Medical Image Analysis

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 2021-09-01 to 2025-09-01.)
ArticleCitations
Editorial Board746
Editorial Board671
Erratum to ’ Anomaly Segmentation in Retinal Images with Possion-Blending Data Augmentation’ [Medical Image Analysis 81 (2022) 102534]659
MIST: Multi-instance selective transformer for histopathological subtype prediction602
Computer-aided diagnosis tool for cervical cancer screening with weakly supervised localization and detection of abnormalities using adaptable and explainable classifier457
Multi-site clustering and nested feature extraction for identifying autism spectrum disorder with resting-state fMRI453
A graph-theoretic approach for the analysis of lesion changes and lesions detection review in longitudinal oncological imaging444
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]396
Editorial Board393
HYDI-DSI revisited: Constrained non-parametric EAP imaging without q-space re-gridding384
Deep-LIBRA: An artificial-intelligence method for robust quantification of breast density with independent validation in breast cancer risk assessment302
Self-supervised learning of neighborhood embedding for longitudinal MRI290
Attentive continuous generative self-training for unsupervised domain adaptive medical image translation282
Mapping heterogenous anisotropic tissue mechanical properties with transverse isotropic nonlinear inversion MR elastography263
Predicting infant brain connectivity with federated multi-trajectory GNNs using scarce data244
NuHTC: A hybrid task cascade for nuclei instance segmentation and classification223
CAD-Unet: A capsule network-enhanced Unet architecture for accurate segmentation of COVID-19 lung infections from CT images219
Uncertainty mapping and probabilistic tractography using Simulation-based Inference in diffusion MRI: A comparison with classical Bayes194
Anatomy-inspired model for critical landmark localization in 3D spinal ultrasound volume data182
Parallel non-Cartesian spatial-temporal dictionary learning neural networks (stDLNN) for accelerating 4D-MRI176
Automatic quality control of brain T1-weighted magnetic resonance images for a clinical data warehouse173
MS-CLAM: Mixed supervision for the classification and localization of tumors in Whole Slide Images165
Low-field magnetic resonance image enhancement via stochastic image quality transfer164
Robust deep learning-based semantic organ segmentation in hyperspectral images160
Sketch guided and progressive growing GAN for realistic and editable ultrasound image synthesis153
TestFit: A plug-and-play one-pass test time method for medical image segmentation153
TransDose: Transformer-based radiotherapy dose prediction from CT images guided by super-pixel-level GCN classification153
Semi-supervised training of deep convolutional neural networks with heterogeneous data and few local annotations: An experiment on prostate histopathology image classification148
Cross-covariance isolate detect: A new change-point method for estimating dynamic functional connectivity145
Multi-cell type and multi-level graph aggregation network for cancer grading in pathology images144
Latent Transformer Models for out-of-distribution detection143
StaSiS-Net: A stacked and siamese disparity estimation network for depth reconstruction in modern 3D laparoscopy128
3D multi-modality Transformer-GAN for high-quality PET reconstruction125
VerSe: A Vertebrae labelling and segmentation benchmark for multi-detector CT images124
BrainGNN: Interpretable Brain Graph Neural Network for fMRI Analysis120
MMGPL: Multimodal Medical Data Analysis with Graph Prompt Learning116
Towards long-tailed, multi-label disease classification from chest X-ray: Overview of the CXR-LT challenge115
Unsupervised feature disentanglement for video retrieval in minimally invasive surgery114
Synthesis-based imaging-differentiation representation learning for multi-sequence 3D/4D MRI112
Erratum to ‘Benchmarking weakly-supervised deep learning pipelines for whole slide classification in computational pathology’ Medical Image Analysis, Volume 79, July 2022, 102474112
Vessel-promoted OCT to OCTA image translation by heuristic contextual constraints107
Shape registration with learned deformations for 3D shape reconstruction from sparse and incomplete point clouds103
Unsupervised domain adaptation for clinician pose estimation and instance segmentation in the operating room100
MVNMF: Multiview nonnegative matrix factorization for radio-multigenomic analysis in breast cancer prognosis100
Validation of 4D Flow based relative pressure maps in aortic flows98
A causality-inspired generalized model for automated pancreatic cancer diagnosis97
Spatiotemporal knowledge teacher–student reinforcement learning to detect liver tumors without contrast agents97
FUN-SIS: A Fully UNsupervised approach for Surgical Instrument Segmentation96
What matters in reinforcement learning for tractography95
Non-equivalent images and pixels: Confidence-aware resampling with meta-learning mixup for polyp segmentation95
An efficient semi-supervised quality control system trained using physics-based MRI-artefact generators and adversarial training94
A robust image segmentation and synthesis pipeline for histopathology94
Editorial Board94
Enhancing chest X-ray datasets with privacy-preserving large language models and multi-type annotations: A data-driven approach for improved classification93
Deep radial basis function networks with subcategorization for mitosis detection in breast histopathology images92
Corrigendum to “LESS: Label-efficient multi-scale learning for cytological whole slide image screening” [Medical Image Analysis 94 (2024): 103109]92
Dynamic feature splicing for few-shot rare disease diagnosis91
Interpretable medical image Visual Question Answering via multi-modal relationship graph learning91
SAFRON: Stitching Across the Frontier Network for Generating Colorectal Cancer Histology Images90
DermX: An end-to-end framework for explainable automated dermatological diagnosis90
RecON: Online learning for sensorless freehand 3D ultrasound reconstruction89
Surface deformation tracking in monocular laparoscopic video88
The ACROBAT 2022 challenge: Automatic registration of breast cancer tissue88
Generalized pancreatic cancer diagnosis via multiple instance learning and anatomically-guided shape normalization87
Deep learning microstructure estimation of developing brains from diffusion MRI: A newborn and fetal study85
Prototypical multiple instance learning for predicting lymph node metastasis of breast cancer from whole-slide pathological images85
MallesNet: A multi-object assistance based network for brachial plexus segmentation in ultrasound images83
Learning what and where to segment: A new perspective on medical image few-shot segmentation83
Automatic registration with continuous pose updates for marker-less surgical navigation in spine surgery83
ZygoPlanner: A three-stage graphics-based framework for optimal preoperative planning of zygomatic implant placement83
Automatic brain MRI motion artifact detection based on end-to-end deep learning is similarly effective as traditional machine learning trained on image quality metrics82
A multimodal deep learning model for cardiac resynchronisation therapy response prediction82
AutoFOX: An automated cross-modal 3D fusion framework of coronary X-ray angiography and OCT81
On the challenges and perspectives of foundation models for medical image analysis81
A transfer learning approach to few-shot segmentation of novel white matter tracts81
TS-AI: A deep learning pipeline for multimodal subject-specific parcellation with task contrasts synthesis80
Dual-modality visual feature flow for medical report generation78
Re-identification from histopathology images78
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