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1.
Sensors (Basel) ; 23(17)2023 Aug 31.
Artículo en Inglés | MEDLINE | ID: mdl-37688037

RESUMEN

Here, we document a D-type double open-loop channel floor plasmon resonance (SPR) photonic crystal fiber (PCF) for temperature sensing. The grooves are designed on the polished surfaces of the pinnacle and backside of the PCF and covered with a gold (Au) film, and stomata are distributed around the PCF core in a progressive, periodic arrangement. Two air holes between the Au membrane and the PCF core are designed to shape a leakage window, which no longer solely averts the outward diffusion of Y-polarized (Y-POL) core mode energy, but also sets off its coupling with the Au movie from the leakage window. This SPR-PCF sensor uses the temperature-sensitive property of Polydimethylsiloxane (PDMS) to reap the motive of temperature sensing. Our lookup effects point out that these SPR-PCF sensors have a temperature sensitivity of up to 3757 pm/°C when the temperature varies from 5 °C to 45 °C. In addition, the maximum refractive index sensitivity (RIS) of the SPR-PCF sensor is as excessive as 4847 nm/RIU. These proposed SPR-PCF temperature sensors have an easy nanostructure and proper sensing performance, which now not solely improve the overall sensing performance of small-diameter fiber optic temperature sensors, but also have vast application prospects in geo-logical exploration, biological monitoring, and meteorological prediction due to their remarkable RIS and exclusive nanostructure.

2.
Sensors (Basel) ; 22(20)2022 Oct 13.
Artículo en Inglés | MEDLINE | ID: mdl-36298114

RESUMEN

The development of the smartphone and computer vision technique provides customers with a convenient approach to identify tea species, as well as qualities. However, the prediction model may not behave robustly due to changes in illumination conditions. Fluorescence imaging can induce the fluorescence signal from typical components, and thus may improve the prediction accuracy. In this paper, a tea classification method based on fluorescence imaging and convolutional neural networks (CNN) is proposed. Ultra-violet (UV) LEDs with a central wavelength of 370 nm were utilized to induce the fluorescence of tea samples so that the fluorescence images could be captured. Five kinds of tea were included and pre-processed. Two CNN-based classification models, e.g., the VGG16 and ResNet-34, were utilized for model training. Images captured under the conventional fluorescent lamp were also tested for comparison. The results show that the accuracy of the classification model based on fluorescence images is better than those based on the white-light illumination images, and the performance of the VGG16 model is better than the ResNet-34 model in our case. The classification accuracy of fluorescence images reached 97.5%, which proves that the LED-induced fluorescence imaging technique is promising to use in our daily life.


Asunto(s)
Redes Neurales de la Computación , Imagen Óptica ,
3.
Sensors (Basel) ; 19(21)2019 Oct 28.
Artículo en Inglés | MEDLINE | ID: mdl-31661932

RESUMEN

A multi-channel light emitting diode (LED)-induced fluorescence system combined with a convolutional neural network (CNN) analytical method was proposed to classify the varieties of tea leaves. The fluorescence system was developed employing seven LEDs with spectra ranging from ultra-violet (UV) to blue as excitation light sources. The LEDs were lit up sequentially to induce a respective fluorescence spectrum, and their ability to excite fluorescence from components in tea leaves were investigated. All the spectral data were merged together to form a two-dimensional matrix and processed by a CNN model, which is famous for its strong ability in pattern recognition. Principal component analysis combined with k-nearest-neighbor classification was also employed as a baseline for comparison. Six grades of green tea, two types of black tea and one kind of white tea were verified. The result proved a significant improvement in accuracy and showed that the proposed system and methodology provides a fast, compact and robust approach for tea classification.

4.
J Autoimmun ; 89: 30-40, 2018 05.
Artículo en Inglés | MEDLINE | ID: mdl-29167025

RESUMEN

Psoriasis-specific proteins dysregulated in keratinocytes and involved in the pathophysiological process of psoriasis remains elusive. We report here that epidermal galectin-3 expression is significantly downregulated in lesional skin, but not in non-lesional skin in psoriasis patients, nor in a group of diseases known as psoriasiform dermatitis clinically and histologically similar to psoriasis. The deficiency of epidermal galectin-3 is sufficient to promote development of psoriatic lesions, as evidenced by more severe skin inflammation in galectin-3 knockout (gal3-/-) mice, compared to wild-type mice, after imiquimod treatment, and in skin from gal3-/- mice grafted onto wildtype mice. The development of psoriatic-like lesions is attributable to 1) the spontaneously tuning up of psoriasis signatures in keratinocytes through JNK pathway; and 2) neutrophil accumulation caused by the enhanced leukocyte-recruiting capacity associated with overexpression of S100A7-9 and CXCL-1, 8 in keratinocytes with impaired galectin-3 expression. Psoriasis-like skin inflammation is significantly improved in gal-3-/- mice both by inhibition of neutrophils accumulation with a selective CXCR2 antagonist of SB225002, and by intracutaneous injection of recombinant galectin-3. Overall, these findings offer promising galectin-3-related diagnostic and therapeutic resolutions of psoriasis.


Asunto(s)
Biomarcadores/metabolismo , Galectina 3/metabolismo , Inflamación/diagnóstico , Queratinocitos/fisiología , Neutrófilos/inmunología , Psoriasis/diagnóstico , Piel/inmunología , Animales , Células Cultivadas , Modelos Animales de Enfermedad , Progresión de la Enfermedad , Galectina 3/administración & dosificación , Galectina 3/genética , Humanos , Imiquimod , MAP Quinasa Quinasa 4/metabolismo , Ratones , Ratones Endogámicos C57BL , Ratones Noqueados , Compuestos de Fenilurea/farmacología , Receptores de Interleucina-8B/antagonistas & inhibidores , Transducción de Señal
5.
Opt Express ; 25(21): 24901-24906, 2017 Oct 16.
Artículo en Inglés | MEDLINE | ID: mdl-29041163

RESUMEN

A passively mode-locked Yb fiber laser using PbSe colloidal quantum dots (CQDs) as saturable absorber (SA) is experimentally demonstrated. An all-fiber experimental scheme was designed to understand the SA property of PbSe CQDs. The non-saturable loss, modulation depth, and saturable intensity of SA measured were 23%, 7%, and 12 MW/cm2, respectively. The PbSe CQDs were sandwiched in a fiber connector, which was further inserted into the Yb fiber laser for mode-locking. As the pump power up to 110 mW, the self-starting mode-locking pulses were observed. Under the pump power of 285 mW, a maximum average laser power with fundamental mode-locking operation was obtained to be 21.3 mW. In this situation, the pulse full width at half maximum (FWHM), pulse repetition rate, and spectral FWHM were measured to be 70 ps, 8.3 MHz, and 4.5 nm, respectively.

6.
Opt Express ; 25(19): 23207-23214, 2017 Sep 18.
Artículo en Inglés | MEDLINE | ID: mdl-29041623

RESUMEN

We numerically investigate the thermal radiation of one-dimensional deep subwavelength slits in the near infrared range. Using numerical calculations of single-slit and multi-slit structures, we find that high-level radiation efficiency can be achieved for a wide spectrum when ultra-thin intermediate layers are used, and it is less affected by structure parameters. The underlying mechanisms involve Surface Plasmon Polaritons resonance and Fabry-Perot interference at each slit and the interaction between adjacent slits. This structure helps understand and improve the design of thermal radiation control devices.

7.
Opt Express ; 21(21): 25364-72, 2013 Oct 21.
Artículo en Inglés | MEDLINE | ID: mdl-24150378

RESUMEN

We report a novel quasi-synchronously pumped PPMgLN-based high power mid-infrared (MIR) laser with picosecond pulse bunch output. The pump laser is a linearly polarized MOPA structured all fiberized Yb fiber laser with picosecond pulse bunch output. The output from a mode-locked seed fiber laser was directed to pass through a FBG reflector via a circulator to narrow the pulse duration from 800 ps to less than 50 ps and the spectral FWHM from 9 nm to 0.15 nm. The narrowed pulses were further directed to pass through a novel pulse multiplier through which each pulse was made to become a pulse bunch composing of 13 sub-pulses with pulse to pulse time interval of 1.26 ns. The pulses were then amplified via two stage Yb fiber amplifiers to obtain a linearly polarized high average power output up to 85 W, which were then directed to pass through an isolator and to pump a PPMgLN-based optical parametric oscillator via quasi-synchronization pump scheme for ps pulse bunch MIR output. High MIR output with average power up to 4 W was obtained at 3.45 micron showing the feasibility of such pump scheme for ps pulse bunch MIR output.

8.
Micromachines (Basel) ; 14(8)2023 Aug 14.
Artículo en Inglés | MEDLINE | ID: mdl-37630133

RESUMEN

Since the use of chemical fuels is permanently damaging the environment, the need for new energy sources is urgent for mankind. Given that solar energy is a clean and sustainable energy source, this study investigates and proposes a six-layer composite ultra-wideband high-efficiency solar absorber with an annular microstructure. It achieves this by using a combination of the properties of metamaterials and the quantum confinement effects of semiconductor materials. The substrate is W-Ti-Al2O3, and the microstructure is an annular InAs-square InAs film-Ti film combination. We used Lumerical Solutions' FDTD solution program to simulate the absorber and calculate the model's absorption, field distribution, and thermal radiation efficiency (when it is used as a thermal emitter), and further explored the physical mechanism of the model's ultra-broadband absorption. Our model has an average absorption of 95.80% in the 283-3615 nm band, 95.66% in the 280-4000 nm band, and a weighted average absorption efficiency of 95.78% under AM1.5 illumination. Meanwhile, the reflectance of the model in the 5586-20,000 nm band is all higher than 80%, with an average reflectance of 94.52%, which has a good thermal infrared suppression performance. It is 95.42% under thermal radiation at 1000 K. It has outstanding performance when employed as a thermal emitter as well. Additionally, simulation results show that the absorber has good polarization and incidence angle insensitivity. The model may be applied to photodetection, thermophotovoltaics, bio-detection, imaging, thermal ion emission, and solar water evaporation for water purification.

9.
Mol Biol Rep ; 39(5): 5659-67, 2012 May.
Artículo en Inglés | MEDLINE | ID: mdl-22198550

RESUMEN

In the present study, we investigated the differentially expressed proteins associated with ulcerative colitis (UC) using proteomic methods. Two-dimensional electrophoresis (2-DE) technology was performed to separate the total proteins of ulcerative tissues from those of the normal tissues of UC patients. PDQuest software was applied to analyze the obtained 2-DE images. Candidate protein spots between the two groups were identified using matrix-assisted laser desorption/ionization time-of-flight mass spectrometry and bioinformatics analysis. The well resolution and reproducible 2-DE patterns of UC and normal tissues were established. Of the 12 differentially expressed proteins, 9 were successfully identified, of which 6 proteins were up-regulated including apolipoprotein C-III, haptoglobin, receptor tyrosine kinase, aldehyde reductase, pericentriolar material 1, and heat shock factor protein 2, and 3 were down-regulated including keratin, filamin A-interacting protein 1, and tropomyosin 3. These identified proteins were related to hormonal modulation, immune response, oxidative stress, and signal conduction. The 2-DE protein expression profile of the UC tissues displays an obvious difference from that of the normal controls. Various proteins may be involved in the occurrence of UC.


Asunto(s)
Proteínas Sanguíneas/metabolismo , Colitis Ulcerosa/sangre , Colitis Ulcerosa/metabolismo , Proteómica/métodos , Adolescente , Adulto , Anciano , Proteínas Sanguíneas/química , Western Blotting , Estudios de Casos y Controles , Niño , Colitis Ulcerosa/patología , Bases de Datos de Proteínas , Electroforesis en Gel Bidimensional , Humanos , Inmunohistoquímica , Mucosa Intestinal/metabolismo , Mucosa Intestinal/patología , Queratinas/metabolismo , Espectrometría de Masas , Persona de Mediana Edad , Mapeo Peptídico , Adulto Joven
10.
Appl Opt ; 51(28): 6881-5, 2012 Oct 01.
Artículo en Inglés | MEDLINE | ID: mdl-23033106

RESUMEN

We experimentally demonstrated a compact fiber laser-pumped multichannel PPMgLN-based optical parametric oscillator (OPO) generating total OPO output power of 15.8, 15.2, 14.2, 12.9, and 8.8 W with idler output power of 4.7, 4.3, 4.1, 3.3, and 2.1 W at the wavelength of 3.43, 3.63, 3.72, 3.83, and 3.99 µm, respectively. The OPO was pumped by a fully fiberized polarization maintaining (PM) ytterbium-doped pulsed fiber master oscillation power amplifier (MOPA) operating at 1064 nm at a repetition rate of 65 kHz with effective pump power of 28.7 W. The MOPA system was constructed with an acousto-optic Q-switched fiber laser seed and only one stage PM fiber amplifier without any free space components, which makes the pump system compact and stable in the long-term. Comparisons on efficiencies and signal wavelength shifts between different channels showed that the idler absorption was the main factor preventing high average-power OPO operation with long idler wavelength.


Asunto(s)
Tecnología de Fibra Óptica/instrumentación , Láseres de Estado Sólido , Fibras Ópticas , Diseño de Equipo , Magnesio , Niobio , Óxidos , Iterbio
11.
Materials (Basel) ; 15(21)2022 Oct 26.
Artículo en Inglés | MEDLINE | ID: mdl-36363087

RESUMEN

Herein, a PbSe quantum dot-doped-mode-locked fiber laser is experimentally demonstrated. A PbSe quantum dot-doped fiber is prepared using a melting method and induced as a gain medium in our mode-locked fiber laser. By increasing the pump power, a stable pulse train is obtained with a pulse duration of 36 ps, a pulse repetition rate of 4.5 MHz, an average laser power of 9.8 mW, and a central wavelength of 1214.5 nm. The pulse duration can be changed by adjusting the PC or increasing the pump power. The maximum laser power obtained was 42.7 mW under the pump power of 800 mW. Our results prove that a quantum dot-doped-mode-locked fiber laser is achievable, which provides a new scheme to solve wavelength problem of rare-earth-doped mode-locked fiber lasers.

12.
Micromachines (Basel) ; 12(11)2021 Oct 21.
Artículo en Inglés | MEDLINE | ID: mdl-34832704

RESUMEN

To solve the problem of complex structure and narrow absorption band of most of today's terahertz absorbers, this paper proposes and utilizes the finite element (COMSOL) method to numerically simulate a broadband absorber based on a straightforward periodic structure consisting of a disk and concentric ring. The final results show that our designed absorber has an absorption rate of over 99% in the broadband range of 9.06 THz to 9.8 THz and an average of over 97.7% in the ultra-broadband range of 8.62 THz to 10 THz. The reason for the high absorption is explained by the depiction of the electric field on the absorber surface at different frequencies. In addition, the materials for the top pattern of the absorber are replaced by Cu, Ag, or Al, and the absorber still achieves perfect absorption with different metal materials. Due to the perfect symmetry of the absorber structure, the absorber is very polarization-insensitive. The overall design is simple, easy to process and production. Therefore, our research will offer great potential for applications in areas such as terahertz electromagnetic stealth, sensing, and thermal imaging.

13.
J Biomed Opt ; 26(4)2021 04.
Artículo en Inglés | MEDLINE | ID: mdl-33840164

RESUMEN

SIGNIFICANCE: Digital holographic microscopy is widely used to get the quantitative phase information of transparent cells. AIM: However, the sample phase is superimposed with aberrations. To quantify the phase information, aberrations need to be fully compensated. APPROACH: We propose a technique to obtain aberration-free phase imaging, using the derivative-based principal component analysis (dPCA). RESULTS: With dPCA, almost all aberrations can be extracted and compensated without requirements on background segmentation, making it efficient and convenient. CONCLUSIONS: It solves the problem that the conventional principal component analysis (PCA) algorithm cannot compensate the common but intricate higher order cross-term aberrations, such as astigmatism and coma. Moreover, the dPCA strategy proposed here is not only suitable for aberration compensation but also applicable for other cases where there exist cross-terms that cannot be analyzed with the PCA algorithm.


Asunto(s)
Astigmatismo , Holografía , Algoritmos , Humanos , Análisis de Componente Principal
14.
Nanomaterials (Basel) ; 11(8)2021 Aug 10.
Artículo en Inglés | MEDLINE | ID: mdl-34443871

RESUMEN

In this paper, we designed an ultra-wideband solar energy absorber and approved it numerically by the finite-difference time-domain simulation. The designed solar energy absorber can achieve a high absorption of more than 90% of light in a continuous 3.506 µm (0.596 µm-4.102 µm) wavelength range. The basic structure of the absorber is based on silicon dioxide colloidal crystal and Ti. Since the materials have a high melting point, the designed solar energy absorber can work normally under high temperature, and the structure of this solar energy absorber is simpler than most solar energy absorbers fabricated with traditional metal. In the entire wavelength band researched, the average absorption of the colloidal crystal-based solar energy absorber is as high as 94.3%, demonstrating an excellent performance under the incidence light of AM 1.5 solar spectrum. In the meantime, the absorption spectrum of the solar energy absorber is insensitive to the polarization of light. In comparison to other similar structures, our designed solar energy absorber has various advantages, such as its high absorption in a wide spectrum range and that it is low cost and easy to make.

15.
Comput Methods Programs Biomed ; 208: 106295, 2021 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-34329895

RESUMEN

OBJECTIVE: 3D Digitization of dental model is growing in popularity for dental application. Classification of tooth type from single 3D point cloud model without assist of relative position among teeth is still a challenging task. METHODS: In this paper, 8-class posterior tooth type classification (first premolar, second premolar, first molar, second molar in maxilla and mandible respectively) was investigated by convolutional neural network (CNN)-based occlusal surface morphology analysis. 3D occlusal surface was transformed to depth image for basic CNN-based classification. Considering the logical hierarchy of tooth categories, a hierarchical classification structure was proposed to decompose 8-class classification task into two-stage cascaded classification subtasks. Image augmentations including traditional geometrical transformation and deep convolutional generative adversarial networks (DCGANs) were applied for each subnetworks and cascaded network. RESULTS: Results indicate that combing traditional and DCGAN-based augmented images to train CNN models can improve classification performance. In the paper, we achieve overall accuracy 91.35%, macro precision 91.49%, macro-recall 91.29%, and macro-F1 0.9139 for the 8-class posterior tooth type classification, which outperform other deep learning models. Meanwhile, Grad-cam results demonstrate that CNN model trained by our augmented images will focus on smaller important region for better generality. And anatomic landmarks of cusp, fossa, and groove work as important regions for cascaded classification model. CONCLUSION: The reported work has proved that using basic CNN to construct two-stage hierarchical structure can achieve the best classification performance of posterior tooth type in 3D model without assistance of relative position information. The proposed method has advantages of easy training, great ability to learn discriminative features from small image region.


Asunto(s)
Redes Neurales de la Computación , Diente , Humanos , Diente/diagnóstico por imagen
16.
Comput Biol Med ; 123: 103860, 2020 08.
Artículo en Inglés | MEDLINE | ID: mdl-32658784

RESUMEN

The accumulation of dental plaque on a tooth surface plays a crucial role in developing dental caries. In this paper, fluorescence imaging modality with structured light-based intraoral 3D scanner were combined to investigate the 3D distribution of dental plaque. The traditional fluorescence imaging method only reveals the 2D spatial distribution of the dental plaque on a tooth surface. To visualize the 3D distribution of the dental plaque on an occlusal surface, mapping a 2D fluorescence image to a 3D occlusal surface was investigated. An iterative closest point (ICP)-based contour registration method was proposed. A fluorescence camera was calibrated to obtain intrinsic parameters. The rotation and translation matrices for projecting the 3D occlusal surface were optimized to match the contours of the 2D fluorescence image and the 3D projected model. The 3D distribution of occlusal plaque reveals that dental plaque accumulation relates to the local and global morphology of the tooth surface. Thus, the depth of the pit-and-fissure is not the only parameter used to determine plaque content. The investigation of the 3D distribution of occlusal plaque using 2D-3D registration paves the path for the quantitative analysis of the tooth surface morphology to perform plaque-guided caries risk assessment.


Asunto(s)
Caries Dental , Placa Dental , Caries Dental/diagnóstico por imagen , Placa Dental/diagnóstico por imagen , Humanos , Imagen Óptica
17.
J Mol Recognit ; 22(3): 205-14, 2009.
Artículo en Inglés | MEDLINE | ID: mdl-19229850

RESUMEN

On T cell receptor (TCR) stimulation, src homology 2 domain-containing transforming protein C1 (SHC1) had been found to bind the tyrosine-phosphorylated CD247 chain of the receptor via its src homology 2 (SH2) domain, delivering signals that control T cell development and activation. However, how the phosphorylation of CD247 led to the instant binding has not been characterized clearly. To study the binding process in detail, we simulated and compared the interaction processes of the SH2 domain with CD247 and phosphorylated CD247, respectively. Unexpectedly, the simulation revealed that SHC1 can also bind the nonphosphorylated CD247 peptide, which was further validated to be a weak binding by affinity pull-down experiment. The molecular dynamics (MD) simulation also revealed that the CD247 peptide formed a folding conformation with its Leu209 inserted into the hydrophobic binding pocket in SHC1. And on phosphorylation, it was the electrostatic attraction between the CD247 Tyr(P)206 and the SHC1 Tyr(P)-binding pocket that destroyed the folding conformation of the nonphosphorylated CD247 and, aided by the electrostatic attraction between SHC1 and the Asp203 of CD247, led to the extended conformation of the phosphorylated CD247 binding to SHC1 strongly. The results suggest that nonphosphorylated CD247 can recruit SHC1 in advance to prepare for the instant needs for SHC1 on TCR stimulation. In view of the ubiquity of phosphorylation in protein interaction regulation, we think this study also exemplified the usefulness of MD in more interactome research involving phosphorylation.


Asunto(s)
Complejo CD3/metabolismo , Receptores de Antígenos de Linfocitos T/metabolismo , Proteínas Adaptadoras de la Señalización Shc/metabolismo , Secuencia de Aminoácidos , Complejo CD3/química , Simulación por Computador , Humanos , Modelos Moleculares , Datos de Secuencia Molecular , Péptidos/química , Fosforilación , Unión Proteica , Receptores de Antígenos de Linfocitos T/química , Proteínas Recombinantes de Fusión/química , Reproducibilidad de los Resultados , Alineación de Secuencia , Proteínas Adaptadoras de la Señalización Shc/química , Proteína Transformadora 1 que Contiene Dominios de Homología 2 de Src , Dominios Homologos src
18.
Biomed Opt Express ; 10(1): 283-292, 2019 Jan 01.
Artículo en Inglés | MEDLINE | ID: mdl-30775100

RESUMEN

Digital holography is a well-accepted method for phase imaging. However, the phase of the object is always embedded in aberrations. Here, we present a digital holographic phase imaging with the aberrations fully compensated, including the high order aberrations. Instead of using pre-defined aberration models or 2D fitting, we used the simpler and more flexible 1D fitting. Although it is 1D fitting, data across the whole plane could be used. Theoretically, all types of aberrations can be compensated with this method. Experimental results show that the aberrations have been fully compensated and the pure object phase can be obtained for further studies.

19.
Zhongguo Shi Yan Xue Ye Xue Za Zhi ; 27(3): 958-963, 2019 Jun.
Artículo en Zh | MEDLINE | ID: mdl-31204961

RESUMEN

OBJECTIVE: To investigate the effects of Listeria monocytogenes infection on hematopoietic stem and progenitor cell (HSPC) composition, cell cycle and cell colony-forming ability in mouse bone marrow. METHODS: The C57BL/6J mice were divided into infected group and control group. The mice in injected group were infected intraperitoneally with 6.7×106 CFU Listeria monocytogenes,while the mice in control group were injecfed with PBS of same volume.The serum levels of IFNγ were detected at different time points. After 24 hours, the HS/PC composition, cell cycle and cell colony-forming ability in bone marrow of mice were measured, and the difference between the control group and the infected group was statistically analyzed. RESULTS: Serum IFNγ levels peaked at 24 hours after infection with Listeria monocytogenes. After 24 h, the proportion of LSK, LSK in S phase, and short-term hematopoietic stem cells (ST-HSC) in the infected group were significantly higher than those in the control group (P<0.001), long-term hematopoietic stem cells (LT-HSC) and the proportion of LT-HSC in S phase were significantly increased (P<0.01), and the cell colony-forming ability of bone marrow significantly decreased (P<0.01). [WTHZ]Conclusion: [WTB1]After infection with Listeria monocytogenes, bone marrow hematopoietic stem cells enter the proliferative state from rest, the cell colony-forming ability decreases, suggesting that Listeria monocytogenes infection can cause hematopoietic stem cell depletion.


Asunto(s)
Trasplante de Células Madre Hematopoyéticas , Células Madre Hematopoyéticas , Animales , Médula Ósea , Células de la Médula Ósea , Diferenciación Celular , Proliferación Celular , Ratones , Ratones Endogámicos C57BL
20.
Phys Med Biol ; 63(16): 165001, 2018 08 10.
Artículo en Inglés | MEDLINE | ID: mdl-30033931

RESUMEN

A novel computer-aided detection method based on deep learning framework was proposed to detect small intestinal ulcer and erosion in wireless capsule endoscopy (WCE) images. To the best of our knowledge, this is the first time that deep learning framework has been exploited on automated ulcer and erosion detection in WCE images. Compared with the traditional detection method, deep learning framework can produce image features directly from the data and increase recognition accuracy as well as efficiency, especially for big data. The developed method included image cropping and image compression. The AlexNet convolutional neural network was trained to the database with tens of thousands of WCE images to differentiate lesion and normal tissue. The results of ulcer and erosion detection reached a high accuracy of 95.16% and 95.34%, sensitivity of 96.80% and 93.67%, and specificity of 94.79% and 95.98%, correspondingly. The area under the receiver operating characteristic curve was over 0.98 in both of the networks. The promising results indicate that the proposed method has the potential to work in tandem with doctors to efficiently detect intestinal ulcer and erosion.


Asunto(s)
Endoscopía Capsular/métodos , Aprendizaje Profundo , Diagnóstico por Computador/métodos , Procesamiento de Imagen Asistido por Computador/métodos , Intestino Delgado/patología , Redes Neurales de la Computación , Úlcera/diagnóstico , Estudios de Casos y Controles , Humanos , Intestino Delgado/diagnóstico por imagen , Curva ROC , Úlcera/diagnóstico por imagen
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