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1.
IEEE Trans Image Process ; 30: 1369-1381, 2021.
Article in English | MEDLINE | ID: mdl-33332268

ABSTRACT

Eye localization is undoubtedly crucial to acquiring large amounts of information. It not only helps people improve their understanding of others but is also a technology that enables machines to better understand humans. Although studies have reported satisfactory accuracy for frontal faces or head poses at limited angles, large head rotations generate numerous defects (e.g., disappearance of the eye), and existing methods are not effective enough to accurately localize eye centers. Therefore, this study makes three contributions to address these limitations. First, we propose a novel complete representation (CR) pipeline that can flexibly learn and generate two complete representations, namely the CR-center and CR-region, of the same identity. We also propose two novel eye center localization methods. This first method employs geometric transformation to estimate the rotational difference between two faces and an unknown-localization strategy for accurate transformation of the CR-center. The second method is based on image translation learning and uses the CR-region to train the generative adversarial network, which can then accurately generate and localize eye centers. Five image databases are employed to verify the proposed methods, and tests reveal that compared with existing methods, the proposed method can more accurately and robustly localize eye centers in challenging images, such as those showing considerable head rotation (both yaw rotation of -67.5° to +67.5° and roll rotation of +120° to -120°), complete occlusion of both eyes, poor illumination in addition to head rotation, head pose changes in the dark, and various gaze interaction.


Subject(s)
Eye/diagnostic imaging , Head Movements/physiology , Head , Image Processing, Computer-Assisted/methods , Algorithms , Head/diagnostic imaging , Head/physiology , Humans , Machine Learning , Rotation
2.
ACS Sens ; 5(3): 861-869, 2020 03 27.
Article in English | MEDLINE | ID: mdl-32129061

ABSTRACT

Mid-infrared (mid-IR) absorption spectroscopy based on integrated photonic circuits has shown great promise in trace-gas sensing applications in which the mid-IR radiation directly interacts with the targeted analyte. In this paper, considering monolithic integrated circuits with quantum cascade lasers (QCLs) and quantum cascade detectors (QCDs), the InGaAs-InP platform is chosen to fabricate passive waveguide gas sensing devices. Fully suspended InGaAs waveguide devices with holey photonic crystal waveguides (HPCWs) and subwavelength grating cladding waveguides (SWWs) are designed and fabricated for mid-infrared sensing at λ = 6.15 µm in the low-index contrast InGaAs-InP platform. We experimentally detect 5 ppm ammonia with a 1 mm long suspended HPCW and separately with a 3 mm long suspended SWW, with propagation losses of 39.1 and 4.1 dB/cm, respectively. Furthermore, based on the Beer-Lambert infrared absorption law and the experimental results of discrete components, we estimated the minimum detectable gas concentration of 84 ppb from a QCL/QCD integrated SWW sensor. To the best of our knowledge, this is the first demonstration of suspended InGaAs membrane waveguides in the InGaAs-InP platform at such a long wavelength with gas sensing results. Also, this result emphasizes the advantage of SWWs to reduce the total transmission loss and the size of the fully integrated device's footprint by virtue of its low propagation loss and TM mode compatibility in comparison to HPCWs. This study enables the possibility of monolithic integration of quantum cascade devices with TM polarized characteristics and passive waveguide sensing devices for on-chip mid-IR absorption spectroscopy.


Subject(s)
Gases/analysis , Spectrophotometry, Infrared/instrumentation , Equipment Design , Infrared Rays , Optical Phenomena
3.
Opt Lett ; 41(23): 5466-5469, 2016 Dec 01.
Article in English | MEDLINE | ID: mdl-27906214

ABSTRACT

In an on-chip silicon-organic hybrid electro-optic (EO) modulator, the mode overlap with EO materials, in-device effective r33, and propagation loss are among the most critical factors that determine the performance of the modulator. Various waveguide structures have been proposed to optimize these factors, yet there is a lack of comprehensive consideration on all of them. In this Letter, a one-dimensional (1D) photonic crystal (PC) slot waveguide structure is proposed that takes all these factors into consideration. The proposed structure takes advantage of the strong mode confinement within a low-index region in a conventional slot waveguide and the slow-light enhancement from the 1D PC structure. Its simple geometry makes it robust to resist fabrication imperfections and helps reduce the propagation loss. Using it as a phase shifter in a Mach-Zehnder interferometer structure, an integrated silicon-organic hybrid EO modulator was experimentally demonstrated. The observed effective EO coefficient is as high as 490 pm/V. The measured half-wave voltage and length product is less than 1 V·cm and can be further improved. A potential bandwidth of 61 GHz can be achieved and further improved by tailoring the doping profile. The proposed structure offers a competitive novel phase-shifter design, which is simple, highly efficient, and with low optical loss, for on-chip silicon-organic hybrid EO modulators.

4.
Opt Express ; 20(5): 4819-29, 2012 Feb 27.
Article in English | MEDLINE | ID: mdl-22418288

ABSTRACT

Efficiency of liquid crystal displays highly depends on the amount of polarized light emerging from the backlight module. In this paper, a backlight architecture using a nanoimprint wire grid polarizer for polarization recycling is proposed and studied, in which the extraction efficiency of polarized light is the major concern. The backlight module is composed of the stack of a wire grid polarizer, a lenticular array and a light guide plate. The light guide plate features interleaving v-groove and trapezoidal ridge coated with aluminum on the top surface, and scattering dot array on the bottom. The angular divergence of emerging light from the light guide plate can be well constrained so as to exploit the angular range with the best transmission of polarized light for the wire grid polarizer. The prototype of a 2.5-inch module has demonstrated an angular divergence of 48°. The overall extraction efficiency of polarized light enhanced by 21% and uniformity of 76% have been achieved.


Subject(s)
Lighting/instrumentation , Nanostructures/chemistry , Nanostructures/ultrastructure , Refractometry/instrumentation , Energy Transfer , Equipment Design , Equipment Failure Analysis , Light , Scattering, Radiation
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