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Physics constrained unsupervised deep learning for rapid, high resolution scanning coherent diffraction reconstruction - Scientific Reports

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$Physics constrained unsupervised deep learning for rapid, high resolution scanning coherent diffraction reconstruction - Scientific Reports$

By circumventing the resolution limitations of optics, coherent diffractive imaging (CDI) and ptychography are making their way into scientific fields ranging from X-ray imaging to astronomy. Yet, the need for time consuming iterative phase recovery hampers real-time imaging. While supervised deep learning strategies have increased reconstruction speed, they sacrifice image quality. Furthermore, these methods' demand for extensive labeled training data is experimentally burdensome.

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Physics constrained unsupervised deep learning for rapid, high resolution scanning coherent diffraction reconstruction - Scientific Reports

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Physics constrained unsupervised deep learning for rapid, high resolution scanning coherent diffraction reconstruction - Scientific Reports

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