Laser & Optoelectronics Progress, Volume. 61, Issue 8, 0811008(2024)
Reconstruction-Free Object Recognition Scheme in Lensless Imaging Systems
[1] Zuo C, Chen Q. Computational optical imaging: an overview[J]. Infrared and Laser Engineering, 51, 20220110(2022).
[2] Ji Y N, Li H F, Liu X. Image segmentation learning method for large field single lens computational imaging system[J]. Opto-Electronic Engineering, 49, 210371(2022).
[3] Shao X P, Liu F, Li W et al. The latest development of computational imaging technology and its application[J]. Laser & Optoelectronics Progress, 57, 020001(2020).
[4] Shi W X, Huang Z, Huang H H et al. LOEN: lensless opto-electronic neural network empowered machine vision[J]. Light: Science & Applications, 11, 1-12(2022).
[5] Zhang Y E, Wu Z Y, Lin P Y et al. Text detection and recognition based on a lensless imaging system[J]. Applied Optics, 61, 4177-4186(2022).
[6] Pan X X, Chen X, Nakamura T et al. Incoherent reconstruction-free object recognition with mask-based lensless optics and the Transformer[J]. Optics Express, 29, 37962-37978(2021).
[8] Parkhi O M, Vedaldi A, Zisserman A et al. Cats and dogs[C], 3498-3505(2012).
[9] Zhang Y E, Wu Z Y, Lin P Y et al. Hand gestures recognition in videos taken with a lensless camera[J]. Optics Express, 30, 39520-39533(2022).
[10] Pan X X, Nakamura T, Chen X et al. Lensless inference camera: incoherent object recognition through a thin mask with LBP map generation[J]. Optics Express, 29, 9758-9771(2021).
[11] Mengu D, Luo Y, Rivenson Y et al. Analysis of diffractive optical neural networks and their integration with electronic neural networks[J]. IEEE Journal of Selected Topics in Quantum Electronics, 26, 3700114(2020).
[13] Zhang H, Cao L C, Jin G F et al. Progress on lensless digital holography imaging based on compressive holographic algorithm[J]. Laser & Optoelectronics Progress, 57, 080001(2020).
[14] He K M, Zhang X Y, Ren S Q et al. Deep residual learning for image recognition[C], 770-778(2016).
[15] Liu Z, Lin Y T, Cao Y et al. Swin transformer: hierarchical vision transformer using shifted windows[C], 9992-10002(2022).
[16] Boyd S, Parikh N, Chu E et al[M]. Distributed optimization and statistical learning via the alternating direction method of multipliers(2010).
[17] Ronneberger O, Fischer P, Brox T, Navab N, Hornegger J, Wells W M et al. U-Net: convolutional networks for biomedical image segmentation[M]. Medical image computing and computer-assisted intervention-MICCAI 2015, 9351, 234-241(2015).
[18] Yang Y, Sun J, Li H B et al. ADMM-CSNet: a deep learning approach for image compressive sensing[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 42, 521-538(2020).
[19] Antipa N, Kuo G, Heckel R et al. DiffuserCam: lensless single-exposure 3D imaging[J]. Optica, 5, 1-9(2018).
[20] Pan X X, Chen X, Takeyama S et al. Image reconstruction with transformer for mask-based lensless imaging[J]. Optics Letters, 47, 1843-1846(2022).
[21] Monakhova K, Yurtsever J, Kuo G et al. Learned reconstructions for practical mask-based lensless imaging[J]. Optics Express, 27, 28075-28090(2019).
[22] Wang J T, Wang Y H, Wu J Z. Design of lensless polarization imaging system based on scattering elements[J]. Laser & Optoelectronics Progress, 57, 257-262(2020).
Get Citation
Copy Citation Text
Kaiyu Chen, Ying Li, Zhengdai Li, Youming Guo. Reconstruction-Free Object Recognition Scheme in Lensless Imaging Systems[J]. Laser & Optoelectronics Progress, 2024, 61(8): 0811008
Category: Imaging Systems
Received: Mar. 1, 2023
Accepted: Apr. 12, 2023
Published Online: Apr. 16, 2024
The Author Email: Guo Youming (guoyouming@ioe.ac.cn)