OOIR: Observatory of International Research

Papers

(The H4-Index of Medical Image Analysis is 80. 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 2022-01-01 to 2026-01-01.)

Article	Citations
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]	896
Unsupervised feature disentanglement for video retrieval in minimally invasive surgery	810
Erratum to ’ Anomaly Segmentation in Retinal Images with Possion-Blending Data Augmentation’ [Medical Image Analysis 81 (2022) 102534]	807
Editorial Board	722
Anatomy-inspired model for critical landmark localization in 3D spinal ultrasound volume data	567
Low-field magnetic resonance image enhancement via stochastic image quality transfer	551
Self-supervised learning of neighborhood embedding for longitudinal MRI	540
MetaExplainer: Revisit domain generalization of functional connectome analyses from the perspective of explainability	505
CAD-Unet: A capsule network-enhanced Unet architecture for accurate segmentation of COVID-19 lung infections from CT images	492
Editorial Board	461
Attentive continuous generative self-training for unsupervised domain adaptive medical image translation	403
HYDI-DSI revisited: Constrained non-parametric EAP imaging without q-space re-gridding	338
Editorial Board	319
MIST: Multi-instance selective transformer for histopathological subtype prediction	311
NuHTC: A hybrid task cascade for nuclei instance segmentation and classification	272
StaSiS-Net: A stacked and siamese disparity estimation network for depth reconstruction in modern 3D laparoscopy	250
Cross-covariance isolate detect: A new change-point method for estimating dynamic functional connectivity	238
TransDose: Transformer-based radiotherapy dose prediction from CT images guided by super-pixel-level GCN classification	206
3D multi-modality Transformer-GAN for high-quality PET reconstruction	200
Multi-site clustering and nested feature extraction for identifying autism spectrum disorder with resting-state fMRI	197
Predicting infant brain connectivity with federated multi-trajectory GNNs using scarce data	189
A graph-theoretic approach for the analysis of lesion changes and lesions detection review in longitudinal oncological imaging	188
Mapping heterogenous anisotropic tissue mechanical properties with transverse isotropic nonlinear inversion MR elastography	186
Latent Transformer Models for out-of-distribution detection	178
Cycle-constrained adversarial denoising convolutional network for PET image denoising: Multi-dimensional validation on large datasets with reader study and real low-dose data	178

Multi-cell type and multi-level graph aggregation network for cancer grading in pathology images	174
TestFit: A plug-and-play one-pass test time method for medical image segmentation	173
Parallel non-Cartesian spatial-temporal dictionary learning neural networks (stDLNN) for accelerating 4D-MRI	171
Robust deep learning-based semantic organ segmentation in hyperspectral images	171
Uncertainty mapping and probabilistic tractography using Simulation-based Inference in diffusion MRI: A comparison with classical Bayes	164
MMGPL: Multimodal Medical Data Analysis with Graph Prompt Learning	160
Towards long-tailed, multi-label disease classification from chest X-ray: Overview of the CXR-LT challenge	160
Sketch guided and progressive growing GAN for realistic and editable ultrasound image synthesis	142
MS-CLAM: Mixed supervision for the classification and localization of tumors in Whole Slide Images	141
Automatic quality control of brain T1-weighted magnetic resonance images for a clinical data warehouse	140
Editorial Board	139
Deep radial basis function networks with subcategorization for mitosis detection in breast histopathology images	136
MVNMF: Multiview nonnegative matrix factorization for radio-multigenomic analysis in breast cancer prognosis	135
A multimodal deep learning model for cardiac resynchronisation therapy response prediction	134
Dynamic feature splicing for few-shot rare disease diagnosis	133
SAFRON: Stitching Across the Frontier Network for Generating Colorectal Cancer Histology Images	129
Prototypical multiple instance learning for predicting lymph node metastasis of breast cancer from whole-slide pathological images	127
ZygoPlanner: A three-stage graphics-based framework for optimal preoperative planning of zygomatic implant placement	127
Learning what and where to segment: A new perspective on medical image few-shot segmentation	123
Vessel-promoted OCT to OCTA image translation by heuristic contextual constraints	120
Automatic registration with continuous pose updates for marker-less surgical navigation in spine surgery	117
Interpretable medical image Visual Question Answering via multi-modal relationship graph learning	117
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	116
A causality-inspired generalized model for automated pancreatic cancer diagnosis	115
Deep learning microstructure estimation of developing brains from diffusion MRI: A newborn and fetal study	114
RecON: Online learning for sensorless freehand 3D ultrasound reconstruction	114
AutoFOX: An automated cross-modal 3D fusion framework of coronary X-ray angiography and OCT	112
What matters in reinforcement learning for tractography	111
Enhancing chest X-ray datasets with privacy-preserving large language models and multi-type annotations: A data-driven approach for improved classification	110
Generalized pancreatic cancer diagnosis via multiple instance learning and anatomically-guided shape normalization	109
Corrigendum to “LESS: Label-efficient multi-scale learning for cytological whole slide image screening” [Medical Image Analysis 94 (2024): 103109]	108
Erratum to ‘Benchmarking weakly-supervised deep learning pipelines for whole slide classification in computational pathology’ Medical Image Analysis, Volume 79, July 2022, 102474	108
Recovering intrinsic conduction velocity and action potential duration from electroanatomic mapping data using curvature	107
Unsupervised domain adaptation for clinician pose estimation and instance segmentation in the operating room	107
An efficient semi-supervised quality control system trained using physics-based MRI-artefact generators and adversarial training	107
GAGM: Geometry-aware graph matching framework for weakly supervised gyral hinge correspondence	105
A transfer learning approach to few-shot segmentation of novel white matter tracts	105
DermX: An end-to-end framework for explainable automated dermatological diagnosis	101
Non-equivalent images and pixels: Confidence-aware resampling with meta-learning mixup for polyp segmentation	100
On the challenges and perspectives of foundation models for medical image analysis	98
FUN-SIS: A Fully UNsupervised approach for Surgical Instrument Segmentation	97
Surface deformation tracking in monocular laparoscopic video	96
Synthesis-based imaging-differentiation representation learning for multi-sequence 3D/4D MRI	93
MallesNet: A multi-object assistance based network for brachial plexus segmentation in ultrasound images	92
Spatiotemporal knowledge teacher–student reinforcement learning to detect liver tumors without contrast agents	91
The ACROBAT 2022 challenge: Automatic registration of breast cancer tissue	89
A robust image segmentation and synthesis pipeline for histopathology	89
Robust image representations with counterfactual contrastive learning	87
Generating realistic single-cell images from CellProfiler representations	86
CP-Net: Instance-aware part segmentation network for biological cell parsing	86

Trimming-then-augmentation: Towards robust depth and odometry estimation for endoscopic images	82
Fair evaluation of federated learning algorithms for automated breast density classification: The results of the 2022 ACR-NCI-NVIDIA federated learning challenge	82
Predicting brain structural network using functional connectivity	81
From sMRI to task-fMRI: A unified geometric deep learning framework for cross-modal brain anatomo-functional mapping	81
SurgRIPE challenge: Benchmark of surgical robot instrument pose estimation	80