OOIR: Observatory of International Research

Papers

(The H4-Index of Medical Image Analysis is 75. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2021-04-01 to 2025-04-01.)

Article	Citations
Three-dimensional micro-structurally informed in silico myocardium—Towards virtual imaging trials in cardiac diffusion weighted MRI	585
TransDose: Transformer-based radiotherapy dose prediction from CT images guided by super-pixel-level GCN classification	518
Medical federated learning with joint graph purification for noisy label learning	487
Self-supervised learning of neighborhood embedding for longitudinal MRI	472
CrossMoDA 2021 challenge: Benchmark of cross-modality domain adaptation techniques for vestibular schwannoma and cochlea segmentation	468
Improving cross-domain generalizability of medical image segmentation using uncertainty and shape-aware continual test-time domain adaptation	392
Deep graph embedding based on Laplacian eigenmaps for MR fingerprinting reconstruction	385
Editorial Board	360
Benefit from public unlabeled data: A Frangi filter-based pretraining network for 3D cerebrovascular segmentation	351
Incorporating spatial information in deep learning parameter estimation with application to the intravoxel incoherent motion model in diffusion-weighted MRI	332
Learnable color space conversion and fusion for stain normalization in pathology images	311
Brain networks and intelligence: A graph neural network based approach to resting state fMRI data	284
ProstAtlasDiff: Prostate cancer detection on MRI using Diffusion Probabilistic Models guided by population spatial cancer atlases	284
Clinical knowledge-guided hybrid classification network for automatic periodontal disease diagnosis in X-ray image	251
Cross-center Model Adaptive Tooth segmentation	251
Image-based simulation of mitral valve dynamic closure including anisotropy	222
Learning lifespan brain anatomical correspondence via cortical developmental continuity transfer	218
IGUANe: A 3D generalizable CycleGAN for multicenter harmonization of brain MR images	206
Ensemble transformer-based multiple instance learning to predict pathological subtypes and tumor mutational burden from histopathological whole slide images of endometrial and colorectal cancer	202
Labeled-to-unlabeled distribution alignment for partially-supervised multi-organ medical image segmentation	199
Generating 3D TOF-MRA volumes and segmentation labels using generative adversarial networks	191
Low-dose computed tomography perceptual image quality assessment	189
SegPC-2021: A challenge & dataset on segmentation of Multiple Myeloma plasma cells from microscopic images	189
Vision-based estimation of MDS-UPDRS scores for quantifying Parkinson's disease tremor severity	187
Visually Navigated Bronchoscopy using three cycle-Consistent generative adversarial network for depth estimation	187

Three-dimensional fluorescence microscopy through virtual refocusing using a recursive light propagation network	181
Automatic motion artefact detection in brain T1-weighted magnetic resonance images from a clinical data warehouse using synthetic data	171
Tubular structures segmentation of pediatric abdominal-visceral ceCT images with renal tumors: Assessment, comparison and improvement	169
Unsupervised feature disentanglement for video retrieval in minimally invasive surgery	151
Detection and subtyping of basal cell carcinoma in whole-slide histopathology using weakly-supervised learning	150
Prompt tuning for parameter-efficient medical image segmentation	149
Monocular endoscope 6-DoF tracking with constrained evolutionary stochastic filtering	141
Automatic uncertainty-based quality controlled T1 mapping and ECV analysis from native and post-contrast cardiac T1 mapping images using Bayesian vision transformer	140
Weakly unsupervised conditional generative adversarial network for image-based prognostic prediction for COVID-19 patients based on chest CT	139
Learn-Morph-Infer: A new way of solving the inverse problem for brain tumor modeling	138
Semi-supervised training of deep convolutional neural networks with heterogeneous data and few local annotations: An experiment on prostate histopathology image classification	129
Automatic quality control of brain T1-weighted magnetic resonance images for a clinical data warehouse	126
Latent Transformer Models for out-of-distribution detection	125
Object recognition in medical images via anatomy-guided deep learning	125
PneumoLLM: Harnessing the power of large language model for pneumoconiosis diagnosis	123
3D multi-modality Transformer-GAN for high-quality PET reconstruction	121
Multi-cell type and multi-level graph aggregation network for cancer grading in pathology images	121
Semi-supervised segmentation of echocardiography videos via noise-resilient spatiotemporal semantic calibration and fusion	120
AbdomenAtlas: A large-scale, detailed-annotated, & multi-center dataset for efficient transfer learning and open algorithmic benchmarking	113
MMGPL: Multimodal Medical Data Analysis with Graph Prompt Learning	111
PRSCS-Net: Progressive 3D/2D rigid Registration network with the guidance of Single-view Cycle Synthesis	110
MIST: Multi-instance selective transformer for histopathological subtype prediction	108
A Temporal Learning Approach to Inpainting Endoscopic Specularities and Its Effect on Image Correspondence	107
Editorial Board	105
Editorial Board	104
Editorial Board	103
Editorial Board	101
Connecting macroscopic diffusion metrics of cardiac diffusion tensor imaging and microscopic myocardial structures based on simulation	100
Merging nucleus datasets by correlation-based cross-training	98
Editorial Board	96
Editorial Board	95
HYDI-DSI revisited: Constrained non-parametric EAP imaging without q-space re-gridding	93
Editorial Board	92
Dynamic multi feature-class Gaussian process models	90
Editorial Board	87
TransVFS: A spatio-temporal local–global transformer for vision-based force sensing during ultrasound-guided prostate biopsy	86
Editorial Board	86
A deep weakly semi-supervised framework for endoscopic lesion segmentation	85
Riemannian frameworks for the harmonization of resting-state functional MRI scans	85
Adversarial learning-based multi-level dense-transmission knowledge distillation for AP-ROP detection	84
Editorial Board	84
Recursive Deep Prior Video: A super resolution algorithm for time-lapse microscopy of organ-on-chip experiments	83
Deep-gated recurrent unit and diet network-based genome-wide association analysis for detecting the biomarkers of Alzheimer's disease	83
Keyhole-aware laparoscopic augmented reality	83
Liver lesion changes analysis in longitudinal CECT scans by simultaneous deep learning voxel classification with SimU-Net	83
Corrigendum to “Detection and analysis of cerebral aneurysms based on X-ray rotational angiography - the CADA 2020 challenge” [Medical Image Analysis, April 2022, Volume 77, 102333]	82
A survey on deep learning in medical image registration: New technologies, uncertainty, evaluation metrics, and beyond	80
Auto-weighted centralised multi-task learning via integrating functional and structural connectivity for subjective cognitive decline diagnosis	79
Cross-covariance isolate detect: A new change-point method for estimating dynamic functional connectivity	79
Anticipation for surgical workflow through instrument interaction and recognized Signals	78

Parallel non-Cartesian spatial-temporal dictionary learning neural networks (stDLNN) for accelerating 4D-MRI