2020
DOI: 10.3390/s21010090
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Locating and Imaging through Scattering Medium in a Large Depth

Abstract: Scattering medium brings great difficulties to locate and reconstruct objects especially when the objects are distributed in different positions. In this paper, a novel physics and learning-heuristic method is presented to locate and image the object through a strong scattering medium. A novel physics-informed framework, named DINet, is constructed to predict the depth and the image of the hidden object from the captured speckle pattern. With the phase-space constraint and the efficient network structure, the … Show more

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Cited by 15 publications
(4 citation statements)
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“…The depth resolution of the proposed method was 1 cm. Since a simple U-net algorithm was used in our experiments, it may be possible to overcome this limitation by using a more complicated algorithm 15) to improve the depth resolution.…”
Section: Discussionmentioning
confidence: 99%
See 1 more Smart Citation
“…The depth resolution of the proposed method was 1 cm. Since a simple U-net algorithm was used in our experiments, it may be possible to overcome this limitation by using a more complicated algorithm 15) to improve the depth resolution.…”
Section: Discussionmentioning
confidence: 99%
“…Extended depth of field (DOF) can be achieved by acquiring speckle images in multiple depths for the static case. 15,16) When it comes to the tracking of continuously moving objects through a scattering medium over longer depth, the object cannot be reconstructed at some positions, or the reconstruction accuracy is not stable over a wide range. Therefore, the number of trained depths and the interval between trained depths are important factors to realize the dynamic tracking of targets in the deep learning method.…”
Section: Introductionmentioning
confidence: 99%
“…It should be mentioned that there are approaches where object information may be extracted from multiple scattered photons. [14][15][16] However, these techniques require precise knowledge of the scattering medium and are extremely impractical for extended bodies of scattering media (several meters and beyond). To increase the imaging range through scattering media without increasing the illumination power (thus maintaining eye-safety), technologies providing a higher SNR need to be incorporated.…”
Section: Introductionmentioning
confidence: 99%
“…Locating specific objects inside a thick highly scattering medium remains a long-standing challenge in the field of materials science, medicine, and engineering. , For industrial applications, this capability can help to identify specific objects for customs identification, drug analysis, and so on. In medicine, it is particularly useful for locating lesions, such as tumors or lymph nodes, after specific targeting with contrast agents.…”
Section: Introductionmentioning
confidence: 99%