OOIR: Observatory of International Research

Papers

(The H4-Index of Medical Image Analysis is 79. 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 2021-12-01 to 2025-12-01.)

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]	856
Anatomy-inspired model for critical landmark localization in 3D spinal ultrasound volume data	777
Self-supervised learning of neighborhood embedding for longitudinal MRI	776
Low-field magnetic resonance image enhancement via stochastic image quality transfer	697
HYDI-DSI revisited: Constrained non-parametric EAP imaging without q-space re-gridding	537
MetaExplainer: Revisit domain generalization of functional connectome analyses from the perspective of explainability	520
TestFit: A plug-and-play one-pass test time method for medical image segmentation	518
Automatic quality control of brain T1-weighted magnetic resonance images for a clinical data warehouse	515
Editorial Board	476
Cross-covariance isolate detect: A new change-point method for estimating dynamic functional connectivity	463
Uncertainty mapping and probabilistic tractography using Simulation-based Inference in diffusion MRI: A comparison with classical Bayes	448
Attentive continuous generative self-training for unsupervised domain adaptive medical image translation	388
MS-CLAM: Mixed supervision for the classification and localization of tumors in Whole Slide Images	321
Erratum to ’ Anomaly Segmentation in Retinal Images with Possion-Blending Data Augmentation’ [Medical Image Analysis 81 (2022) 102534]	310
Editorial Board	295
Unsupervised feature disentanglement for video retrieval in minimally invasive surgery	259
NuHTC: A hybrid task cascade for nuclei instance segmentation and classification	247
MIST: Multi-instance selective transformer for histopathological subtype prediction	224
StaSiS-Net: A stacked and siamese disparity estimation network for depth reconstruction in modern 3D laparoscopy	200
Parallel non-Cartesian spatial-temporal dictionary learning neural networks (stDLNN) for accelerating 4D-MRI	194
TransDose: Transformer-based radiotherapy dose prediction from CT images guided by super-pixel-level GCN classification	194
Towards long-tailed, multi-label disease classification from chest X-ray: Overview of the CXR-LT challenge	189
Robust deep learning-based semantic organ segmentation in hyperspectral images	172
Sketch guided and progressive growing GAN for realistic and editable ultrasound image synthesis	170
Mapping heterogenous anisotropic tissue mechanical properties with transverse isotropic nonlinear inversion MR elastography	169

Predicting infant brain connectivity with federated multi-trajectory GNNs using scarce data	169
A graph-theoretic approach for the analysis of lesion changes and lesions detection review in longitudinal oncological imaging	166
Multi-site clustering and nested feature extraction for identifying autism spectrum disorder with resting-state fMRI	165
3D multi-modality Transformer-GAN for high-quality PET reconstruction	162
Multi-cell type and multi-level graph aggregation network for cancer grading in pathology images	162
CAD-Unet: A capsule network-enhanced Unet architecture for accurate segmentation of COVID-19 lung infections from CT images	158
Latent Transformer Models for out-of-distribution detection	152
MMGPL: Multimodal Medical Data Analysis with Graph Prompt Learning	147
BrainGNN: Interpretable Brain Graph Neural Network for fMRI Analysis	136
Editorial Board	135
Enhancing chest X-ray datasets with privacy-preserving large language models and multi-type annotations: A data-driven approach for improved classification	133
The ACROBAT 2022 challenge: Automatic registration of breast cancer tissue	132
SAFRON: Stitching Across the Frontier Network for Generating Colorectal Cancer Histology Images	132
Spatiotemporal knowledge teacher–student reinforcement learning to detect liver tumors without contrast agents	131
Generalized pancreatic cancer diagnosis via multiple instance learning and anatomically-guided shape normalization	129
Corrigendum to “LESS: Label-efficient multi-scale learning for cytological whole slide image screening” [Medical Image Analysis 94 (2024): 103109]	125
Validation of 4D Flow based relative pressure maps in aortic flows	122
Erratum to ‘Benchmarking weakly-supervised deep learning pipelines for whole slide classification in computational pathology’ Medical Image Analysis, Volume 79, July 2022, 102474	120
Surface deformation tracking in monocular laparoscopic video	119
What matters in reinforcement learning for tractography	115
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	113
Unsupervised domain adaptation for clinician pose estimation and instance segmentation in the operating room	113
An efficient semi-supervised quality control system trained using physics-based MRI-artefact generators and adversarial training	112
A robust image segmentation and synthesis pipeline for histopathology	112
Synthesis-based imaging-differentiation representation learning for multi-sequence 3D/4D MRI	111
A transfer learning approach to few-shot segmentation of novel white matter tracts	111
A multimodal deep learning model for cardiac resynchronisation therapy response prediction	110
A causality-inspired generalized model for automated pancreatic cancer diagnosis	108
Dynamic feature splicing for few-shot rare disease diagnosis	108
RecON: Online learning for sensorless freehand 3D ultrasound reconstruction	105
Non-equivalent images and pixels: Confidence-aware resampling with meta-learning mixup for polyp segmentation	105
Deep learning microstructure estimation of developing brains from diffusion MRI: A newborn and fetal study	103
Deep radial basis function networks with subcategorization for mitosis detection in breast histopathology images	103
Automatic registration with continuous pose updates for marker-less surgical navigation in spine surgery	102
AutoFOX: An automated cross-modal 3D fusion framework of coronary X-ray angiography and OCT	102
Learning what and where to segment: A new perspective on medical image few-shot segmentation	102
ZygoPlanner: A three-stage graphics-based framework for optimal preoperative planning of zygomatic implant placement	102
DermX: An end-to-end framework for explainable automated dermatological diagnosis	100
Shape registration with learned deformations for 3D shape reconstruction from sparse and incomplete point clouds	99
Interpretable medical image Visual Question Answering via multi-modal relationship graph learning	99
MallesNet: A multi-object assistance based network for brachial plexus segmentation in ultrasound images	95
FUN-SIS: A Fully UNsupervised approach for Surgical Instrument Segmentation	94
Vessel-promoted OCT to OCTA image translation by heuristic contextual constraints	94
MVNMF: Multiview nonnegative matrix factorization for radio-multigenomic analysis in breast cancer prognosis	92
Prototypical multiple instance learning for predicting lymph node metastasis of breast cancer from whole-slide pathological images	89
On the challenges and perspectives of foundation models for medical image analysis	89
Unsupervised 4D-flow MRI reconstruction based on partially-independent generative modeling and complex-difference sparsity constraint	88
Re-identification from histopathology images	88
Robust image representations with counterfactual contrastive learning	86
CP-Net: Instance-aware part segmentation network for biological cell parsing	86

Use of superpixels for improvement of inter-rater and intra-rater reliability during annotation of medical images	85
Fair evaluation of federated learning algorithms for automated breast density classification: The results of the 2022 ACR-NCI-NVIDIA federated learning challenge	84
Generating realistic single-cell images from CellProfiler representations	82
Shape constrained CNN for segmentation guided prediction of myocardial shape and pose parameters in cardiac MRI	80