OOIR: Observatory of International Research

Papers

(The H4-Index of Medical Image Analysis is 77. 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 2021-08-01 to 2025-08-01.)

Article	Citations
Editorial Board	719
Editorial Board	646
Erratum to ’ Anomaly Segmentation in Retinal Images with Possion-Blending Data Augmentation’ [Medical Image Analysis 81 (2022) 102534]	620
Unsupervised feature disentanglement for video retrieval in minimally invasive surgery	578
MIST: Multi-instance selective transformer for histopathological subtype prediction	441
Multi-site clustering and nested feature extraction for identifying autism spectrum disorder with resting-state fMRI	435
Computer-aided diagnosis tool for cervical cancer screening with weakly supervised localization and detection of abnormalities using adaptable and explainable classifier	419
Cross-covariance isolate detect: A new change-point method for estimating dynamic functional connectivity	383
A graph-theoretic approach for the analysis of lesion changes and lesions detection review in longitudinal oncological imaging	376
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]	357
TestFit: A plug-and-play one-pass test time method for medical image segmentation	316
RNNSLAM: Reconstructing the 3D colon to visualize missing regions during a colonoscopy	271
Semi-supervised training of deep convolutional neural networks with heterogeneous data and few local annotations: An experiment on prostate histopathology image classification	263
Predicting infant brain connectivity with federated multi-trajectory GNNs using scarce data	253
MMGPL: Multimodal Medical Data Analysis with Graph Prompt Learning	247
Low-field magnetic resonance image enhancement via stochastic image quality transfer	238
Editorial Board	214
HYDI-DSI revisited: Constrained non-parametric EAP imaging without q-space re-gridding	210
Deep-LIBRA: An artificial-intelligence method for robust quantification of breast density with independent validation in breast cancer risk assessment	180
Self-supervised learning of neighborhood embedding for longitudinal MRI	175
StaSiS-Net: A stacked and siamese disparity estimation network for depth reconstruction in modern 3D laparoscopy	170
Parallel non-Cartesian spatial-temporal dictionary learning neural networks (stDLNN) for accelerating 4D-MRI	165
MS-CLAM: Mixed supervision for the classification and localization of tumors in Whole Slide Images	162
Attentive continuous generative self-training for unsupervised domain adaptive medical image translation	157
Latent Transformer Models for out-of-distribution detection	155

BrainGNN: Interpretable Brain Graph Neural Network for fMRI Analysis	152
Mapping heterogenous anisotropic tissue mechanical properties with transverse isotropic nonlinear inversion MR elastography	150
Robust deep learning-based semantic organ segmentation in hyperspectral images	148
Uncertainty mapping and probabilistic tractography using Simulation-based Inference in diffusion MRI: A comparison with classical Bayes	144
CAD-Unet: A capsule network-enhanced Unet architecture for accurate segmentation of COVID-19 lung infections from CT images	138
NuHTC: A hybrid task cascade for nuclei instance segmentation and classification	137
Anatomy-inspired model for critical landmark localization in 3D spinal ultrasound volume data	132
Towards long-tailed, multi-label disease classification from chest X-ray: Overview of the CXR-LT challenge	127
Sketch guided and progressive growing GAN for realistic and editable ultrasound image synthesis	118
VerSe: A Vertebrae labelling and segmentation benchmark for multi-detector CT images	117
Multi-cell type and multi-level graph aggregation network for cancer grading in pathology images	116
TransDose: Transformer-based radiotherapy dose prediction from CT images guided by super-pixel-level GCN classification	114
3D multi-modality Transformer-GAN for high-quality PET reconstruction	112
Automatic quality control of brain T1-weighted magnetic resonance images for a clinical data warehouse	110
AutoFOX: An automated cross-modal 3D fusion framework of coronary X-ray angiography and OCT	106
Erratum to ‘Benchmarking weakly-supervised deep learning pipelines for whole slide classification in computational pathology’ Medical Image Analysis, Volume 79, July 2022, 102474	102
Validation of 4D Flow based relative pressure maps in aortic flows	102
Synthesis-based imaging-differentiation representation learning for multi-sequence 3D/4D MRI	100
Vessel-promoted OCT to OCTA image translation by heuristic contextual constraints	97
FUN-SIS: A Fully UNsupervised approach for Surgical Instrument Segmentation	95
What matters in reinforcement learning for tractography	95
Non-equivalent images and pixels: Confidence-aware resampling with meta-learning mixup for polyp segmentation	94
Shape registration with learned deformations for 3D shape reconstruction from sparse and incomplete point clouds	94
Editorial Board	93
Unsupervised domain adaptation for clinician pose estimation and instance segmentation in the operating room	93
Enhancing chest X-ray datasets with privacy-preserving large language models and multi-type annotations: A data-driven approach for improved classification	92
Deep radial basis function networks with subcategorization for mitosis detection in breast histopathology images	91
Corrigendum to “LESS: Label-efficient multi-scale learning for cytological whole slide image screening” [Medical Image Analysis 94 (2024): 103109]	90
An efficient semi-supervised quality control system trained using physics-based MRI-artefact generators and adversarial training	89
ZygoPlanner: A three-stage graphics-based framework for optimal preoperative planning of zygomatic implant placement	89
Generalized pancreatic cancer diagnosis via multiple instance learning and anatomically-guided shape normalization	88
Robust classification from noisy labels: Integrating additional knowledge for chest radiography abnormality assessment	88
A transfer learning approach to few-shot segmentation of novel white matter tracts	88
Surface deformation tracking in monocular laparoscopic video	88
A causality-inspired generalized model for automated pancreatic cancer diagnosis	84
Prototypical multiple instance learning for predicting lymph node metastasis of breast cancer from whole-slide pathological images	84
Dynamic feature splicing for few-shot rare disease diagnosis	84
Interpretable medical image Visual Question Answering via multi-modal relationship graph learning	83
MallesNet: A multi-object assistance based network for brachial plexus segmentation in ultrasound images	82
SAFRON: Stitching Across the Frontier Network for Generating Colorectal Cancer Histology Images	81
The ACROBAT 2022 challenge: Automatic registration of breast cancer tissue	81
Spatiotemporal knowledge teacher–student reinforcement learning to detect liver tumors without contrast agents	81
Learning what and where to segment: A new perspective on medical image few-shot segmentation	81
A robust image segmentation and synthesis pipeline for histopathology	80
Deep learning microstructure estimation of developing brains from diffusion MRI: A newborn and fetal study	79
RecON: Online learning for sensorless freehand 3D ultrasound reconstruction	79
Automatic brain MRI motion artifact detection based on end-to-end deep learning is similarly effective as traditional machine learning trained on image quality metrics	79
On the challenges and perspectives of foundation models for medical image analysis	79
DermX: An end-to-end framework for explainable automated dermatological diagnosis	78
MVNMF: Multiview nonnegative matrix factorization for radio-multigenomic analysis in breast cancer prognosis	78

A multimodal deep learning model for cardiac resynchronisation therapy response prediction	78
Automatic registration with continuous pose updates for marker-less surgical navigation in spine surgery	77