Abstract:
:We investigate the viability of statistical relational machine learning algorithms for the task of identifying malignancy of renal masses using radiomics-based imaging features. Features characterizing the texture, signal intensity, and other relevant metrics of the renal mass were extracted from multiphase contrast-enhanced computed tomography images. The recently developed formalism of relational functional gradient boosting (RFGB) was used to learn human-interpretable models for classification. Experimental results demonstrate that RFGB outperforms many standard machine learning approaches as well as the current diagnostic gold standard of visual qualification by radiologists.
journal_name
J Digit Imagingjournal_title
Journal of digital imagingauthors
Kunapuli G,Varghese BA,Ganapathy P,Desai B,Cen S,Aron M,Gill I,Duddalwar Vdoi
10.1007/s10278-018-0100-0subject
Has Abstractpub_date
2018-12-01 00:00:00pages
929-939issue
6eissn
0897-1889issn
1618-727Xpii
10.1007/s10278-018-0100-0journal_volume
31pub_type
杂志文章abstract::Bone density measurement by quantitative computed tomography (QCT) commonly uses an external reference phantom to decrease scan-to-scan and scanner-to-scanner variability. However, the peripheral location of these phantoms and other phantom variables is also responsible for a measurable degradation in accuracy and pre...
journal_title:Journal of digital imaging
pub_type: 杂志文章
doi:10.1007/BF03168013
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abstract::A computer algorithm for information retrieval from an electronic teaching file has been developed. This index enables the user to retrieve cases from a teaching file, based on the input of a combination of features. The algorithm is based on nearest neighbor analysis, and is programmed in the "C" language. A teaching...
journal_title:Journal of digital imaging
pub_type: 杂志文章
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abstract::Frequently when patient and study identification information (patient name, patient identification, date of birth, sex, and accession number) are manually entered at a modality, typographical errors occur that have to be corrected before the acquired images can be matched to the proper patient and study on a picture a...
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journal_title:Journal of digital imaging
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doi:10.1007/s10278-018-0116-5
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abstract::Architectural distortion is an important sign of breast cancer, but because of its subtlety, it is a common cause of false-negative findings on screening mammograms. This paper presents methods for the detection of architectural distortion in mammograms of interval cancer cases taken prior to the detection of breast c...
journal_title:Journal of digital imaging
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更新日期:2010-10-01 00:00:00
abstract::Training as a radiology resident is a complex task. Residents frequently encounter multiple hospital systems, each with unique workflow patterns and heterogenous information systems. We identified an opportunity to ease some of the resulting anxiety and frustration by centralizing high-quality resources using a wiki. ...
journal_title:Journal of digital imaging
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更新日期:2011-02-01 00:00:00
abstract::The purpose of this study was to retrospectively evaluate radiologist performance in detection of lacunar infarcts on T1- and T2-weighted images, without and with the use of a computer-aided diagnosis (CAD) scheme. Thirty T1-weighted and 30 T2-weighted MR images obtained from 30 patients were used for assessing observ...
journal_title:Journal of digital imaging
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journal_title:Journal of digital imaging
pub_type: 杂志文章
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更新日期:2020-02-01 00:00:00
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journal_title:Journal of digital imaging
pub_type: 杂志文章,评审
doi:10.1007/s10278-018-0057-z
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journal_title:Journal of digital imaging
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journal_title:Journal of digital imaging
pub_type: 杂志文章
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abstract::A C-language software program has been developed for emulating the image enhancement processing of a storage phosphor plate system. This software has been implemented on a VAX 3400 computer. There are 2,100 lines of C-language code in the program. There are seven parameters used to specify the degree of enhancement. T...
journal_title:Journal of digital imaging
pub_type: 杂志文章
doi:10.1007/BF03167825
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abstract::Some nuclear medicine computer displays, as well as many image processing workstations are "true color" machines characterized by independent memory and grey scale mapping for each of the red, green and blue color channels. Other color image display systems produce a color image from a single grey scale map composed o...
journal_title:Journal of digital imaging
pub_type: 杂志文章
doi:10.1007/BF03173872
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abstract::To illustrate the availability, effectiveness, and practical use of Open-Source tools in developing a radiology paper from its beginning to its presentation and publication. Practical use of a complete set of Open-Source applications for writing, e-mail corresponding, slide show, image retrieval, and manipulation is s...
journal_title:Journal of digital imaging
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更新日期:2009-12-01 00:00:00
abstract::A bar-code terminal network under software control of a microcomputer was added to the minicomputer-based radiology information system at the Medical College of Georgia in Augusta. The bar-code network was specifically installed to address the inherent inaccuracies occurring when procedure information was entered at t...
journal_title:Journal of digital imaging
pub_type: 杂志文章
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更新日期:1990-02-01 00:00:00
abstract::Communicating radiological reports to peers has pedagogical value. Students may be uneasy with the process due to a lack of communication and peer review skills or to their failure to see value in the process. We describe a communication exercise with peer review in an undergraduate veterinary radiology course. The co...
journal_title:Journal of digital imaging
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journal_title:Journal of digital imaging
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更新日期:2004-06-01 00:00:00
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pub_type: 杂志文章,评审
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journal_title:Journal of digital imaging
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