Teacher-student learning of generative adversarial network-guided diffractive neural networks for visual tracking and imaging DOI Creative Commons
Hang Su,

Yanping He,

Baoli Li

и другие.

Advanced Photonics Nexus, Год журнала: 2024, Номер 3(06)

Опубликована: Ноя. 8, 2024

Efficiently tracking and imaging interested moving targets is crucial across various applications, from autonomous systems to surveillance. However, persistent challenges remain in fields, including environmental intricacies, limitations perceptual technologies, privacy considerations. We present a teacher-student learning model, the generative adversarial network (GAN)-guided diffractive neural (DNN), which performs visual of target. The GAN, as teacher empowers efficient acquisition skill differentiate specific target interest domains imaging. DNN-based student model learns master GAN. process obtaining GAN-guided DNN starts with capturing objects effectively using an event camera high temporal resolution low latency. Then, power GAN utilized generate data position-tracking capability for target, subsequently serving labels training DNN. image during while retaining target's positional information. Our experimental demonstration highlights efficacy expect can significantly enhance

Язык: Английский

Engineered 3D Vortex Array with Customized Energy and Topological Charges for Multi‐View Display DOI

Weijia Meng,

Dapu Pi, Baoli Li

и другие.

Laser & Photonics Review, Год журнала: 2024, Номер 18(10)

Опубликована: Май 17, 2024

Abstract Arrays of multiple vortex beams enhance parallel processing capabilities from particle manipulation to information communication. However, the spatial position, topological charge, and energy parameters within array have yet be precisely controlled, posing significant challenges realization multi‐view 3D Orbital Angular Momentum (OAM) display using arrays as carriers. To address this issue, a method for generating based on phase‐only hologram, customizing by OAM spectrum each beam loss function is developed. Experimental results indicate that 2D generates 100 in frequency domain, while Fresnel zone produces 252 across 7 planes, with 36 unprecedentedly controllable charge beams. Subsequently, images 4 views decoded through coordinate transformation achieve are encoded. The demonstrate imaging quality Mean Peak Signal‐to‐Noise Ratio (MPSNR) 12.7, 13.0, 13.4, 12.2 dB views, respectively, offering promising opportunities applications optical manipulation, high‐capacity communication, holography.

Язык: Английский

Процитировано

2

Holographic multiplexing recording with orthogonal polarized array DOI Creative Commons

Xianmiao Xu,

Shujun Zheng,

Shenghui Ke

и другие.

Optics Express, Год журнала: 2024, Номер 32(21), С. 36405 - 36405

Опубликована: Сен. 16, 2024

This study combines tensor polarization holography theory and multichannel recording techniques proposes a novel encoding method, the orthogonal polarized array (OPA). method can efficiently independently reconstruct holograms using accurate OPA waves in reference-based multiplexing technique when reference reading process have same state as those process. The novelty is that dimensions of reach any number without limitations. Based on theoretical analyses hologram superposition characteristics material characteristics, holographic memory with an linearly configuration was designed. experimental results were verified, demonstrating independent reconstruction three five under different combinations. In addition to high-density optical data storage, this provides new paradigm for high-capacity displays information encryption applications.

Язык: Английский

Процитировано

2

Orthogonality of polarization superposition based on polarization holography DOI

Xianmiao Xu,

Shujun Zheng,

Shenghui Ke

и другие.

Optics Letters, Год журнала: 2024, Номер 49(20), С. 5815 - 5815

Опубликована: Сен. 25, 2024

We propose a polarization superposition orthogonal theory based on tensor holography. Based this theory, the holographic multiplexing capability can be improved measurably. The orthogonality of waves is characterized by null reconstruction in holography, achieved through multiple basic reference waves. This paper analyzes linear wave and circular using holography theory. Using polarized technique, we experimentally verify superposition. Our experimental results align with theoretical analysis, indicating potential applications encoding decoding thereby diversifying optical encryption technology Additionally, demonstrate that holds significant promise for control technology.

Язык: Английский

Процитировано

2

Bifocal lenses with adjustable intensities enabled by bilayer liquid crystal structures DOI
Yingjie Zhou,

Xianglin Ye,

Zhu Li

и другие.

Optics Letters, Год журнала: 2024, Номер 49(19), С. 5495 - 5495

Опубликована: Авг. 13, 2024

In this paper, we propose bifocal lenses based on bilayer structures composed of a liquid crystal (LC) cell and LC polymer, the relative intensity two foci can be adjusted arbitrarily through applying an external voltage. Two layers have different light modulation functions: when circularly polarized passes first layer, part outgoing is converted with PB phase another not converted; followed by second these parts would simultaneously realized but opposite signs; thus transmitted left- right-handed (LCP RCP) independently controlled. As proof-of-concept examples, longitudinal transverse are designed to split incident LCP into convergent beams orthogonal helicity, position flexibly arranged. Benefitting from electrically controlled polarization conversion efficiency (PCE) cell, arbitrarily. Experimental results agree well theoretical calculations. Besides, broadband edge imaging system proposed also been demonstrated. This paper presents simple method design functional multilayer device may potentials in optical interconnection, biological imaging, computing.

Язык: Английский

Процитировано

1

Robust Carbon‐Dot Optical Disks for Orthogonal Amplitude‐Polarization Encryption Storage DOI

Jingying Miao,

Shencheng Fu, Shuo Zhang

и другие.

Laser & Photonics Review, Год журнала: 2024, Номер unknown

Опубликована: Окт. 18, 2024

Abstract High‐capacity steganography is crucial for the secure exchange of massive information. Exploring orthogonally optical recording can significantly improve encryption levels. However, due to lack robust media, hidden data are easy be cracked or destructed. Herein, carbon dots have switchable memory function between transmittance and polarization state after receiving excitation power adjustment discovered. A large‐area carbon‐based disk further constructed which measured resist high‐temperature damage at 423 K more than 405 h estimated remain stable room‐temperature (301 K) beyond 2341 years. With alternated arrangement dual functional one region disk, only by using an amplitude‐type holographic diffraction key polarized pattern correctly read out. The ultra‐high strategy also puts a bright way applications 3D image hiding, permanent preservation, anti‐counterfeiting labels.

Язык: Английский

Процитировано

1

Polarization Volume Hologram for On‐Chip Wavefront Engineering DOI

Xianglin Ye,

Xiangyu Jiang,

Yingjie Zhou

и другие.

Laser & Photonics Review, Год журнала: 2024, Номер unknown

Опубликована: Ноя. 11, 2024

Abstract Liquid crystal (LC) planar optics have advanced wavefront engineering toward ultrathin designs, capturing widespread attention. However, most control in LC remains constrained to freespace due limitations the precision of freely controllable units. Here, on‐chip is proposed and confirmed. By controlling initial azimuth angle polarization grating, phase can be engineered, as theoretically predicted by rigorous coupled‐wave analysis. Experimentally, a volume hologram used waveguide coupler, ingeniously modulated using holographic template. Consequently, several optical elements, including lenses, vortex beam generators, holograms, are demonstrated. Furthermore, exit pupil expansion multiexposure technologies adopted enhance off‐chip functionality enable multifunctional, highly integrated photonic systems. The may find applications freeform optics, near‐eye displays, LIDAR,

Язык: Английский

Процитировано

1

Exploring the functional characteristics of diffractive optical Element: A comprehensive review DOI
Nikolay L. Kazanskiy,

Svetlana N. Khonina,

Muhammad A. Butt

и другие.

Optics & Laser Technology, Год журнала: 2024, Номер 183, С. 112383 - 112383

Опубликована: Дек. 28, 2024

Язык: Английский

Процитировано

1

Optical secret sharing by multi-step liquid crystal planar doublet panning and coupling DOI

Zhichang Mo,

Yi Chen,

Xiangyu Zhu

и другие.

Chinese Optics Letters, Год журнала: 2024, Номер 22(8), С. 080502 - 080502

Опубликована: Янв. 1, 2024

Язык: Английский

Процитировано

0

Tunable Photoinduced Liquid Crystal Retarders for All-Optical Diffractive Deep Neural Networks DOI

Quanzhou Long,

Lisheng Yao,

Junjie Shao

и другие.

ACS Photonics, Год журнала: 2024, Номер 11(11), С. 4778 - 4785

Опубликована: Ноя. 5, 2024

An all-optical diffractive deep neural network (D2NN) consists of deep-learning-based design passive layers and uses light to perform massive computations at the speed with zero extra power consumption, exhibiting advantages large bandwidth, high interconnection, parallel processing capability. In this paper, we introduce a novel approach utilizing 5-layer D2NN constructed photoinduced liquid crystal (LC) alignment technology create LC-based tunable phase retarders as artificial layers. The architecture leverages microscale multidomain LC optical neurons manipulate geometric incident light. We systematically simulate pixel-level displacements enhance tolerance during experiments, achieving robust resilience against misalignment interference 2-pixel in x y directions. By actively tuning external voltage, optimize strategy for all layers, incorporating specially designed concave or convex lenses each retarder precise x, y, z Through training handwritten dataset from MNIST, demonstrates simulated accuracy 94.17% 2 pixel tolerance. Experimental validation achieves classification 89% 500 random digits test dataset. This research showcases potential miniaturization, integration, compatibility visible light, underscoring practical applicability an diverse real-world applications.

Язык: Английский

Процитировано

0

Teacher-student learning of generative adversarial network-guided diffractive neural networks for visual tracking and imaging DOI Creative Commons
Hang Su,

Yanping He,

Baoli Li

и другие.

Advanced Photonics Nexus, Год журнала: 2024, Номер 3(06)

Опубликована: Ноя. 8, 2024

Efficiently tracking and imaging interested moving targets is crucial across various applications, from autonomous systems to surveillance. However, persistent challenges remain in fields, including environmental intricacies, limitations perceptual technologies, privacy considerations. We present a teacher-student learning model, the generative adversarial network (GAN)-guided diffractive neural (DNN), which performs visual of target. The GAN, as teacher empowers efficient acquisition skill differentiate specific target interest domains imaging. DNN-based student model learns master GAN. process obtaining GAN-guided DNN starts with capturing objects effectively using an event camera high temporal resolution low latency. Then, power GAN utilized generate data position-tracking capability for target, subsequently serving labels training DNN. image during while retaining target's positional information. Our experimental demonstration highlights efficacy expect can significantly enhance

Язык: Английский

Процитировано

0