• Title/Summary/Keyword: Dimensional measurement accuracy

검색결과 352건 처리시간 0.031초

Precise segmentation of fetal head in ultrasound images using improved U-Net model

  • Vimala Nagabotu;Anupama Namburu
    • ETRI Journal
    • /
    • 제46권3호
    • /
    • pp.526-537
    • /
    • 2024
  • Monitoring fetal growth in utero is crucial to anomaly diagnosis. However, current computer-vision models struggle to accurately assess the key metrics (i.e., head circumference and occipitofrontal and biparietal diameters) from ultrasound images, largely owing to a lack of training data. Mitigation usually entails image augmentation (e.g., flipping, rotating, scaling, and translating). Nevertheless, the accuracy of our task remains insufficient. Hence, we offer a U-Net fetal head measurement tool that leverages a hybrid Dice and binary cross-entropy loss to compute the similarity between actual and predicted segmented regions. Ellipse-fitted two-dimensional ultrasound images acquired from the HC18 dataset are input, and their lower feature layers are reused for efficiency. During regression, a novel region of interest pooling layer extracts elliptical feature maps, and during segmentation, feature pyramids fuse field-layer data with a new scale attention method to reduce noise. Performance is measured by Dice similarity, mean pixel accuracy, and mean intersection-over-union, giving 97.90%, 99.18%, and 97.81% scores, respectively, which match or outperform the best U-Net models.

Effect of slice inclination and object position within the field of view on the measurement accuracy of potential implant sites on cone-beam computed tomography

  • Saberi, Bardia Vadiati;Khosravifard, Negar;Nourzadeh, Alireza
    • Imaging Science in Dentistry
    • /
    • 제50권1호
    • /
    • pp.37-43
    • /
    • 2020
  • Purpose: The purpose of this study was to evaluate the accuracy of linear measurements in the horizontal and vertical dimensions based on object position and slice inclination in cone-beam computed tomography (CBCT) images. Materials and Methods: Ten dry sheep hemi-mandibles, each with 4 sites (incisor, canine, premolar, and molar), were evaluated when either centrally or peripherally positioned within the field of view (FOV) with the image slices subjected to either oblique or orthogonal inclinations. Four types of images were created of each region: central/cross-sectional, central/coronal, peripheral/cross-sectional, and peripheral/coronal. The horizontal and vertical dimensions were measured for each region of each image type. Direct measurements of each region were obtained using a digital caliper in both horizontal and vertical dimensions. CBCT and direct measurements were compared using the Bland-Altman plot method. P values <0.05 were considered to indicate statistical significance. Results: The buccolingual dimension of the incisor and premolar areas and the height of the incisor, canine, and molar areas showed statistically significant differences on the peripheral/coronal images compared to the direct measurements (P<0.05). Molar area height in the central/coronal slices also differed significantly from the direct measurements (P<0.05). Cross-sectional images of either the central or peripheral position had no marked difference from the gold-standard values, indicating sufficient accuracy. Conclusion: Peripheral object positioning within the FOV in combination with applying an orthogonal inclination to the slices resulted in significant inaccuracies in the horizontal and vertical measurements. The most undesirable effect was observed in the molar area and the vertical dimension.

길이 표준 소급성을 갖는 원자간력 현미경을 이용한 2차원 격자 시편 측정과 불확도 평가 (Measurements of Two-dimensional Gratings Using a Metrological Atomic Force Microscope and Uncertainty Evaluation)

  • 김종안;김재완;강주식;엄태봉
    • 한국정밀공학회지
    • /
    • 제24권9호
    • /
    • pp.68-75
    • /
    • 2007
  • The pitch and orthogonality of two-dimensional (2D) gratings have been measured by using a metrological atomic force microscope (MAFM) and measurement uncertainty has been analyzed. Gratings are typical standard artifacts for the calibration of precision microscopes. Since the magnification and orthogonality in two perpendicular axes of microscopes can be calibrated simultaneously using 2D gratings, it is important to certify the pitch and orthogonality of 2D gratings accurately for nano-metrology using precision microscopes. In the measurement of 2D gratings, the MAFM can be used effectively for its nanometric resolution and uncertainty, but a new measurement scheme was required to overcome some limitations of current MAFM such as nonnegligible thermal drift and slow scan speed. Two kinds of 2D gratings, each with the nominal pitch of 300 nm and 1000 nm, were measured using line scans for the pitch measurement of each direction. The expanded uncertainties (k = 2) of measured pitch values were less than 0.2 nm and 0.4 nm for each specimen, and those of measured orthogonality were less than 0.09 degree and 0.05 degree respectively. The experimental results measured using the MAFM and optical diffractometer were coincident with each other within the expanded uncertainty of the MAFM. As a future work, we also proposed another scheme for the measurements of 2D gratings to increase the accuracy of calculated peak positions.

Measurements of Two-dimensional Gratings Using a Metrological Atomic Force Microscope with Uncertainty Evaluation

  • Kim, Jong-Ahn;Kim, Jae-Wan;Kang, Chu-Shik;Eom, Tae-Bong
    • International Journal of Precision Engineering and Manufacturing
    • /
    • 제9권2호
    • /
    • pp.18-22
    • /
    • 2008
  • The pitch and orthogonality of two-dimensional (2-D) gratings were measured using a metrological atomic force microscope (MAFM), and the measurement uncertainty was analyzed. Gratings are typical standard devices for the calibration of precision microscopes, Since the magnification and orthogonality in two perpendicular axes of microscopes can be calibrated simultaneously using 2-D gratings, it is important to certify the pitch and orthogonality of such gratings accurately for nanometrology. In the measurement of 2-D gratings, the MAFM can be used effectively for its nanometric resolution and uncertainty, but a new measurement scheme is required to overcome limitations such as thermal drift and slow scan speed. Two types of 2-D gratings with nominal pitches of 300 and 1000 nm were measured using line scans to determine the pitch measurement in each direction. The expanded uncertainties (k = 2) of the measured pitch values were less than 0.2 and 0.4 nm for each specimen, and the measured orthogonality values were less than $0.09^{\circ}$ and $0.05^{\circ}$, respectively. The experimental results measured using the MAFM and optical diffractometer agreed closely within the expanded uncertainty of the MAFM. We also propose an additional scheme for measuring 2-D gratings to increase the accuracy of calculated peak positions, which will be the subject of future study.

2차원 배열 수중청음기의 제작과 초음파 음장 측정에의 응용 (Fabrication of Two-Dimensional Array Hydrophones and Application to Ultrasonic Field Measurement)

  • 하강열;김무준;강갑중;현병국;채민구;금야화언
    • 센서학회지
    • /
    • 제10권5호
    • /
    • pp.320-328
    • /
    • 2001
  • PVDF(Polyvinylidene fluoride) 압전막을 이용하여 $8{\times}8$의 요소를 갖는 2차원 배열 수중청음기를 설계 제작하고. 그것을 이용하여 수 MHz$\sim$수십 MHz 대역의 초음파 음장을 측정하는 방법 및 측정시스템을 구축하였다 수중청음기의 설계에 있어서는 배면체의 종류에 따른 주파수 응답특성을 Mason 등가회로에 의해 해석하였고, 압전체 요소의 크기 및 간격, 스캐닝 스탭에 따른 음장 측정 정도를 검토하였다 2.25MHz의 원형평면 트랜스듀서가 만드는 수중 음장을 제작한 수중청음기 및 측정시스템으로 측정한 결과, 비교적 정밀한 측정이 가능함을 알았다.

  • PDF

화상처리를 이용한 동작분석 시스템에 관한 연구 (Motion analysis system using image processing)

  • 박경수;반영환;이안재;임창주;오인석;이현철
    • 대한인간공학회지
    • /
    • 제16권3호
    • /
    • pp.71-75
    • /
    • 1997
  • This paper presents the development of videobased 3-dimensional tracking system. Measurement of human motion is important in the application of ertonomics. The system uses advanced direct video measurement technology. Passive retro-reflecting markers are attached to a subject and movements of markers are observed by two CCD cameras. Infrared light emitted near the CCD cameras is reflected by the markers and is detected by the cameras. The images are captured by Samsung MVB302 board and the centers of markers are calculated by DSP program. The positions of markers are transferred from MVB02 board to the computer through AT bus. The computer then tracks the position of each marker and saves the data. This system has dynamic accuracy with 0.7% average error and 4.2% maximum error, and the sampling rate to 6 .approx. 10 Hz, and this system can analyse the trajectory and speed of the marker. The results of this study can be used for operator's motion analysis, task analysis, and hand movement characteristic analysis.

  • PDF

공간오차 측정을 통한 6자유도 병렬기구의 보정 (Calibration of 6-DOF Parallel Mechanism Through the Measurement of Volumetric Error)

  • 오용택;아궁 샴수딘 사라기;김정현;고태조
    • 한국기계가공학회지
    • /
    • 제11권3호
    • /
    • pp.48-54
    • /
    • 2012
  • This paper introduces the kinematic calibration method to improve the positioning accuracy of a parallel mechanism. Since all the actuators in the parallel mechanism are controlled simultaneously toward the target position, the volumetric errors originated from each motion element are too complicated. Therefore, the exact evaluation of the error sources of each motion element and its calibration is very important in terms of volumetric errors. In the calibration processes, the measurement of the errors between commands and trajectories is necessary in advance. To do this, a digitizer was used for the data acquisition in 3 dimensional space rather than arbitrary planar error data. After that, the optimization process that was used for reducing the motion errors were followed. Consequently, Levenberg-Marquart algorithm as well as the error data acquisition method turned out effective for the purpose of the calibration of the parallel mechanism.

열선유개계에 의한 180$^{\circ}$곡관을 갖는 정사각 단면의 덕트에서의 난유유동특성의 측정 (Measurement of turbulent flow characteristics of a square duct with a 180.deg. bend by hot wire anemometer)

  • 양승효;최영돈;유석재
    • 대한기계학회논문집
    • /
    • 제12권4호
    • /
    • pp.900-915
    • /
    • 1988
  • 본 연구에서는 주유동 방향이 알려진 3차원 난류유동에서 열선유속계의 경사 형 프로브와 Ⅰ형 프로브를 회전시키므로써 3방향 속도성분과 6방향 레이놀즈 응력을 비교적 간편하고 정확히 측정하는 방법을 고안하여 사용하였다.

비너스 프로그램을 이용한 2차원 사진의 간접측정 (The indirect measuring of two-dimensional photos using VENUS program)

  • 정재은;남윤자;이준옥
    • 한국의류학회지
    • /
    • 제28권6호
    • /
    • pp.790-794
    • /
    • 2004
  • The study is about practical use of the computer program developed to obtain more efficient and accurate photographic measurement of body. Measuring measurements automatically using this program, the observational errors can be reduced considerably, so that the accuracy of photographic measurement are improved. The program has several functions as follow; First, free rotation of body by horizontal and perpendicular control of photo data. Second, recognition of body outline of photo data and automatic measuring of 45 basic items as well as freehand measuring of height, width, depth, angle. Third, obtaining database of photographic measurements of each subject without additional process such as data input.

자동미분법과 Broyden 혼합법을 이용한 2차원 원통형상에서의 경계온도 역추정 (Inverse Boundary Temperature Estimation in a Two-Dimensional Cylindrical Enclosure Using Automatic Differentiation and Broyden Combined Method)

  • 김기완;김동민;백승욱
    • 대한기계학회논문집B
    • /
    • 제30권3호
    • /
    • pp.270-277
    • /
    • 2006
  • Inverse radiation problems were solved for estimating boundary temperature distribution in a way of function estimation approach in an axisymmetric absorbing, emitting and scattering medium, given the measured radiative data. In order to reduce the computational time fur the calculation of sensitivity matrix, automatic differentiation and Broyden combined method were adopted, and their computational precision and efficiency were compared with the result obtained by finite difference approximation.. In inverse analysis, the effects of the precision of sensitivity matrix, the number of measurement points and measurement error on the estimation accuracy had been inspected using quasi-Newton method as an inverse method. Inverse solutions were validated with the result acquired by additional inverse methods of conjugate-gradient method or Levenberg-Marquardt method.