OOIR: Observatory of International Research

Papers

(The H4-Index of Medical Image Analysis is 78. 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 2022-06-01 to 2026-06-01.)

Article	Citations
HYDI-DSI revisited: Constrained non-parametric EAP imaging without q-space re-gridding	1081
Parallel non-Cartesian spatial-temporal dictionary learning neural networks (stDLNN) for accelerating 4D-MRI	1011
Predicting infant brain connectivity with federated multi-trajectory GNNs using scarce data	982
MIST: Multi-instance selective transformer for histopathological subtype prediction	956
Editorial Board	895
Editorial Board	680
Editorial Board	671
NuHTC: A hybrid task cascade for nuclei instance segmentation and classification	644
Self-supervised learning of neighborhood embedding for longitudinal MRI	641
Anatomy-inspired model for critical landmark localization in 3D spinal ultrasound volume data	523
Robust deep learning-based semantic organ segmentation in hyperspectral images	424
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]	379
Cycle-constrained adversarial denoising convolutional network for PET image denoising: Multi-dimensional validation on large datasets with reader study and real low-dose data	378
Facial appearance prediction for orthognathic surgery with diffusion models	361
Attentive continuous generative self-training for unsupervised domain adaptive medical image translation	359
TestFit: A plug-and-play one-pass test time method for medical image segmentation	294
Multi-cell type and multi-level graph aggregation network for cancer grading in pathology images	268
Asymmetric fiber orientation distribution estimation via unsupervised deep learning	248
Latent Transformer Models for out-of-distribution detection	221
Hippocampal surface morphological variation-based genome-wide association analysis network for biomarker detection of Alzheimer’s disease	210
AEM: An interpretable multi-task multi-modal framework for cardiac disease prediction	199
Uncertainty mapping and probabilistic tractography using Simulation-based Inference in diffusion MRI: A comparison with classical Bayes	195
MMGPL: Multimodal Medical Data Analysis with Graph Prompt Learning	195
TransDose: Transformer-based radiotherapy dose prediction from CT images guided by super-pixel-level GCN classification	193
Erratum to ’ Anomaly Segmentation in Retinal Images with Possion-Blending Data Augmentation’ [Medical Image Analysis 81 (2022) 102534]	189

A graph-theoretic approach for the analysis of lesion changes and lesions detection review in longitudinal oncological imaging	185
PIVOTS: Aligning unseen structures using preoperative to intraoperative volume-to-surface registration for liver navigation	167
3D multi-modality Transformer-GAN for high-quality PET reconstruction	164
Sketch guided and progressive growing GAN for realistic and editable ultrasound image synthesis	163
Towards long-tailed, multi-label disease classification from chest X-ray: Overview of the CXR-LT challenge	162
MetaExplainer: Revisit domain generalization of functional connectome analyses from the perspective of explainability	162
MS-CLAM: Mixed supervision for the classification and localization of tumors in Whole Slide Images	161
Low-field magnetic resonance image enhancement via stochastic image quality transfer	154
Editorial Board	151
CAD-Unet: A capsule network-enhanced Unet architecture for accurate segmentation of COVID-19 lung infections from CT images	151
Synthesis-based imaging-differentiation representation learning for multi-sequence 3D/4D MRI	150
Spatiotemporal knowledge teacher–student reinforcement learning to detect liver tumors without contrast agents	145
Deep radial basis function networks with subcategorization for mitosis detection in breast histopathology images	143
SAM-Swin: SAM-driven dual-swin transformers with adaptive lesion enhancement for Laryngo-Pharyngeal tumor detection	136
Vessel-promoted OCT to OCTA image translation by heuristic contextual constraints	132
DermX: An end-to-end framework for explainable automated dermatological diagnosis	130
Deep learning microstructure estimation of developing brains from diffusion MRI: A newborn and fetal study	127
Reliable uncertainty quantification for 2D/3D anatomical landmark localization using multi-output conformal prediction	127
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	126
ZygoPlanner: A three-stage graphics-based framework for optimal preoperative planning of zygomatic implant placement	125
Learning what and where to segment: A new perspective on medical image few-shot segmentation	123
Enhancing chest X-ray datasets with privacy-preserving large language models and multi-type annotations: A data-driven approach for improved classification	123
MallesNet: A multi-object assistance based network for brachial plexus segmentation in ultrasound images	122
A causality-inspired generalized model for automated pancreatic cancer diagnosis	120
A transfer learning approach to few-shot segmentation of novel white matter tracts	119
Prompt guiding multi-scale adaptive sparse representation-driven network for low-dose CT MAR	112
The ACROBAT 2022 challenge: Automatic registration of breast cancer tissue	108
RecON: Online learning for sensorless freehand 3D ultrasound reconstruction	107
An efficient, scalable, and adaptable plug-and-play temporal attention module for motion-guided cardiac segmentation with sparse temporal labels	103
SicTTA: Single image continual test time adaptation for medical image segmentation	99
Unsupervised domain adaptation for clinician pose estimation and instance segmentation in the operating room	98
Multimodal medical endoscopic image analysis via progressive disentangle-aware contrastive learning	98
FUN-SIS: A Fully UNsupervised approach for Surgical Instrument Segmentation	93
AutoFOX: An automated cross-modal 3D fusion framework of coronary X-ray angiography and OCT	92
Recovering intrinsic conduction velocity and action potential duration from electroanatomic mapping data using curvature	92
Surface deformation tracking in monocular laparoscopic video	91
GAGM: Geometry-aware graph matching framework for weakly supervised gyral hinge correspondence	90
Generalized pancreatic cancer diagnosis via multiple instance learning and anatomically-guided shape normalization	89
From model based to learned regularization in medical image registration: A comprehensive review	89
MVNMF: Multiview nonnegative matrix factorization for radio-multigenomic analysis in breast cancer prognosis	88
Corrigendum to “LESS: Label-efficient multi-scale learning for cytological whole slide image screening” [Medical Image Analysis 94 (2024): 103109]	88
An efficient semi-supervised quality control system trained using physics-based MRI-artefact generators and adversarial training	87
Complex wavelet-based Transformer for neurodevelopmental disorder diagnosis via direct modeling of real and imaginary components	87
MG-3D: Multi-grained knowledge-enhanced vision-language pre-training for 3D medical image analysis	87
On the challenges and perspectives of foundation models for medical image analysis	85
Automatic registration with continuous pose updates for marker-less surgical navigation in spine surgery	82
What matters in reinforcement learning for tractography	82
A multimodal deep learning model for cardiac resynchronisation therapy response prediction	80
Erratum to ‘Benchmarking weakly-supervised deep learning pipelines for whole slide classification in computational pathology’ Medical Image Analysis, Volume 79, July 2022, 102474	80
A robust image segmentation and synthesis pipeline for histopathology	80

Prototypical multiple instance learning for predicting lymph node metastasis of breast cancer from whole-slide pathological images	80
Dynamic feature splicing for few-shot rare disease diagnosis	79
Interpretable medical image Visual Question Answering via multi-modal relationship graph learning	79