Optical Technique, Volume. 49, Issue 1, 17(2023)
One step digital holographic phase reconstruction method based on improved DeepLabV3+
[1] [1] Marquet P, Depeursinge C, Magistretti P. Exploring cell dynamics with digital holographic microscopy[J]. Annual Review of Biomedical Engineering,2013,15(1):407-431.
[2] [2] Zhang G, Guan T, Shen Z, et al. Fast phase retrieval in off-axis digital holographic microscopy through deep learning[J]. Optics Express,2018,26(15):19388-19405.
[3] [3] Williams L, Nehmetallah G, Banerjee P. Digital tomographic compressive holographic reconstruction of three-dimensional objects in transmissive and reflective geometries[J]. Applied Optics,2013,52(8):1702-1710.
[6] [6] Ding H, Li F, Meng Z, et al. Auto-focusing and quantitative phase imaging using deep learning for the incoherent illumination microscopy system[J]. Optics Express,2021,29(17):26385-26403.
[7] [7] Wang H , Lyu M , Situ G. Eholonet: a learning-based end-to-end approach for in-line digital holographic reconstruction[J]. Optics Express,2018,26(18):22603-22614.
[8] [8] Wu Y, Rivenson Y, Zhang Y, et al. Extended depth-of-field in holographic imaging using deep-learning-sased autofocusing and phase recovery[J]. Optica,2018,5(6):704-710.
[9] [9] Di J, Wu J, Wang K, et al. Quantitative phase imaging using deep learning-based holographic microscope[J]. Frontiers in Physics,2021,9(1):651313.
[10] [10] Chen L, Papandreou G, Kokkinos I, et al. Deeplab:semantic image segmentation with deep convolutional nets, atrous convolution, and fully connected crfs[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence,2018,40(4):834-848.
[11] [11] Huu P, Thu H, Minh Q . Proposing a recognition system of gestures using mobilenetv2 combining single shot detector network for smart-home applications[J]. Journal of Electrical and Computer Engineering,2021,2021(3):1-18.
[12] [12] Liu M, Fu B, Xie S, et al. Comparison of multi-source satellite images for classifying marsh vegetation using deeplabv3 plus deep learning algorithm[J]. Ecological Indicators,2021,125(11):107562-107582.
[13] [13] Yang L, Xia J, Chang C, et al. Nonlinear dynamic phase response calibration by digital holographic microscopy[J]. Applied Optics,2015,54(25):7799-7806.
[14] [14] Qin Z, Shan Y. Generation of handwritten numbers using generative adversarial networks[J]. Journal of Physics: Conference Series,2021,1827(1):012070.
[15] [15] He A, Quan C. Wavefront correction for spatial nonuniformity of the liquid crystal on silicon based spatial light modulator[J]. Optics and Lasers in Engineering,2019,121(10):377-388.
[17] [17] Zuo C, Chen Q, Qu W, et al. Phase aberration compensation in digital holographic microscopy based on principal component analysis[J]. Optics Letters,2013,38(10):1724-1726.
[20] [20] Rajakumaran S, Sasikala J. Improvement in tongue color image analysis for disease identification using deep learning based depthwise separable convolution model[J]. Indian Journal of Computer Science and Engineering,2021,12(1):21-34.
[21] [21] Liu X, Zhang Y, Jing H, et al. Ore image segmentation method using u-net and res_unet convolutional networks[J]. Rsc Advances,2020,10(16):9396-9406.
Get Citation
Copy Citation Text
CHEN Jianming, JIANG Xianan, ZHANG Cunyuan, WANG Xue, WANG Huaying. One step digital holographic phase reconstruction method based on improved DeepLabV3+[J]. Optical Technique, 2023, 49(1): 17