• Title/Summary/Keyword: MRI artifact

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Applications of Artificial Intelligence in MR Image Acquisition and Reconstruction (MRI 신호획득과 영상재구성에서의 인공지능 적용)

  • Junghwa Kang;Yoonho Nam
    • Journal of the Korean Society of Radiology
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    • v.83 no.6
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    • pp.1229-1239
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    • 2022
  • Recently, artificial intelligence (AI) technology has shown potential clinical utility in a wide range of MRI fields. In particular, AI models for improving the efficiency of the image acquisition process and the quality of reconstructed images are being actively developed by the MR research community. AI is expected to further reduce acquisition times in various MRI protocols used in clinical practice when compared to current parallel imaging techniques. Additionally, AI can help with tasks such as planning, parameter optimization, artifact reduction, and quality assessment. Furthermore, AI is being actively applied to automate MR image analysis such as image registration, segmentation, and object detection. For this reason, it is important to consider the effects of protocols or devices in MR image analysis. In this review article, we briefly introduced issues related to AI application of MR image acquisition and reconstruction.

A Study on the Reduction of Cross-talk Artifact in Lumbar Magnetic Resonance Imaging : Focused on Concatenation Time Repetition (요추 자기공명영상에서 발생하는 Cross-talk Artifact 저감화 연구: 분할 TR 중심으로)

  • Lee, Jae-Heun;Lee, Hyo-Yeong
    • Journal of the Korean Society of Radiology
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    • v.14 no.5
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    • pp.715-723
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    • 2020
  • Cross-talk artifacts occur in two adjacent groups of axial imaging of lesions lumbar 4-5 and sacrum 1 in lumbar spine MRI. This causes problems in reading lesions in areas corresponding to the posterior vertebra. In this study, we are going to completely remove the cross-talk artifacts through optimal concatenation TR. The region of interested were measured by averaging them into fat (ROI1), erector spinal muscle(lateral tract: iliocostalis lumborum muscle) (ROI2), erector spinal muscle(lateral tract: longissimus muscle) (ROI3), and spinous process (ROI4). The mean signal intensity (SI) was 163.43 ± 25.08 at C4 for ROI1, ROI 2 and ROI 3 at C6, 67.89 ± 11.75 and 69.99 ± 10.91 and ROI4 at C5, respectively (p<0.000). The mean signal to noise ratio (SNR) was 135.45 ± 35.90, 56.92 ± 15.90, 58.77 ± 15.59, and 54.91 ± 118.95 for SNR 1, 2, 3 and 4 (p<0.000). The contrast-to-noise ratio (CNR) was CNR1 78.52 ± 24.11, CNR2 was 76.67 ± 24.38 and CNR3 was 80.54 ± 26.33 in concatenation 6, respectively (p<0.000). The SNR, CNR, and the most efficient concatenation TR value over time are 6, and it is considered to help reduce cross-talk artifact if this is applied to T1 axial images.

Distortion of Magnetic Resonance Imaging for Different Types of Orthodontic Material (치과 교정 물질에 따른 자기공명영상의 왜곡)

  • Song, Hyun-Og;Lim, Cheong-Hwan;Lee, Sang-Ho;Yang, Oh-Nam;Baek, Chang-Moo;Jung, Hong-Ryang
    • Journal of Digital Convergence
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    • v.12 no.2
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    • pp.439-446
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    • 2014
  • To evaluate the effects of an artifact by metal material for orthodontics in Magnetic Resonance Image (MRI) examination, wires and brackets used in orthodontics were selected and compared. Using a head coil, a $T_2$-weighted image, $T_1$-weighted image and FLAIR image were obtained. With obtained images, the sizes of the artifacts were measured and compared using Image J Program. In the research, the material with the biggest artifact in the wires and brackets for orthodontics was stainless steel wire. In the future, selecting and developing metal for correction should be considered also in other fields along with the purpose of orthodontics.

Evaluation of the Utility of Self Produced MRI Radiofrequency Shielding Material (자체 제작한 자기공명영상 고주파 차폐체의 유용성 평가)

  • Lee, Jin-Hoe;Lee, Bo-Woo
    • Journal of the Korea Convergence Society
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    • v.11 no.11
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    • pp.89-94
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    • 2020
  • This paper proposes a better shielding method to over sampling technique. The new method uses aluminum foil for RF shielding. As a result of the phantom test, when the over-sampling technique was applied, the aliasing artifact was reduced by about 94% compared to before the application, and the case where the aluminum shielding band was applied was also reduced by about 92% compared to before application. In addition, the scan time also increased by more than 3 times in the case of the over-sampling technique, while it was found that there was no change from before the application of the aluminum shielding band Therefore, it was confirmed that the shielding band using aluminum foil can effectively remove aliasing artifacts without increasing the scan time..

Chemical Shift Artifact Correction in MREIT

  • Minhas, Atul S.;Kim, Young-Tae;Jeong, Woo-Chul;Kim, Hyung-Joong;Lee, Soo-Yeol;Woo, Eung-Je
    • Journal of Biomedical Engineering Research
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    • v.30 no.6
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    • pp.461-468
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    • 2009
  • Magnetic resonance electrical impedance tomography (MREIT) enables us to perform high-resolution conductivity imaging of an electrically conducting object. Injecting low-frequency current through a pair of surface electrodes, we measure an induced magnetic flux density using an MRI scanner and this requires a sophisticated MR phase imaging method. Applying a conductivity image reconstruction algorithm to measured magnetic flux density data subject to multiple injection currents, we can produce multi-slice cross-sectional conductivity images. When there exists a local region of fat, the well-known chemical shift phenomenon produces misalignments of pixels in MR images. This may result in artifacts in magnetic flux density image and consequently in conductivity image. In this paper, we investigate chemical shift artifact correction in MREIT based on the well-known three-point Dixon technique. The major difference is in the fact that we must focus on the phase image in MREIT. Using three Dixon data sets, we explain how to calculate a magnetic flux density image without chemical shift artifact. We test the correction method through imaging experiments of a cheese phantom and postmortem canine head. Experimental results clearly show that the method effectively eliminates artifacts related with the chemical shift phenomenon in a reconstructed conductivity image.

A New TE/TR Reduction Technique in MR Pulse Sequences and Its Application to Radial Imaging

  • 김용권;류연철;오창현
    • Proceedings of the KSMRM Conference
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    • 2003.10a
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    • pp.18-18
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    • 2003
  • 목적: MRI 시스템에서 얻어지는 Data는 TR(Repetition Time)과 TE(Echo Time)에 따라서 신호 대잡음비(SNR), 조직들간의 대조도(Contrast), Artifact 및 촬영시간이 결정된다. 이 연구에서는 TR/TE를 줄이는 기법을 이용한 Radial Imaging 영상기법을 제시하고자 한다. 대상 및 방법: 일반적인 Radial Imaging 기법에 HASTE 기법과 Non-uniform sampling 기법의 특징을 이용하여 구현하였으며, TR/TE를 줄일 수 있었으며 얻어진 K-space Data는 가변주파수 역 Fourier Transform을 이용하여 Projection Data를 재구성한 후 Back Projection 기법을 이용하여 최종 영상을 재구성한다.

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Interleaved Spiral Scan Imaging (Interleaved 나선 주사 영상)

  • Ahn, C.B.;Kim, H.J.;Shin, J.K.
    • Proceedings of the KOSOMBE Conference
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    • v.1998 no.11
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    • pp.98-99
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    • 1998
  • In this paper, an interleaved spiral scan imaging is investigated for an ultra fast MR imaging. The interleaved spiral technique has relative advantage over single shot spiral imaging with improved resolution and less inhomogeneity-related artifact. An improved reconstruction algorithm is devised with DC-offset correction. Some preliminary experimental results are shown at 1.0 Tesla and 3.0 Tesla whole body MRI system.

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Unwanted effects due to interactions between dental materials and magnetic resonance imaging: a review of the literature

  • Chockattu, Sherin Jose;Suryakant, Deepak Byathnal;Thakur, Sophia
    • Restorative Dentistry and Endodontics
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    • v.43 no.4
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    • pp.39.1-39.20
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    • 2018
  • Magnetic resonance imaging (MRI) is an advanced diagnostic tool used in both medicine and dentistry. Since it functions based on a strong uniform static magnetic field and radiofrequency pulses, it is advantageous over imaging techniques that rely on ionizing radiation. Unfortunately, the magnetic field and radiofrequency pulses generated within the magnetic resonance imager interact unfavorably with dental materials that have magnetic properties. This leads to unwanted effects such as artifact formation, heat generation, and mechanical displacement. These are a potential source of damage to the oral tissue surrounding the affected dental materials. This review aims to compile, based on the current available evidence, recommendations for dentists and radiologists regarding the safety and appropriate management of dental materials during MRI in patients with orthodontic appliances, maxillofacial prostheses, dental implants, direct and indirect restorative materials, and endodontic materials.

Improving Image Quality of MRI using Frequency Filter (Frequency Filter를 사용한 MRI 영상 화질의 향상)

  • Kim, Dong-Hyun
    • The Journal of the Korea Contents Association
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    • v.9 no.11
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    • pp.309-315
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    • 2009
  • Image reconstruction of Inverse Fourier Transform after Frequency Domain Data is filtered applies to Image signal acquired from MR. There are various kinds of image processing techniques; image preprocessing, image reconstruction, image compression, image restoration image mixture, noise and artifact elimination, and image quality improvement. In this paper, optimum filter applicable to diagnosis in clinic by comparing and analyzing the characteristics of the filter will be explained. Fermi-Dirac filter will improve the image quality better than the previous MR image.

Bio-applicable Ti-based Composites with Reduced Image Distortion Under High Magnetic Field (높은 자장하에서 자기공명 영상 왜곡이 완화된 생체용 Ti 복합재료)

  • Kim, Sung-Chul;Kim, Yu-Chan;Seok, Hyun-Kwang;Yang, Seok-Jo;Shon, In-Jin;Lee, Kang-Sik;Lee, Jae-Chul
    • Korean Journal of Metals and Materials
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    • v.50 no.5
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    • pp.401-406
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    • 2012
  • When viewed using a magnetic resonance imaging (MRI) system, invasive materials inside the human body, in many cases, severely distort the MR image of human tissues. The degree of the MR image distortion increases in proportion not only to the difference in the susceptibility between the invasive material and the human tissue, but also to the intensity of the magnetic field induced by the MRI system. In this study, by blending paramagnetic Ti particles with diamagnetic graphite, we synthesized $Ti_{100-x}C_x$ composites that can reduce the artifact in the MR image under the high-strength magnetic field. Of the developed composites, $Ti_{70}C_{30}$ showed the magnetic susceptibility of ${\chi}=67.6{\times}10^{-6}$, which corresponds to 30% of those of commercially available Ti alloys, the lowest reported in the literature. The level of the MR image distortion in the vicinity of the $Ti_{70}C_{30}$ composite insert was nearly negligible even under the high magnetic field of 4.7 T. In this paper, we reported on a methodology of designing new structural materials for bio-applications, their synthesis, experimental confirmation and measurement of MR images.