieved a state-of-the-art result, with the inference speed about <inline-formula><math display="inline"><semantics><mrow><mn>0.5</mn></mrow></semantics></math></inline-formula> ms, while fusing the information of the focal and defocused intensity images. When compared to the traditional phase diversity (PD) algorithms, the PD-CNN is a light-weight model without complicated iterative transformation and optimization process. Experiments have been done to demonstrate the accuracy and speed of the proposed approach.https://www.mdpi.com/1424-8220/20/17/4877phase diversityconvolutional nerual networkreal time |
| spellingShingle | Yu Wu Youming Guo Hua Bao Changhui Rao Sub-Millisecond Phase Retrieval for Phase-Diversity Wavefront Sensor Sensors phase diversity convolutional nerual network real time |
| title | Sub-Millisecond Phase Retrieval for Phase-Diversity Wavefront Sensor |
| title_full | Sub-Millisecond Phase Retrieval for Phase-Diversity Wavefront Sensor |
| title_fullStr | Sub-Millisecond Phase Retrieval for Phase-Diversity Wavefront Sensor |
| title_full_unstemmed | Sub-Millisecond Phase Retrieval for Phase-Diversity Wavefront Sensor |
| title_short | Sub-Millisecond Phase Retrieval for Phase-Diversity Wavefront Sensor |
| title_sort | sub millisecond phase retrieval for phase diversity wavefront sensor |
| topic | phase diversity convolutional nerual network real time |
| url | https://www.mdpi.com/1424-8220/20/17/4877 |
| work_keys_str_mv | AT yuwu submillisecondphaseretrievalforphasediversitywavefrontsensor AT youmingguo submillisecondphaseretrievalforphasediversitywavefrontsensor AT huabao submillisecondphaseretrievalforphasediversitywavefrontsensor AT changhuirao submillisecondphaseretrievalforphasediversitywavefrontsensor |