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From compressive sampling to compressive tasking: retrieving semantics in compressed domain with low bandwidth 从压缩采样到压缩任务:低带宽压缩域语义检索
PhotoniX Pub Date : 2022-09-06 DOI: 10.1186/s43074-022-00065-1
Zhihong Zhang, Bo Zhang, Xin Yuan, Siming Zheng, Xiongfei Su, Jinli Suo, David J. Brady, Qionghai Dai
{"title":"From compressive sampling to compressive tasking: retrieving semantics in compressed domain with low bandwidth","authors":"Zhihong Zhang, Bo Zhang, Xin Yuan, Siming Zheng, Xiongfei Su, Jinli Suo, David J. Brady, Qionghai Dai","doi":"10.1186/s43074-022-00065-1","DOIUrl":"https://doi.org/10.1186/s43074-022-00065-1","url":null,"abstract":"<p>High-throughput imaging is highly desirable in intelligent analysis of computer vision tasks. In conventional design, throughput is limited by the separation between physical image capture and digital post processing. Computational imaging increases throughput by mixing analog and digital processing through the image capture pipeline. Yet, recent advances of computational imaging focus on the “compressive sampling”, this precludes the wide applications in practical tasks. This paper presents a systematic analysis of the next step for computational imaging built on snapshot compressive imaging (SCI) and semantic computer vision (SCV) tasks, which have independently emerged over the past decade as basic computational imaging platforms.</p><p> SCI is a physical layer process that maximizes information capacity per sample while minimizing system size, power and cost. SCV is an abstraction layer process that analyzes image data as objects and features, rather than simple pixel maps. In current practice, SCI and SCV are independent and sequential. This concatenated pipeline results in the following problems: <i>i</i>) a large amount of resources are spent on task-irrelevant computation and transmission, <i>ii</i>) the sampling and design efficiency of SCI is attenuated, and <i>iii</i>) the final performance of SCV is limited by the reconstruction errors of SCI. Bearing these concerns in mind, this paper takes one step further aiming to bridge the gap between SCI and SCV to take full advantage of both approaches.</p><p> After reviewing the current status of SCI, we propose a novel joint framework by conducting SCV on raw measurements captured by SCI to select the region of interest, and then perform reconstruction on these regions to speed up processing time. We use our recently built SCI prototype to verify the framework. Preliminary results are presented and the prospects for a joint SCI and SCV regime are discussed. By conducting computer vision tasks in the compressed domain, we envision that a new era of snapshot compressive imaging with limited end-to-end bandwidth is coming.</p>","PeriodicalId":93483,"journal":{"name":"PhotoniX","volume":"7 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138543697","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 7
Ultrafast Raman fiber laser: a review and prospect 超快拉曼光纤激光器:综述与展望
PhotoniX Pub Date : 2022-08-04 DOI: 10.1186/s43074-022-00064-2
Jiaqi Zhou, Weiwei Pan, W. Qi, Xinru Cao, Z. Cheng, Yan Feng
{"title":"Ultrafast Raman fiber laser: a review and prospect","authors":"Jiaqi Zhou, Weiwei Pan, W. Qi, Xinru Cao, Z. Cheng, Yan Feng","doi":"10.1186/s43074-022-00064-2","DOIUrl":"https://doi.org/10.1186/s43074-022-00064-2","url":null,"abstract":"","PeriodicalId":93483,"journal":{"name":"PhotoniX","volume":"3 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-08-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"65800819","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 8
Fiber laser development enabled by machine learning: review and prospect 基于机器学习的光纤激光器发展:回顾与展望
PhotoniX Pub Date : 2022-07-13 DOI: 10.1186/s43074-022-00055-3
Min Jiang, Hanshuo Wu, Yi An, Tianyue Hou, Qi Chang, Liangjin Huang, Jun Li, Rongtao Su, Pu Zhou
{"title":"Fiber laser development enabled by machine learning: review and prospect","authors":"Min Jiang, Hanshuo Wu, Yi An, Tianyue Hou, Qi Chang, Liangjin Huang, Jun Li, Rongtao Su, Pu Zhou","doi":"10.1186/s43074-022-00055-3","DOIUrl":"https://doi.org/10.1186/s43074-022-00055-3","url":null,"abstract":"<p>In recent years, machine learning, especially various deep neural networks, as an emerging technique for data analysis and processing, has brought novel insights into the development of fiber lasers, in particular complex, dynamical, or disturbance-sensitive fiber laser systems. This paper highlights recent attractive research that adopted machine learning in the fiber laser field, including design and manipulation for on-demand laser output, prediction and control of nonlinear effects, reconstruction and evaluation of laser properties, as well as robust control for lasers and laser systems. We also comment on the challenges and potential future development.</p>","PeriodicalId":93483,"journal":{"name":"PhotoniX","volume":"160 9","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-07-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138505311","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Deep learning-enabled compact optical trigonometric operator with metasurface 具有超曲面的深度学习紧致光学三角算子
PhotoniX Pub Date : 2022-07-12 DOI: 10.1186/s43074-022-00062-4
Zihan Zhao, Yue Wang, Chunsheng Guan, Kuang Zhang, Qun Wu, Haoyu Li, Jian Liu, Shah Nawaz Burokur, Xumin Ding
{"title":"Deep learning-enabled compact optical trigonometric operator with metasurface","authors":"Zihan Zhao, Yue Wang, Chunsheng Guan, Kuang Zhang, Qun Wu, Haoyu Li, Jian Liu, Shah Nawaz Burokur, Xumin Ding","doi":"10.1186/s43074-022-00062-4","DOIUrl":"https://doi.org/10.1186/s43074-022-00062-4","url":null,"abstract":"<p>In this paper, a novel strategy based on a metasurface composed of simple and compact unit cells to achieve ultra-high-speed trigonometric operations under specific input values is theoretically and experimentally demonstrated. An electromagnetic wave (EM)-based optical diffractive neural network with only one hidden layer is physically built to perform four trigonometric operations (sine, cosine, tangent, and cotangent functions). Under the unique composite input mode strategy, the designed optical trigonometric operator responds to incident light source modes that represent different trigonometric operations and input values (within one period), and generates correct and clear calculated results in the output layer. Such a wave-based operation is implemented with specific input values, and the proposed concept work may offer breakthrough inspiration to achieve integrable optical computing devices and photonic signal processors with ultra-fast running speeds.</p>","PeriodicalId":93483,"journal":{"name":"PhotoniX","volume":"158 10","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-07-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138505327","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 16
Wear-resistant surface coloring by ultrathin optical coatings 超薄光学涂层耐磨表面着色
PhotoniX Pub Date : 2022-06-28 DOI: 10.1186/s43074-022-00061-5
Geng, Jiao, Shi, Liping, Ni, Junhuan, Jia, Qiannan, Yan, Wei, Qiu, Min
{"title":"Wear-resistant surface coloring by ultrathin optical coatings","authors":"Geng, Jiao, Shi, Liping, Ni, Junhuan, Jia, Qiannan, Yan, Wei, Qiu, Min","doi":"10.1186/s43074-022-00061-5","DOIUrl":"https://doi.org/10.1186/s43074-022-00061-5","url":null,"abstract":"We design, fabricate, optically and mechanically characterize wearable ultrathin coatings on various substrates, including sapphire, glass and silicon wafer. Extremely hard ceramic materials titanium nitride (TiN), aluminium nitride (AlN), and titanium aluminium nitride (TiAlN) are employed as reflective, isolated and absorptive coating layer, respectively. Two types of coatings have been demonstrated. First, we deposit TiAlN after TiN on various substrates (TiAlN-TiN, total thicknesses <100 nm), achieving vivid and viewing-angle independent surface colors. The colors can be tuned by varying the thickness of TiAlN layer. The wear resistance of the colorful ultrathin optical coatings is verified by scratch tests. The Mohs hardness of commonly used surface coloring made of Si-/Ge-metals on substrates is <2.5, as soft as fingernail. However, the Mohs hardness of our TiAlN-TiN on substrates is evaulated to be 7-9, harder than quartz. Second, Fano-resonant optical coating (FROC), which can transmit and reflect the same color as a beam split filter is also obtained by successively coating TiAlN-TiN-AlN-TiN (four-layer film with a total thickness of 130 nm) on transparent substrates. The FROC coating is as hard as glass. Such wearable and color-tunable thin-film structural colors and filters may be attractive for many practical applications such as sunglasses.","PeriodicalId":93483,"journal":{"name":"PhotoniX","volume":"159 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-06-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138505326","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 5
Intelligent optoelectronic processor for orbital angular momentum spectrum measurement 用于轨道角动量谱测量的智能光电处理器
PhotoniX Pub Date : 2022-05-30 DOI: 10.1186/s43074-022-00079-9
Hao Wang, Ziyu Zhan, Futai Hu, Yuan Meng, Zeqiu Liu, X. Fu, Qian Liu
{"title":"Intelligent optoelectronic processor for orbital angular momentum spectrum measurement","authors":"Hao Wang, Ziyu Zhan, Futai Hu, Yuan Meng, Zeqiu Liu, X. Fu, Qian Liu","doi":"10.1186/s43074-022-00079-9","DOIUrl":"https://doi.org/10.1186/s43074-022-00079-9","url":null,"abstract":"","PeriodicalId":93483,"journal":{"name":"PhotoniX","volume":"4 1","pages":"1-21"},"PeriodicalIF":0.0,"publicationDate":"2022-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45194801","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 9
Adaptive optical microscopy via virtual-imaging-assisted wavefront sensing for high-resolution tissue imaging 自适应光学显微镜通过虚拟成像辅助波前传感高分辨率组织成像
PhotoniX Pub Date : 2022-05-27 DOI: 10.1186/s43074-022-00060-6
Zhou, Zhou, Huang, Jiangfeng, Li, Xiang, Gao, Xiujuan, Chen, Zhongyun, Jiao, Zhenfei, Zhang, Zhihong, Luo, Qingming, Fu, Ling
{"title":"Adaptive optical microscopy via virtual-imaging-assisted wavefront sensing for high-resolution tissue imaging","authors":"Zhou, Zhou, Huang, Jiangfeng, Li, Xiang, Gao, Xiujuan, Chen, Zhongyun, Jiao, Zhenfei, Zhang, Zhihong, Luo, Qingming, Fu, Ling","doi":"10.1186/s43074-022-00060-6","DOIUrl":"https://doi.org/10.1186/s43074-022-00060-6","url":null,"abstract":"Adaptive optics (AO) is a powerful tool for optical microscopy to counteract the effects of optical aberrations and improve the imaging performance in biological tissues. The diversity of sample characteristics entails the use of different AO schemes to measure the underlying aberrations. Here, we present an indirect wavefront sensing method leveraging a virtual imaging scheme and a structural-similarity-based shift measurement algorithm to enable aberration measurement using intrinsic structures even with temporally varying signals. We achieved high-resolution two-photon imaging in a variety of biological samples, including fixed biological tissues and living animals, after aberration correction. We present AO-incorporated subtractive imaging to show that our method can be readily integrated with resolution enhancement techniques to obtain higher resolution in biological tissues. The robustness of our method to signal variation is demonstrated by both simulations and aberration measurement on neurons exhibiting spontaneous activity in a living larval zebrafish.","PeriodicalId":93483,"journal":{"name":"PhotoniX","volume":"160 8","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-05-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138505312","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 6
Tunable narrow-band single-channel add-drop integrated optical filter with ultrawide FSR 具有超宽FSR的可调谐窄带单通道加降集成光学滤波器
PhotoniX Pub Date : 2022-04-29 DOI: 10.1186/s43074-022-00056-2
Sun, Chunlei, Yin, Yuexin, Chen, Zequn, Ye, Yuting, Luo, Ye, Ma, Hui, Wang, Lichun, Wei, Maoliang, Jian, Jialing, Tang, Renjie, Dai, Hao, Wu, Jianghong, Li, Junying, Zhang, Daming, Lin, Hongtao, Li, Lan
{"title":"Tunable narrow-band single-channel add-drop integrated optical filter with ultrawide FSR","authors":"Sun, Chunlei, Yin, Yuexin, Chen, Zequn, Ye, Yuting, Luo, Ye, Ma, Hui, Wang, Lichun, Wei, Maoliang, Jian, Jialing, Tang, Renjie, Dai, Hao, Wu, Jianghong, Li, Junying, Zhang, Daming, Lin, Hongtao, Li, Lan","doi":"10.1186/s43074-022-00056-2","DOIUrl":"https://doi.org/10.1186/s43074-022-00056-2","url":null,"abstract":"Free-spectral-range (FSR)-free optical filters have always been a critical challenge for photonic integrated circuits. A high-performance FSR-free filter is highly desired for communication, spectroscopy, and sensing applications. Despite significant progress in integrated optical filters, the FSR-free filter with a tunable narrow-band, high out-of-band rejection, and large fabrication tolerance has rarely been demonstrated. In this paper, we propose an exact and robust design method for add-drop filters (ADFs) with an FSR-free operation capability, a sub-nanometer optical bandwidth, and a high out-of-band rejection (OBR) ratio. The achieved filter has a 3-dB bandwidth of < 0.5 nm and an OBR ratio of 21.5 dB within a large waveband of 220 nm, which to the best of our knowledge, is the largest-FSR ADF demonstrated on a silicon photonic platform. The filter exhibits large tunability of 12.3 nm with a heating efficiency of 97 pm/mW and maintains the FSR-free feature in the whole tuning process. In addition, we fabricated a series of ADFs with different periods, which all showed reliable and excellent performances.","PeriodicalId":93483,"journal":{"name":"PhotoniX","volume":"160 12","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-04-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138505310","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Flexible minimally invasive coherent anti-Stokes Raman spectroscopy (CARS) measurement method with tapered optical fiber probe for single-cell application 单细胞应用的锥形光纤探头柔性微创相干抗斯托克斯拉曼光谱测量方法
PhotoniX Pub Date : 2022-04-24 DOI: 10.1186/s43074-022-00058-0
Wang, Tong, Jiang, Junfeng, Liu, Kun, Wang, Shuang, Niu, Panpan, Liu, Yize, Liu, Tiegen
{"title":"Flexible minimally invasive coherent anti-Stokes Raman spectroscopy (CARS) measurement method with tapered optical fiber probe for single-cell application","authors":"Wang, Tong, Jiang, Junfeng, Liu, Kun, Wang, Shuang, Niu, Panpan, Liu, Yize, Liu, Tiegen","doi":"10.1186/s43074-022-00058-0","DOIUrl":"https://doi.org/10.1186/s43074-022-00058-0","url":null,"abstract":"We proposed and demonstrated a flexible, endoscopic, and minimally invasive coherent anti-Raman Stokes scattering (CARS) measurement method for single-cell application, employing a tapered optical fiber probe. A few-mode fiber (FMF), whose generated four-wave mixing band is out of CARS signals, was selected to fabricate tapered optical fiber probes, deliver CARS excitation pulses, and collect CARS signals. The adiabatic tapered fiber probe with a diameter of 11.61 μm can focus CARS excitation lights without mismatch at the focal point. The measurements for proof-of-concept were made with methanol, ethanol, cyclohexane, and acetone injected into simulated cells. The experimental results show that the tapered optical fiber probe can detect carbon-hydrogen (C–H) bond-rich substances and their concentration. To our best knowledge, this optical fiber probe provides the minimum size among probes for detecting CARS signals. These results pave the way for minimally invasive live-cell detection in the future.","PeriodicalId":93483,"journal":{"name":"PhotoniX","volume":"158 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-04-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138505332","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 5
Metasurface with dynamic chiral meta-atoms for spin multiplexing hologram and low observable reflection 具有动态手性元原子的自旋复用全息图和低可观测反射的超表面
PhotoniX Pub Date : 2022-04-12 DOI: 10.1186/s43074-022-00057-1
Wang, He, Qin, Zhe, Huang, Lingling, Li, Yongfeng, Zhao, Ruizhe, Zhou, Hongqiang, He, Haoyang, Zhang, Jieqiu, Qu, Shaobo
{"title":"Metasurface with dynamic chiral meta-atoms for spin multiplexing hologram and low observable reflection","authors":"Wang, He, Qin, Zhe, Huang, Lingling, Li, Yongfeng, Zhao, Ruizhe, Zhou, Hongqiang, He, Haoyang, Zhang, Jieqiu, Qu, Shaobo","doi":"10.1186/s43074-022-00057-1","DOIUrl":"https://doi.org/10.1186/s43074-022-00057-1","url":null,"abstract":"Spin light manipulation based on chiral metasurfaces is a striking hotspot that has intrigued huge attention. Circular dichroism, a unique phenomenon of chiral atoms/molecules, has been regarded as another auxiliary dimension for guiding electromagnetic waves, which has been explored in the field of artificial material sciences yet a challenging issue. Here, a generic strategy based on dynamic chiral meta-atom for revealing strong circular dichroism as well as applicable electromagnetic functionality is proposed in microwave regime. We demonstrate a dynamic metasurface that enables the fully independent holograms reconstruction for one circular polarization or the other at the active operating state. On the other hand, the electromagnetic scattering is realized for lowering observable backward reflection at the passive state. Numerical simulation and experimental verification are conducted to manifest the feasibility. It is expected that the proposed strategy can be applied to broaden the horizon for dynamic chiral meta-devices and may find applications in information encryption, anti-counterfeiting, and other dynamic systems.","PeriodicalId":93483,"journal":{"name":"PhotoniX","volume":"161 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-04-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138505309","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 19
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