• Title/Summary/Keyword: low resolution

Search Result 2,619, Processing Time 0.036 seconds

Super-Resolution Iris Image Restoration using Single Image for Iris Recognition

  • Shin, Kwang-Yong;Kang, Byung-Jun;Park, Kang-Ryoung
    • KSII Transactions on Internet and Information Systems (TIIS)
    • /
    • v.4 no.2
    • /
    • pp.117-137
    • /
    • 2010
  • Iris recognition is a biometric technique which uses unique iris patterns between the pupil and sclera. The advantage of iris recognition lies in high recognition accuracy; however, for good performance, it requires the diameter of the iris to be greater than 200 pixels in an input image. So, a conventional iris system uses a camera with a costly and bulky zoom lens. To overcome this problem, we propose a new method to restore a low resolution iris image into a high resolution image using a single image. This study has three novelties compared to previous works: (i) To obtain a high resolution iris image, we only use a single iris image. This can solve the problems of conventional restoration methods with multiple images, which need considerable processing time for image capturing and registration. (ii) By using bilinear interpolation and a constrained least squares (CLS) filter based on the degradation model, we obtain a high resolution iris image with high recognition performance at fast speed. (iii) We select the optimized parameters of the CLS filter and degradation model according to the zoom factor of the image in terms of recognition accuracy. Experimental results showed that the accuracy of iris recognition was enhanced using the proposed method.

Numerical study on temporal resolution of meteorological information for prediction of Asian dust (황사의 확산예측을 위한 기상정보의 시간해상도에 관한 수치연구)

  • Lee Soon-Hwan;Gwak Eun-Young;Ryu Chan-Su;Moon Yun-Seob
    • Journal of Environmental Science International
    • /
    • v.13 no.10
    • /
    • pp.891-902
    • /
    • 2004
  • In order to predict air pollution and Yellow-sand dispersion precisely, it is necessary to clarify the sensitivity of meteorological field input interval. Therefore numerical experiment by atmospheric dynamic model(RAMS) and atmospheric dispersion model(PDAS) was performed for evaluating the effect of temporal and spatial resolution of meteorological data on particle dispersion. The results are as follows: 1) Base on the result of RAMS simulation, surface wind direction and speed can either synchronize upper wind or not. If surface wind and upper wind do not synchronize, precise prediction of Yellow-sand dispersion is strongly associated with upwelling process of sand of particle. 2) There is no significant discrepance in distribution of particle under usage of difference temporal resolution of meteorological information at early time of simulation, but the difference of distribution of particles become large as time goes by. 3) There is little difference between calculated particles distributions in dispersion experiments with high temporal resolution of meteorological data. On the other hand, low resolution of meteorological data occur the quantitative difference of particle density and there is strong tendency to the quantitative difference.

SDCN: Synchronized Depthwise Separable Convolutional Neural Network for Single Image Super-Resolution

  • Muhammad, Wazir;Hussain, Ayaz;Shah, Syed Ali Raza;Shah, Jalal;Bhutto, Zuhaibuddin;Thaheem, Imdadullah;Ali, Shamshad;Masrour, Salman
    • International Journal of Computer Science & Network Security
    • /
    • v.21 no.11
    • /
    • pp.17-22
    • /
    • 2021
  • Recently, image super-resolution techniques used in convolutional neural networks (CNN) have led to remarkable performance in the research area of digital image processing applications and computer vision tasks. Convolutional layers stacked on top of each other can design a more complex network architecture, but they also use more memory in terms of the number of parameters and introduce the vanishing gradient problem during training. Furthermore, earlier approaches of single image super-resolution used interpolation technique as a pre-processing stage to upscale the low-resolution image into HR image. The design of these approaches is simple, but not effective and insert the newer unwanted pixels (noises) in the reconstructed HR image. In this paper, authors are propose a novel single image super-resolution architecture based on synchronized depthwise separable convolution with Dense Skip Connection Block (DSCB). In addition, unlike existing SR methods that only rely on single path, but our proposed method used the synchronizes path for generating the SISR image. Extensive quantitative and qualitative experiments show that our method (SDCN) achieves promising improvements than other state-of-the-art methods.

A novel hybrid type encoder design for the position control with the high-resolution

  • Kim, Jong-Kwon;Park, Sung-Jun;Cho, Kyeum-Rae
    • 제어로봇시스템학회:학술대회논문집
    • /
    • 2003.10a
    • /
    • pp.1216-1219
    • /
    • 2003
  • The position control is very important in semiconductor manufacturing devices, precision machining tools, precision measuring instruments, etc. The accuracy of measurement for the distance in these devices affect on the performance of the whole devices. Therefore, in those precision instruments, a sensing device that can measure the distance of movement with high-precision resolution is required. In this paper, a novel hybrid (digital and analog) type encoder is proposed. It is shown that from several experiments, a high-resolution angular position measurement device can be designed with a low cost incremental encoder and a DSP controller.

  • PDF

A Study on Improvement of MUAP Resolution using Spatial Filter (공간필터에 의한 운동단위 활동전위의 분해능 향상에 관한 연구)

  • Yang, Duck-Jin;Jun, Chang-Ik;Lee, Young-Suk;Lee, Jin;Kim, Sung-Hwan
    • The Transactions of the Korean Institute of Electrical Engineers D
    • /
    • v.53 no.1
    • /
    • pp.55-64
    • /
    • 2004
  • Conventional bipolar surface electromyography(EMG) technique detects only the superimposed electromyographic activity of a large number of motor units due to its low spatial resolution. For the diagnosis of neuromuscular disorder, the information of single MU is required. In this paper, 9 channel array surface electrode system was as designed and MLoG filter was proposed. Also the MCPT(modified convolution processing technique)method was proposed for the improvement of MUAP resolution. For performance evaluation, power spectrum analysis of random data and raw EMG signal comparison of MUAP shape and quantitative estimation of SNR were executed. As a result, the MUAP resolution improvement of 32% was obtained from the standpoint of the signal-to-noise ratio(SNR).

TEXTURE ANALYSIS, IMAGE FUSION AND KOMPSAT-1

  • Kressler, F.P.;Kim, Y.S.;Steinnocher, K.T.
    • Proceedings of the KSRS Conference
    • /
    • 2002.10a
    • /
    • pp.792-797
    • /
    • 2002
  • In the following paper two algorithms, suitable for the analysis of panchromatic data as provided by KOMPSAT-1 will be presented. One is a texture analysis which will be used to create a settlement mask based on the variations of gray values. The other is a fusion algorithm which allows the combination of high resolution panchromatic data with medium resolution multispectral data. The procedure developed for this purpose uses the spatial information present in the high resolution image to spatially enhance the low resolution image, while keeping the distortion of the multispectral information to a minimum. This makes it possible to use the fusion results for standard multispecatral classification routines. The procedures presented here can be automated to large extent, making them suitable for a standard processing routine of satellite data.

  • PDF

Measurements of Temperature and Flow Fields with Sub-Millimeter Spatial Resolution Using Two-Color Laser Induced Fluorescence (LIF) and Micro-Particle Image Velocimetry (PIV)

  • Kim Hyun Jung
    • Journal of Mechanical Science and Technology
    • /
    • v.19 no.2
    • /
    • pp.716-727
    • /
    • 2005
  • Comprehensive measurements for velocity and temperature fields have been conducted. A Micro PIV 2-color LIF system have been setup to measure the buoyancy driven fields in a 1-mm heated channel with low Grashof-Prandtl numbers [$86]. Fluorescence microscopy is combined with an MPIV system to obtain enough intensity images and clear pictures from nano-scale fluorescence particles. The spatial resolution of the Micro PIV system is $75{\mu}m\;by\;67{\mu}m$ and error due to Brownian motion is estimated $1.05\%$. Temperature measurements have achieved the $4.7\;{\mu}m$ spatial resolution with relatively large data uncertainties the present experiment. The measurement uncertainties have been decreased down to less than ${\pm}1.0^{\circ}C$ when measurement resolution is equivalent to $76\;{\mu}m$. Measured velocity and temperature fields will be compared with numerical results to examine the feasibility of development as a diagnostic technique.

Limitations of time resolution and spatial overlap caused by group velocity mismatch in experiments using ultrashort UV and visible optical pulses. (자외선과 가시광선 극초단 펄스 실험의 군속도 차이에 의한 시간 분해능 및 공간 겹침의 제한)

  • 김성규
    • Korean Journal of Optics and Photonics
    • /
    • v.5 no.2
    • /
    • pp.252-259
    • /
    • 1994
  • The method of calculating overlap dispersion caused by group velocity mismatch between uv and visible pulses in ultrafast pump-probe experiments is presented to discuss limitations of the time resolution and signal intensity. The calculations show arrangements using a single focusing lens shall result in undesirable time resolution and low signal intensity. Achromatic doublets result in unrealistic solutions. However, dramatic improvement in the time resolution and signal intensity is expected in the optical arrangements using separate lens for each pulse and in the arrangements using a cutoff secondary lens with a main lens. lens.

  • PDF

지표 물리탐사법을 이용한 염/담수 영역의 고분해능 영상화

  • 박권규;신제현;박윤성;황세호
    • Proceedings of the Korean Society of Soil and Groundwater Environment Conference
    • /
    • 2004.09a
    • /
    • pp.446-449
    • /
    • 2004
  • High resolution geophysical imaging to delineate costal aquifer and seawater- freshwater interface has been applied in Baesu-eup, Yeonggwang-gun, Jeolla province Electrical resistivity information from vertical electrical sounding and 2-D electrical resistivity survey is key parameter to map equivalent Nacl concentration map over the survey area. Seismic velocity from refraction tomographic survey, on the other hand, gives more reliable information on the subsurface stratagraphy than electrical resistivity methods which frequently suffer from low resolution due to masking effect. We imaged high-resolution 3-D structure of costal aquifer by correlating the electrical resistivity with seismic velocity, and mapped equivalent NaCl concentration map using resistivity and hydro-geological information from well logging.

  • PDF

Spatially Adaptive Image Fusion Based on Local Spectral Correlation (지역적 스펙트럼 상호유사성에 기반한 공간 적응적 영상 융합)

  • 김성환;박종현;강문기
    • Proceedings of the IEEK Conference
    • /
    • 2003.07e
    • /
    • pp.2343-2346
    • /
    • 2003
  • The spatial resolution of multispectral images can be improved by merging them with higher resolution image data. A fundamental problem frequently occurred in existing fusion processes, is the distortion of spectral information. This paper presents a spatially adaptive image fusion algorithm which produces visually natural images and retains the quality of local spectral information as well. High frequency information of the high resolution image to be inserted to the resampled multispectral images is controlled by adaptive gains to incorporate the difference of local spectral characteristics between the high and the low resolution images into the fusion. Each gain is estimated to minimize the l$_2$-norm of the error between the original and the estimated pixel values defined in a spatially adaptive window of which the weight are proportional to the spectral correlation measurements of the corresponding regions. This method is applied to a set of co-registered Landsat7 ETM+ panchromatic and multispectral image data.

  • PDF