| # | Title | Journal | Year | Citations |
|---|
| 1 | Segmentation of brain MR images through a hidden Markov random field model and the expectation-maximization algorithm | IEEE Transactions on Medical Imaging | 2001 | 5,782 |
| 2 | Nonrigid registration using free-form deformations: application to breast MR images | IEEE Transactions on Medical Imaging | 1999 | 4,317 |
| 3 | N4ITK: Improved N3 Bias Correction | IEEE Transactions on Medical Imaging | 2010 | 4,205 |
| 4 | A nonparametric method for automatic correction of intensity nonuniformity in MRI data | IEEE Transactions on Medical Imaging | 1998 | 4,181 |
| 5 | Deep Convolutional Neural Networks for Computer-Aided Detection: CNN Architectures, Dataset Characteristics and Transfer Learning | IEEE Transactions on Medical Imaging | 2016 | 4,024 |
| 6 | Multimodality image registration by maximization of mutual information | IEEE Transactions on Medical Imaging | 1997 | 3,793 |
| 7 | Maximum Likelihood Reconstruction for Emission Tomography | IEEE Transactions on Medical Imaging | 1982 | 3,635 |
| 8 | The Multimodal Brain Tumor Image Segmentation Benchmark (BRATS) | IEEE Transactions on Medical Imaging | 2015 | 3,589 |
| 9 | elastix: A Toolbox for Intensity-Based Medical Image Registration | IEEE Transactions on Medical Imaging | 2010 | 3,159 |
| 10 | Accelerated image reconstruction using ordered subsets of projection data | IEEE Transactions on Medical Imaging | 1994 | 3,119 |
| 11 | Ridge-Based Vessel Segmentation in Color Images of the Retina | IEEE Transactions on Medical Imaging | 2004 | 2,914 |
| 12 | Probabilistic Independent Component Analysis for Functional Magnetic Resonance Imaging | IEEE Transactions on Medical Imaging | 2004 | 2,389 |
| 13 | Mutual-information-based registration of medical images: a survey | IEEE Transactions on Medical Imaging | 2003 | 2,311 |
| 14 | Convolutional Neural Networks for Medical Image Analysis: Full Training or Fine Tuning? | IEEE Transactions on Medical Imaging | 2016 | 2,081 |
| 15 | Locating blood vessels in retinal images by piecewise threshold probing of a matched filter response | IEEE Transactions on Medical Imaging | 2000 | 1,861 |
| 16 | Brain Tumor Segmentation Using Convolutional Neural Networks in MRI Images | IEEE Transactions on Medical Imaging | 2016 | 1,825 |
| 17 | UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation | IEEE Transactions on Medical Imaging | 2020 | 1,697 |
| 18 | Simultaneous Truth and Performance Level Estimation (STAPLE): An Algorithm for the Validation of Image Segmentation | IEEE Transactions on Medical Imaging | 2004 | 1,604 |
| 19 | A modified fuzzy c-means algorithm for bias field estimation and segmentation of MRI data | IEEE Transactions on Medical Imaging | 2002 | 1,525 |
| 20 | Automated manifold surgery: constructing geometrically accurate and topologically correct models of the human cerebral cortex | IEEE Transactions on Medical Imaging | 2001 | 1,509 |
| 21 | Design and construction of a realistic digital brain phantom | IEEE Transactions on Medical Imaging | 1998 | 1,506 |
| 22 | H-DenseUNet: Hybrid Densely Connected UNet for Liver and Tumor Segmentation From CT Volumes | IEEE Transactions on Medical Imaging | 2018 | 1,439 |
| 23 | Detection of blood vessels in retinal images using two-dimensional matched filters | IEEE Transactions on Medical Imaging | 1989 | 1,374 |
| 24 | CE-Net: Context Encoder Network for 2D Medical Image Segmentation | IEEE Transactions on Medical Imaging | 2019 | 1,266 |
| 25 | Guest Editorial Deep Learning in Medical Imaging: Overview and Future Promise of an Exciting New Technique | IEEE Transactions on Medical Imaging | 2016 | 1,261 |
| 26 | Retinal vessel segmentation using the 2-D Gabor wavelet and supervised classification | IEEE Transactions on Medical Imaging | 2006 | 1,229 |
| 27 | Adaptive segmentation of MRI data | IEEE Transactions on Medical Imaging | 1996 | 1,095 |
| 28 | Deformable Medical Image Registration: A Survey | IEEE Transactions on Medical Imaging | 2013 | 1,094 |
| 29 | Low-Dose CT With a Residual Encoder-Decoder Convolutional Neural Network | IEEE Transactions on Medical Imaging | 2017 | 1,089 |
| 30 | Morphometric analysis of white matter lesions in MR images: method and validation | IEEE Transactions on Medical Imaging | 1994 | 1,056 |
| 31 | Survey: interpolation methods in medical image processing | IEEE Transactions on Medical Imaging | 1999 | 1,031 |
| 32 | Bayesian reconstructions from emission tomography data using a modified EM algorithm | IEEE Transactions on Medical Imaging | 1990 | 1,018 |
| 33 | Lung Pattern Classification for Interstitial Lung Diseases Using a Deep Convolutional Neural Network | IEEE Transactions on Medical Imaging | 2016 | 1,008 |
| 34 | Global, voxel, and cluster tests, by theory and permutation, for a difference between two groups of structural MR images of the brain | IEEE Transactions on Medical Imaging | 1999 | 1,002 |
| 35 | Low-Dose CT Image Denoising Using a Generative Adversarial Network With Wasserstein Distance and Perceptual Loss | IEEE Transactions on Medical Imaging | 2018 | 983 |
| 36 | Nonlinear anisotropic filtering of MRI data | IEEE Transactions on Medical Imaging | 1992 | 977 |
| 37 | VoxelMorph: A Learning Framework for Deformable Medical Image Registration | IEEE Transactions on Medical Imaging | 2019 | 977 |
| 38 | An Optimized Blockwise Nonlocal Means Denoising Filter for 3-D Magnetic Resonance Images | IEEE Transactions on Medical Imaging | 2008 | 973 |
| 39 | HAMMER: hierarchical attribute matching mechanism for elastic registration | IEEE Transactions on Medical Imaging | 2002 | 953 |
| 40 | Pulmonary Nodule Detection in CT Images: False Positive Reduction Using Multi-View Convolutional Networks | IEEE Transactions on Medical Imaging | 2016 | 926 |
| 41 | Deep Learning Techniques for Automatic MRI Cardiac Multi-Structures Segmentation and Diagnosis: Is the Problem Solved? | IEEE Transactions on Medical Imaging | 2018 | 926 |
| 42 | Locality Sensitive Deep Learning for Detection and Classification of Nuclei in Routine Colon Cancer Histology Images | IEEE Transactions on Medical Imaging | 2016 | 921 |
| 43 | Selection of a convolution function for Fourier inversion using gridding (computerised tomography application) | IEEE Transactions on Medical Imaging | 1991 | 916 |
| 44 | Reconstruction of two-dimensional permittivity distribution using the distorted Born iterative method | IEEE Transactions on Medical Imaging | 1990 | 911 |
| 45 | Automated model-based tissue classification of MR images of the brain | IEEE Transactions on Medical Imaging | 1999 | 903 |
| 46 | Predicting error in rigid-body point-based registration | IEEE Transactions on Medical Imaging | 1998 | 891 |
| 47 | Ultrasound image segmentation: a survey | IEEE Transactions on Medical Imaging | 2006 | 889 |
| 48 | Image Restoration by the Method of Convex Projections: Part 1ߞTheory | IEEE Transactions on Medical Imaging | 1982 | 879 |
| 49 | Geometrically Accurate Topology-Correction of Cortical Surfaces Using Nonseparating Loops | IEEE Transactions on Medical Imaging | 2007 | 848 |
| 50 | Comparison and Evaluation of Methods for Liver Segmentation From CT Datasets | IEEE Transactions on Medical Imaging | 2009 | 848 |
