Everything about Iterative reconstruction
Image reconstruction algorithms
Iterative reconstruction refers to iterative algorithms used to reconstruct 2D and 3D images in certain imaging techniques. For example, in computed tomography an image must be reconstructed from projections of an object. Here, iterative reconstruction techniques are usually a better, but computationally more expensive alternative to the common filtered back projection (FBP) method, which directly calculates the image in a single reconstruction step. In recent research works, scientists have shown that extremely fast computations and massive parallelism is possible for iterative reconstruction, which makes iterative reconstruction practical for commercialization. Wikipedia →
🧭 Start here: a 6-step reading path
- Read the overview: Iterative reconstructionA 5-minute orientation
- Skim a recent paper: Iterative poisson surface reconstruction (iPSR) for unoriented pointsInfluential work since 2022
- Pick up a classic book: Artificial intelligenceThe most-reprinted book on the subject
- Read the landmark paper: Reconstructing mitochondrial genomes directly from genomic next-generation sequencing reads—a baiting and iterative mapping approachCited 1,804 times
- Go sideways: Computational imagingA closely related topic
- Go sideways: Compressed sensingA closely related topic
📖 Definitions
No dictionary entry for this exact phrase.
🗂️ The subject at a glance
🏆 Landmark papers (most cited)
Reconstructing mitochondrial genomes directly from genomic next-generation sequencing reads—a baiting and iterative mapping approach
Iterative reconstruction methods in X-ray CT
Iterative reconstruction algorithms
Iterative reconstruction algorithm for optoacoustic imaging
Iterative reconstruction of volumetric particle distribution
Wavefront reconstruction using iterative Fourier transforms
Iterative Reconstruction of Memory Kernels
Iterative initial condition reconstruction
🆕 Influential since 2022
Iterative poisson surface reconstruction (iPSR) for unoriented points
Iterative Residual Optimization Network for Limited-Angle Tomographic Reconstruction
Photon-Counting Detector CT With Quantum Iterative Reconstruction
Accurate real space iterative reconstruction (RESIRE) algorithm for tomography
Microstructural iterative reconstruction toward excellent thermoelectric performance in MnTe
📚 Books worth reading
Artificial intelligenceStuart J. Russell, Peter Norvig · 1994
Neural Information ProcessingTingwen Huang · 2012
Data structures and algorithm analysis in CMark Allen Weiss · 1993
Medical image analysisAtam P. Dhawan · 2010
Neuroimaging of Sleep and Sleep DisordersEric Nofzinger · 2013
Data structures & algorithm analysis in JavaMark Allen Weiss · 1999
Programming Massively Parallel ProcessorsDavid Kirk, Wen-Mei W. Hwu · 2010
Computer Vision - ACCV 2012 WorkshopsJong-Il Park · 2013
Ranked by number of editions on Open Library, a rough measure of how lasting a book is.
🔗 Related topics
- Computational imaging Computational imaging is a class of imaging methods in which images or quantitative maps are reconstructed from measurements using algorithms. In a conventional…
- Compressed sensing Compressed sensing (also known as compressive sensing, compressive sampling, or sparse sampling) is a signal processing technique for efficiently acquiring…
- Tomography Tomography is imaging by sections or sectioning that uses any kind of penetrating wave. The method is used in radiology, archaeology, biology, atmospheric…
- Deep tomographic reconstruction Deep Tomographic Reconstruction is a set of methods for using deep learning methods to perform tomographic reconstruction of medical and industrial images…
- Positron emission tomography Positron emission tomography (PET) is a functional imaging technique that uses radioactive substances known as radiotracers to visualize and measure changes…
- Medical image computing Medical image computing (MIC) is the use of computational and mathematical methods for solving problems pertaining to medical images and their use for…
- Fly algorithm The Fly Algorithm is an approach in 3D reconstruction that utilizes clusters of points ("flies") corresponding to different nearby objects via genetic…
- Simultaneous algebraic reconstruction technique Simultaneous algebraic reconstruction technique (SART) is a computerized tomography (CT) imaging algorithm useful in cases when the projection data is…