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Keywords = moiré method

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19 pages, 7223 KB  
Article
Accurate Lens-Distortion Measurement Through Detector Nyquist Sampling
by Yongqiang Yang, Zhiyi Wang, Junlin Li, Zhongming Li, Jianlin Lv, Min Zhao, Yanfu Tang and Jianli Wang
Sensors 2026, 26(5), 1550; https://doi.org/10.3390/s26051550 - 1 Mar 2026
Viewed by 539
Abstract
Distortion is a key parameter affecting the imaging performance of lenses. In this study, we propose a testing method based on detector Nyquist sampling of image data to achieve high-precision measurements of the distortion distribution of lenses. The distribution patterns of distortions in [...] Read more.
Distortion is a key parameter affecting the imaging performance of lenses. In this study, we propose a testing method based on detector Nyquist sampling of image data to achieve high-precision measurements of the distortion distribution of lenses. The distribution patterns of distortions in horizontal and vertical directions can be obtained by analyzing the distribution patterns of Moiré fringes in images under Nyquist sampling conditions and using phase-shift algorithms. The distortion-distribution characteristics of the lens are then calculated using distortion formulas. This method is characterized by high testing accuracy and sampling resolution. The image-plane distortion distribution exhibited a consistent linear trend when the object-plane position varied within a limited spatial range. Furthermore, the proposed method achieved a magnification deviation factor repeatability accuracy of approximately ±108 nm/cm and third-order distortion-measurement accuracy of approximately ±108 nm/cm3. This method enables a high-precision distortion evaluation of conventional industrial imaging lenses. Full article
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16 pages, 5371 KB  
Article
A Modified Dot-Pattern Moiré Fringe Topography Technique for Efficient Human Body Surface Analysis
by Muhammad Wasim, Syed Talha Ahsan, Lubaid Ahmed and Subhash Sagar
Sensors 2026, 26(3), 1063; https://doi.org/10.3390/s26031063 - 6 Feb 2026
Viewed by 654
Abstract
Raster-stereography and Moiré Fringe Topography are widely recognized as effective techniques for surface screening. Traditionally, these methods have been applied in various medical and clinical contexts, such as assessing human body symmetry, analyzing spinal deformities, evaluating scapular positioning, and predicting trunk-related abnormalities. Both [...] Read more.
Raster-stereography and Moiré Fringe Topography are widely recognized as effective techniques for surface screening. Traditionally, these methods have been applied in various medical and clinical contexts, such as assessing human body symmetry, analyzing spinal deformities, evaluating scapular positioning, and predicting trunk-related abnormalities. Both techniques have proven to be reliable tools for examining the human body surface and identifying health-related issues. However, in these techniques, line grids projected onto non-uniform surfaces often break or distort, complicating curvature detection. Capturing and digitizing these distortions through photographymeans further reducing accuracy due to low contrast between background and projected lines. In this paper, we present a modified, i.e., dotted-based, approach to Moiré Fringe Topography construction, offering a simpler, more accurate, and efficient method for recording human body surface curvatures. The proposed technique significantly reduces the complexity of the data acquisition process while maintaining precision in surface analysis. A Single-Photon Avalanche Diode (SPAD) image sensor was used to capture the Moiré patterns. Full article
(This article belongs to the Section Intelligent Sensors)
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14 pages, 2392 KB  
Article
Anti-Interference Compensation of Grating Moiré Fringe Signals via Parameter Adaptive Optimized VMD Based on MSPSO
by Gang Wu, Ruihao Wei, Shuo Wang, Xiaoqiao Mu, Jing Wang, Guangwei Sun and Yusong Mu
Electronics 2026, 15(2), 258; https://doi.org/10.3390/electronics15020258 - 6 Jan 2026
Viewed by 427
Abstract
This paper proposes a grating Moiré fringe signal compensation method based on Variational Mode Decomposition (VMD) to address signal errors in grating encoders. VMD decomposes Moiré fringe signals into multiple amplitude-modulated and frequency-modulated components, and realizes noise compensation through parameter optimization and signal [...] Read more.
This paper proposes a grating Moiré fringe signal compensation method based on Variational Mode Decomposition (VMD) to address signal errors in grating encoders. VMD decomposes Moiré fringe signals into multiple amplitude-modulated and frequency-modulated components, and realizes noise compensation through parameter optimization and signal reconstruction. The Multi-Strategy Particle Swarm Optimization (MSPSO) enhances optimization performance via adaptive inertia weight adjustment and chaotic perturbation, solving the problems of mode mixing or over-decomposition caused by blind parameter selection in traditional VMD. A hardware-software co-design test system based on ZYNQ FPGA is developed, which optimally allocates tasks between the Processing System and Programmable Logic, resolving issues of large data volume and long computation time in traditional systems. The compensation scheme provides excellent signal processing performance. The experimental tests on random periodic signals, triangular waves and square waves with different duty cycles have demonstrated the robustness of this scheme. After compensation, the output signal exhibits excellent sinuosity and orthogonality, with harmonic components and noise in the frequency domain almost negligible. It provides a practical solution for high-precision measurement in ultra-precision machining, semiconductor manufacturing, and automated control. Full article
(This article belongs to the Section Circuit and Signal Processing)
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17 pages, 3318 KB  
Article
Non-Destructive Evaluation and Characterization of Transparent MgAl2O4 Spinel Ceramics via Moiré Interferometry
by Rahima Meziane, Salim Benaissa, Abdelbaki Cherouana, Sofiane Bouheroum, Khadidja Hoggas, Said Meguellati, Mohamed Hamidouche and Gilbert Fantozzi
Ceramics 2025, 8(4), 142; https://doi.org/10.3390/ceramics8040142 - 25 Nov 2025
Cited by 1 | Viewed by 743
Abstract
This work employs moiré interferometry to investigate the influence of sintering temperature and sandblasting on the optical and mechanical properties of magnesium aluminate spinel (MgAl2O4). S25CRX14 Spinel pellets were fabricated via Spark Plasma Sintering (SPS) at 1300 °C, 1350 [...] Read more.
This work employs moiré interferometry to investigate the influence of sintering temperature and sandblasting on the optical and mechanical properties of magnesium aluminate spinel (MgAl2O4). S25CRX14 Spinel pellets were fabricated via Spark Plasma Sintering (SPS) at 1300 °C, 1350 °C, and 1400 °C. The sintered samples were subsequently analyzed before and after sandblasting. Moiré interferometry, a non-destructive and contactless technique based on the superposition of tow linear transmission gratings, has proven particularly suitable for detecting micro-defects in transparent materials. The analysis of moiré fringes provided essential insights into the presence and size of defects, enabling accurate quality assessment without altering the samples. Its high spatial resolution, allowed the detection of even low-contrast defects. The results confirmed that the sintering temperature and sandblasting significantly influenced the mechanical and optical properties of the S25CRX14 spinel samples. The specimens sintered at 1350 °C exhibited the highest light transmission and the superior hardness. In contrast, the samples sintered at 1400 °C showed a notable degradation in their optical and mechanical properties. In conclusion, the pellets sintered at 1350 °C demonstrated the most favorable overall performance. This study confirms that moiré interferometry is a straightforward, accurate, and highly effective method for evaluating transparent ceramics, with very low implementation costs. Full article
(This article belongs to the Special Issue Advances in Ceramics, 3rd Edition)
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11 pages, 4012 KB  
Article
Direct Epitaxy of SnSe2/SnSe Hetero-Bilayer with a Type-III Band Gap Alignment
by Li-Guo Dou, Ruo-Nan Guo, Huiping Li, Cheng-Long Xue, Qian-Qian Yuan, Shu-Hua Yao, Yang-Yang Lv, Yanbin Chen, Wenguang Zhu and Shao-Chun Li
Appl. Sci. 2025, 15(20), 11110; https://doi.org/10.3390/app152011110 - 16 Oct 2025
Viewed by 1373
Abstract
Van der Waals (vdW) heterostructures formed by stacking two distinct semiconductor monolayers have gained increasing research interest because of the various predicted and realized exotic phenomena that are absent in the corresponding monolayers. However, constructing such a vdW hetero-bilayer is very challenging and [...] Read more.
Van der Waals (vdW) heterostructures formed by stacking two distinct semiconductor monolayers have gained increasing research interest because of the various predicted and realized exotic phenomena that are absent in the corresponding monolayers. However, constructing such a vdW hetero-bilayer is very challenging and mostly relies on top-down mechanical methods. Here, we report a direct growth of an SnSe2/SnSe hetero-bilayer by using molecular beam epitaxy (MBE), in which elaborate interface engineering is the key to success. Scanning tunneling microscopy (STM) characterization demonstrated the well-defined and uniform moiré patterns, indicating an atomic-scale clean and uniform SnSe2/SnSe interface. In combination with first-principles density functional theory (DFT) calculations, we further unveiled a type-III band gap alignment between the SnSe2 and SnSe monolayers. This work provides a new method for building vertical SnSe2/SnSe hetero-bilayers and a novel platform for exploring functional devices based on the type-III band alignment. Full article
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36 pages, 5641 KB  
Article
Experimental Analysis of Fractured Human Bones: Brief Review and New Approaches
by Ioan Száva, Iosif Șamotă, Teofil-Florin Gălățanu, Dániel-Tamás Száva and Ildikó-Renáta Száva
Prosthesis 2025, 7(5), 126; https://doi.org/10.3390/prosthesis7050126 - 9 Oct 2025
Viewed by 1100
Abstract
Long bone fractures are breaks or cracks in a long bone of the body typically caused by trauma like a fall, sport injury, accidents etc. This study investigates the effectiveness of experimental methods for fast and safe healing of long bone fractures in [...] Read more.
Long bone fractures are breaks or cracks in a long bone of the body typically caused by trauma like a fall, sport injury, accidents etc. This study investigates the effectiveness of experimental methods for fast and safe healing of long bone fractures in humans, highlighting both their advantages and disadvantages, respectively finding the most effective and safe methods for evaluating the types of fixators that can be used in the consolidation of fractured long bones. As for the preliminary data, numerical methods and applied mathematics were used to address this problem. After collecting of preliminary data there were performed a series of experimental analysis as follows: Electrical Strain Gauges (ESGs); the Moiré Fringes method; Photo-Elasticity, with the particular technique thereof, the so-called Photo-Stress method; Holographic Interferometry (HI); Speckle Pattern Interferometry (ESPI) and Shearography; and Video Image Correlation (VIC), which is also called Digital Image Correlation (DIC). By analyzing different methods, the following two methods resulted to be widely applicable, namely, ESG and DIC/VIC. The findings highlight the net advantages regarding the objective choice of these types of fixators, thereby contributing to a possible extension of these approaches for the benefit of medical surgical practice Full article
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18 pages, 13450 KB  
Article
Formation of η-Carbides by Mechanical Alloying of Co25Mo25C50 and Their Performance in Hydrodesulfurization
by Brenda Edith García Caudillo, Ignacio Carvajal-Mariscal, Adriana Isabel Reyes de la Torre, Jesús Noé Rivera Olvera, Vicente Garibay Febles, Leonardo González Reyes and Lucía Graciela Díaz Barriga Arceo
Processes 2025, 13(10), 3080; https://doi.org/10.3390/pr13103080 - 26 Sep 2025
Viewed by 759
Abstract
Cobalt–molybdenum η-carbides are attractive hydrodesulfurization (HDS) catalysts, yet controlling their phase composition and nanostructure remains challenging. Here, a Co25Mo25C50 powder was prepared by mechanical alloying in a horizontal mill, with and without superimposed vertical vibration. Phase composition [...] Read more.
Cobalt–molybdenum η-carbides are attractive hydrodesulfurization (HDS) catalysts, yet controlling their phase composition and nanostructure remains challenging. Here, a Co25Mo25C50 powder was prepared by mechanical alloying in a horizontal mill, with and without superimposed vertical vibration. Phase composition was determined by X-ray diffraction using the reference-intensity-ratio method, and the nanostructure was examined by SEM and HRTEM. Aquathermolysis of a heavy crude was monitored by ATR-FTIR in the window characteristic of S–S and C–S vibrations. Both milling routes produced the η-carbides Co3Mo3C and Co6Mo6C, as well as Co2Mo3, Co7Mo6, and Co3C; vibration-assisted milling increased the Co6Mo6C fraction and generated thin lamellae exhibiting Moiré contrast. In FTIR, the Co6Mo6C-rich powder showed strong attenuation of the disulfide and thioether bands, whereas the Co3Mo3C-rich powder behaved similarly to the water-only baseline under mild conditions (100 °C, 4 h). These results indicate that mechanical alloying with superposed vibration enables control over phase and nanostructure, and that a higher Co6Mo6C fraction correlates with a stronger HDS response under aquathermolysis. The approach offers a scalable route to Co–Mo carbides that are active for desulfurization at 100 °C in water without added H2. Full article
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13 pages, 4980 KB  
Article
Characterization of Transparent Surfaces Through Double Fringe Projection, Implementing a Frequency Filtering Technique and Spatial Phase Demodulation
by Ubaldo Uribe-López, David Asael Gutiérrez-Hernández, Víctor Zamudio-Rodríguez, Josué del Valle-Hernández, Daniel Olivares-Vera, Raúl Santiago-Montero, Miguel Gómez-Díaz and Dulce Aurora Velázquez-Vázquez
Eng 2025, 6(9), 244; https://doi.org/10.3390/eng6090244 - 15 Sep 2025
Viewed by 1079
Abstract
This study introduces a novel, low-cost, and non-invasive method for characterizing the surface profile of transparent objects using double digital fringe projection (DDFP). By projecting dual sinusoidal patterns that generate a Moiré effect and applying a frequency-domain Gaussian filter, the system isolates relevant [...] Read more.
This study introduces a novel, low-cost, and non-invasive method for characterizing the surface profile of transparent objects using double digital fringe projection (DDFP). By projecting dual sinusoidal patterns that generate a Moiré effect and applying a frequency-domain Gaussian filter, the system isolates relevant data for accurate phase recovery through the isotropic quadrature transform (IQT). Experimental validation with plastic and acrylic samples confirms the method’s high spatial resolution and robustness against ambient noise. Unlike traditional systems, this technique avoids coherent light sources and complex hardware, improving its accessibility for academic and industrial use in transparent surface metrology. Full article
(This article belongs to the Special Issue Emerging Trends and Technologies in Manufacturing Engineering)
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25 pages, 32212 KB  
Article
Remote Sensing of Seismic Signals via Enhanced Moiré-Based Apparatus Integrated with Active Convolved Illumination
by Adrian A. Moazzam, Anindya Ghoshroy, Durdu Ö. Güney and Roohollah Askari
Remote Sens. 2025, 17(12), 2032; https://doi.org/10.3390/rs17122032 - 12 Jun 2025
Cited by 2 | Viewed by 2071
Abstract
The remote sensing of seismic waves in challenging and hazardous environments, such as active volcanic regions, remains a critical yet unresolved challenge. Conventional methods, including laser Doppler interferometry, InSAR, and stereo vision, are often hindered by atmospheric turbulence or necessitate access to observation [...] Read more.
The remote sensing of seismic waves in challenging and hazardous environments, such as active volcanic regions, remains a critical yet unresolved challenge. Conventional methods, including laser Doppler interferometry, InSAR, and stereo vision, are often hindered by atmospheric turbulence or necessitate access to observation sites, significantly limiting their applicability. To overcome these constraints, this study introduces a Moiré-based apparatus augmented with active convolved illumination (ACI). The system leverages the displacement-magnifying properties of Moiré patterns to achieve high precision in detecting subtle ground movements. Additionally, ACI effectively mitigates atmospheric fluctuations, reducing the distortion and alteration of measurement signals caused by these fluctuations. We validated the performance of this integrated solution through over 1900 simulations under diverse turbulence intensities. The results illustrate the synergistic capabilities of the Moiré apparatus and ACI in preserving the fidelity of Moiré fringes, enabling reliable displacement measurements even under conditions where passive methods fail. This study establishes a cost-effective, scalable, and non-invasive framework for remote seismic monitoring, offering transformative potential across geophysics, volcanology, structural analysis, metrology, and other domains requiring precise displacement measurements under extreme conditions. Full article
(This article belongs to the Section Earth Observation Data)
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10 pages, 2060 KB  
Article
Passive Frequency Tunability in Moiré-Inspired Frequency Selective Surfaces Based on Full-Wave Simulation
by Jieun Hwang and Sungcheol Hong
Micromachines 2025, 16(6), 702; https://doi.org/10.3390/mi16060702 - 12 Jun 2025
Cited by 2 | Viewed by 3801
Abstract
This paper presents a simulation-based investigation of passive frequency tunability in frequency-selective surfaces (FSSs) enabled by Moiré pattern interference. By overlapping two identical hexagonal FSS layers and introducing rotational misalignment between them, we demonstrate that the resulting Moiré patterns induce significant shifts in [...] Read more.
This paper presents a simulation-based investigation of passive frequency tunability in frequency-selective surfaces (FSSs) enabled by Moiré pattern interference. By overlapping two identical hexagonal FSS layers and introducing rotational misalignment between them, we demonstrate that the resulting Moiré patterns induce significant shifts in the resonance frequency without any external bias or active components. Using full-wave simulations in HFSS, we show that rotating the second layer from 0° to 30° can shift the resonant frequency from 4.4 GHz down to 1.2 GHz. This tunable behavior emerges solely from geometrical manipulation, offering a low-complexity alternative to active tuning methods that rely on varactors or micro-electromechanical systems (MEMSs). We discuss the theoretical basis for this tuning mechanism based on effective periodicity modulation via rotational interference and highlight potential applications in passive reconfigurable filters and refractive index sensors. The proposed approach provides a promising route for implementing tunable electromagnetic structures without compromising simplicity, power efficiency, or integration compatibility. Full article
(This article belongs to the Special Issue Novel Electromagnetic and Acoustic Devices)
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13 pages, 2354 KB  
Article
Hip Adduction Asymmetry in Girls with Adolescent Idiopathic Scoliosis
by Piotr Kurzeja, Tomasz Szurmik, Karol Bibrowicz, Jarosław Prusak, Bartłomiej Gąsienica-Walczak and Katarzyna Ogrodzka-Ciechanowicz
J. Clin. Med. 2025, 14(9), 2864; https://doi.org/10.3390/jcm14092864 - 22 Apr 2025
Viewed by 1234
Abstract
Background: The aim of the study was to assess the difference in hip adduction in extended joint position in girls with adolescent idiopathic scoliosis (AIS). Methods: The study group consisted of 69 girls aged 9 to 14 years. The observational cross-sectional [...] Read more.
Background: The aim of the study was to assess the difference in hip adduction in extended joint position in girls with adolescent idiopathic scoliosis (AIS). Methods: The study group consisted of 69 girls aged 9 to 14 years. The observational cross-sectional study involved interview, the clinical examination (body weight measurement, measuring the body height in an upright position, assessment of the alignment of the spinous processes of the thoracic and lumbar vertebrae, assessment of the location of selected anatomical landmarks of the torso), physical examination in which the shape of the ridge surface was analyzed with the use of the photogrammetric method and the moiré effect projection and tests (test of adduction of both hips). Results: Significant differences were noted in the values of abduction for the left and right hip. In the studied group, the mean adduction angle for the left hip was 26.3° and only 19.2° for the right hip. The difference was statistically significant (p < 0.001). Similarly, significant relationships were noted by the authors with reference to values of the difference in abduction for both hips and the sizes of thoracic (p = 00012) and lumbar curvature (p < 0.0001). A significant relationship was also noted between the values of lumbar curvature and the size of adduction for the right hip (p < 0.0001). Conclusions: Abductive contracture of the right hip was noted in the examined girls with AIS. The degree of scoliotic deformity of the lumbar spine is related to the size of the abductive contracture of the right hip joint. Full article
(This article belongs to the Special Issue Challenges in Spinal Deformity)
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15 pages, 2618 KB  
Article
DOF Enhanced via the Multi-Wavelength Method for the Moiré Fringe-Based Alignment
by Kairui Zhang, Haifeng Sun, Dajie Yu, Song Hu, Junbo Liu and Ji Zhou
Micromachines 2025, 16(3), 356; https://doi.org/10.3390/mi16030356 - 20 Mar 2025
Cited by 3 | Viewed by 1825
Abstract
Alignment systems are core subsystems of lithography, which directly affect the overlay accuracy of the lithography process. The Moiré fringe-based alignment method has the advantages of high precision and low complexity. However, the precision of this method is highly sensitive to variations in [...] Read more.
Alignment systems are core subsystems of lithography, which directly affect the overlay accuracy of the lithography process. The Moiré fringe-based alignment method has the advantages of high precision and low complexity. However, the precision of this method is highly sensitive to variations in the gap between the wafer and the mask. To enhance the performance of Moiré fringe-based alignment, this paper proposes a novel method in which the multi-wavelength approach is used to enhance the imaging depth of focus (DOF). We use a multi-wavelength light to illuminate the alignment marks on the wafer and mask, which is combined with different sources. Then, we use the improved phase analysis algorithm to analyze the contrast of the Moiré fringe and calculate the Moiré fringe displacement. Experiments show that, in an alignment range of 1000 μm, the effective DOF can exceed 400 μm. It is evidenced that the accuracy of the Moiré fringe alignment is unaffected and remains at the nanometer level. Otherwise, with parameter optimization, the alignment DOF is expected to be further extended. Full article
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42 pages, 3747 KB  
Review
A Critical Review of Methods and Techniques Used for Monitoring Deformations in Wooden Panel Paintings
by Claudia Gagliardi, Lorenzo Riparbelli, Paola Mazzanti and Marco Fioravanti
Forests 2025, 16(3), 546; https://doi.org/10.3390/f16030546 - 19 Mar 2025
Cited by 4 | Viewed by 2641
Abstract
Wooden panel paintings (WPPs) are among the most significant historical artworks that must be preserved for future generations. Ensuring their long-term conservation requires a comprehensive characterization of their condition, making monitoring an essential process. Thus, the primary objective of this study is to [...] Read more.
Wooden panel paintings (WPPs) are among the most significant historical artworks that must be preserved for future generations. Ensuring their long-term conservation requires a comprehensive characterization of their condition, making monitoring an essential process. Thus, the primary objective of this study is to provide a comprehensive overview of the current techniques employed to study support deformations in WPPs, categorizing them into localized and full-field methods. Specifically, we provide information about linear potentiometric transducers, the Deformometric Kit, and Fiber Bragg Grating sensors as techniques that provide information about specific and isolated points on the artwork’s surface. On the other hand, digital image correlation, stereo-correlation, mark-tracking, 3D modeling techniques, and the moiré method, are discussed as techniques that analyze the entire surface or a significant part of the artwork. Each method has advantages and limitations, depending on the type of monitoring needed and the desired information. Nevertheless, these techniques contribute to understanding the behavior of the artworks’ materials under environmental fluctuations or restoration interventions, aiding the development of targeted and effective conservation strategies. Furthermore, this study seeks to evaluate the effectiveness of these methods in various conservation contexts and offers practical guidelines to assist conservators and researchers in selecting the most appropriate approach to support the long-term conservation of these invaluable historical artworks. Full article
(This article belongs to the Section Wood Science and Forest Products)
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13 pages, 4221 KB  
Article
A Method to Address the Impact of Incident Conditions on the Spectral Reconstruction of the Talbot Wavemeter
by Yiming Wang, Yu Huang, Xiaohu Yang, Zhanfeng Li and Yue Li
Sensors 2025, 25(5), 1609; https://doi.org/10.3390/s25051609 - 6 Mar 2025
Cited by 1 | Viewed by 1246
Abstract
The Talbot wavemeter has attracted widespread attention from researchers in recent years due to its advantages of miniaturization and low cost. However, the impact of varying incident conditions caused by factors such as alignment has remained a challenge for spectral retrieval. This paper [...] Read more.
The Talbot wavemeter has attracted widespread attention from researchers in recent years due to its advantages of miniaturization and low cost. However, the impact of varying incident conditions caused by factors such as alignment has remained a challenge for spectral retrieval. This paper first derives the influence of different incident conditions on the interference pattern based on Fresnel diffraction and verifies the derivation through simulations. We propose a method to address the impact of incident conditions on the interference pattern. By adding a grating with a different periodicity in front of the detector, Moiré fringes are generated in the periodicity dimension, increasing the fringe period and thus enlarging the tolerance for angular misalignment. Finally, we constructed a Talbot wavemeter based on a double-grating structure, achieving a spectral resolution of 9 nm at 360 nm. This method provides a reference for the future development of a high-precision, high-resolution Talbot wavemeter. Full article
(This article belongs to the Section Optical Sensors)
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15 pages, 1791 KB  
Article
A Neural Network Based on Supervised Multi-View Contrastive Learning and Two-Stage Feature Fusion for Face Anti-Spoofing
by Jin Li and Wenyun Sun
Electronics 2024, 13(24), 4865; https://doi.org/10.3390/electronics13244865 - 10 Dec 2024
Cited by 1 | Viewed by 1677
Abstract
As one of the most crucial parts of face detection, the accuracy and the generalization of face anti-spoofing are particularly important. Therefore, it is necessary to propose a multi-branch network to improve the accuracy and generalization of the detection of unknown spoofing attacks. [...] Read more.
As one of the most crucial parts of face detection, the accuracy and the generalization of face anti-spoofing are particularly important. Therefore, it is necessary to propose a multi-branch network to improve the accuracy and generalization of the detection of unknown spoofing attacks. These branches consist of several frequency map encoders and one depth map encoder. These encoders are trained together. It leverages multiple frequency features and generates depth map features. High-frequency edge texture is beneficial for capturing moiré patterns, while low-frequency features are sensitive to color distortion. Depth maps are more discriminative than RGB images at the visual level and serve as useful auxiliary information. Supervised Multi-view Contrastive Learning enhances multi-view feature learning. Moreover, a two-stage feature fusion method effectively integrates multi-branch features. Experiments on four public datasets, namely CASIA-FASD, Replay–Attack, MSU-MFSD, and OULU-NPU, demonstrate model effectiveness. The average Half Total Error Rate (HTER) of our model is 4% (25% to 21%) lower than the Adversarial Domain Adaptation method in inter-set evaluations. Full article
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