Radiomics: the process and the challenges

Keywords

RadiomicsProcess (computing)Computer scienceArtificial intelligence

Affiliated Institutions

Related Publications

The Image Biomarker Standardization Initiative: Standardized Quantitative Radiomics for High-Throughput Image-based Phenotyping

Alex Zwanenburg , Martin Vallières , Mahmoud A. Abdalah +60 more

Background Radiomic features may quantify characteristics present in medical imaging. However, the lack of standardized definitions and validated reference values have hampered ...

2020 Radiology 3384 citations

ROC Methodology in Radiologic Imaging

Charles E. Metz

If the performance of a diagnostic imaging system is to be evaluated objectively and meaningfully, one must compare radiologists' image-based diagnoses with actual states of dis...

1986 Investigative Radiology 1632 citations

UNet++: A Nested U-Net Architecture for Medical Image Segmentation

Zongwei Zhou , Md Mahfuzur Rahman Siddiquee , Nima Tajbakhsh +1 more

In this paper, we present UNet++, a new, more powerful architecture for medical image segmentation. Our architecture is essentially a deeply-supervised encoder-decoder network w...

2018 Lecture notes in computer science 7871 citations

Convolutional neural networks: an overview and application in radiology

Rikiya Yamashita , Mizuho Nishio , Richard Kinh Gian +1 more

2018 Insights into Imaging 4286 citations

UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation

Zongwei Zhou , Md Mahfuzur Rahman Siddiquee , Nima Tajbakhsh +1 more

The state-of-the-art models for medical image segmentation are variants of U-Net and fully convolutional networks (FCN). Despite their success, these models have two limitations...

2019 IEEE Transactions on Medical Imaging 3567 citations

Publication Info

Year: 2012
Type: review
Volume: 30
Issue: 9
Pages: 1234-1248
Citations: 2154
Access: Closed

External Links

View on DOI.org

Social Impact

Altmetric

Radiomics: the process and the challenges

PlumX Metrics

Social media, news, blog, policy document mentions

Citation Metrics

2154

OpenAlex

Cite This

APA Style

                            
                                
                                    Virendra Kumar, 
                                
                                    Yuhua Gu, 
                                
                                    Satrajit Basu
                                
                                et al.
                            
                            (2012). 
                            Radiomics: the process and the challenges. 
                            Magnetic Resonance Imaging
                            , 30
                            (9)
                            , 1234-1248.
                            https://doi.org/10.1016/j.mri.2012.06.010
                        

Identifiers

DOI: 10.1016/j.mri.2012.06.010