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Related Concept Videos

Downsampling01:20

Downsampling

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When considering a sampled sequence with zero values between sampling instants, one can replace it by taking every N-th value of the sequence. At these integer multiples of N, the original and sampled sequences coincide. This process, known as decimation, involves extracting every N-th sample from a sequence, thereby creating a more efficient sequence.
The Fourier transform of the decimated sequence reveals a combination of scaled and shifted versions of the original spectrum. This...
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Computed Tomography01:10

Computed Tomography

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Tomography refers to imaging by sections. Computed tomography (CT) is a non-invasive imaging technique that uses computers to analyze several cross-sectional X-rays to reveal minute details about structures in the body.
The technique was invented in the 1970s and is based on the principle that as X-rays pass through the body, they are absorbed or reflected at different levels. In the technique, a patient lies on a motorized platform while a computerized axial tomography (CAT) scanner rotates...
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Upsampling01:22

Upsampling

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Managing signal sampling rates is essential in digital signal processing to maintain signal integrity. A decimated signal, characterized by a reduced frequency range due to its lower sampling rate, can be upsampled by inserting zeros between each sample. This upsampling process expands the original spectrum and introduces repeated spectral replicas at intervals dictated by the new Nyquist frequency. To refine this zero-inserted sequence, it is passed through a lowpass filter with a cutoff...
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Imaging Studies for Cardiovascular System V: CT01:28

Imaging Studies for Cardiovascular System V: CT

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Cardiac computed tomography (CT) scanning is an advanced cardiac imaging technique that utilizes CT technology, with or without intravenous (IV) contrast, to produce accurate cross-sectional virtual slices of specific areas of the heart, coronary circulation, and major blood vessels such as the aorta, pulmonary veins, and arteries. The computer processes these slices to generate three-dimensional images. Multidetector CT (MDCT) is a rapid form of CT scanning that captures multiple slices...
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Compression of CT sinogram data by decimation in the view direction.

Martin Sjölin1, Mats Danielsson1

  • 1Physics of Medical Imaging, KTH Royal Institute of Technology, Roslagstullsbacken 21, SE-106 91, Stockholm, Sweden.

Medical Physics
|September 14, 2017
PubMed
Summary
This summary is machine-generated.

Digital decimation in computed tomography (CT) reduces data before transfer, preserving image fidelity and preventing artifacts. This method compresses data on the CT gantry, overcoming bandwidth limitations without sacrificing resolution.

Keywords:
FIR filtercompressioncomputed tomographydecimationlow-pass filtersinogram

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Area of Science:

  • Medical Imaging
  • Image Processing
  • Computed Tomography

Background:

  • Clinical computed tomography (CT) acquires image data during continuous gantry rotation.
  • Long integration times (frame times) can cause azimuthal blur in CT images.
  • High angular sampling rates can mitigate blur but increase data volume, posing challenges for limited bandwidth systems.

Purpose of the Study:

  • To evaluate the benefit of maintaining a high angular sampling rate on the CT gantry.
  • To assess the efficacy of decimation (digital low-pass filtration and downsampling) in the view direction for data compression before transfer bottlenecks.
  • To explore decimation as an alternative to increasing frame times in CT systems with limited bandwidth.

Main Methods:

  • Theoretical evaluation of decimation effects on CT data.
  • Discussion of digital filter implementation for decimation.
  • Evaluation of the compression scheme using CATPHAN® 504 and human skull phantom image data.

Main Results:

  • Digital decimation effectively compresses CT data before read-out while maintaining high data fidelity.
  • The method preserves details in reconstructions of resolution patterns and phantom data.
  • Decimation successfully prevents aliasing artifacts, offering an alternative to longer frame times.

Conclusions:

  • Decimation in the view direction is a viable alternative to increasing frame times for CT systems with limited data read-out bandwidth.
  • This technique can either remove aliasing artifacts or preserve spatial resolution.
  • Implementing this compression scheme on the CT gantry reduces data transfer bandwidth requirements.