OOIR: Observatory of International Research

Papers

(The H4-Index of Information Fusion is 89. 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	1645
Editorial Board	1056
Multi-modal visual tracking based on textual generation	763
From attributes to natural language: A survey and foresight on text-based person re-identification	746
A framework for generalized monotonicity of fusion functions	667
Deep-TCP: Multi-source data fusion for deep learning-powered tropical cyclone intensity prediction to enhance urban sustainability	579
When multi-view meets multi-level: A novel spatio-temporal transformer for traffic prediction	559
Data fabric and digital twins: An integrated approach for data fusion design and evaluation of pervasive systems	529
A tensor-network-based big data fusion framework for Cyber–Physical–Social Systems (CPSS)	515
Adversarial robust image processing in medical digital twin	413
FedCPD: Addressing label distribution skew in federated learning with class proxy decoupling and proxy regularization	413
Multi-modality MRI fusion with patch complementary pre-training for internet of medical things-based smart healthcare	412
Discovering common information in multi-view data	399
Rethinking multi-exposure image fusion with extreme and diverse exposure levels: A robust framework based on Fourier transform and contrastive learning	382
Evidential dissonance measure in robust multi-view classification to resist adversarial attack	367
A review of emerging research directions in Abstract Visual Reasoning	355
MAGIC: An LLM-Based Multi-Agent Activated Graph-Reasoning Intelligent Collaboration Model for Liver Disease Diagnosis	335
Large-scale aerial scene perception based on self-supervised multi-view stereo via cycled generative adversarial network	284
MultiBEATS: Blocks of eigenvalues algorithm for multivariate time series dimensionality reduction	273
Fault stands out in contrast: Zero-shot diagnosis method based on dual-level contrastive fusion network for control moment gyroscopes predictive maintenance	265
Individual entity induced label concept set for classification: An information fusion viewpoint	257
Mid-Net: Rethinking efficient network architectures for small-sample vascular segmentation	257
Semi-supervised clustering with two types of background knowledge: Fusing pairwise constraints and monotonicity constraints	247
XEdgeAI: A human-centered industrial inspection framework with data-centric Explainable Edge AI approach	217
Smooth representation learning from multi-view data	207

A graph neural approach for group recommendation system based on pairwise preferences	206
Anchor-based multi-view subspace clustering with hierarchical feature descent	199
IoT-FAR: A multi-sensor fusion approach for IoT-based firefighting activity recognition	192
Multimodal and multicontrast image fusion via deep generative models	191
Scalable data fusion via a scale-based hierarchical framework: Adapting to multi-source and multi-scale scenarios	191
An information fusion based approach to context-based fine-tuning of GPT models	187
Radar sensor network resource allocation for fused target tracking: A brief review	185
A public and large-scale expert information fusion method and its application: Mining public opinion via sentiment analysis and measuring public dynamic reliability	184
Opinion Evolution Model for Online Reviews from the Perspective of Value Co-creation	180
Review of pixel-level remote sensing image fusion based on deep learning	179
Flare-aware cross-modal enhancement network for multi-spectral vehicle Re-identification	178
InferTrans: Hierarchical structural fusion transformer for crowded human pose estimation	177
Image dehazing via enhancement, restoration, and fusion: A survey	177
Fed-Inforce-Fusion: A federated reinforcement-based fusion model for security and privacy protection of IoMT networks against cyber-attacks	173
Connecting the dots in trustworthy Artificial Intelligence: From AI principles, ethics, and key requirements to responsible AI systems and regulation	172
Transformer-based vision-language alignment for robot navigation and question answering	170
Long sequence time-series forecasting with deep learning: A survey	169
Non-readily identifiable data collaboration analysis for multiple datasets including personal information	169
A preference-approval structure-based non-additive three-way group consensus decision-making approach for medical diagnosis	167
DDAFormer: A hybrid architecture with dynamic large kernel convolution and distance-aware transformer for Brain Tumor Segmentation	164
AOBERT: All-modalities-in-One BERT for multimodal sentiment analysis	162
A multi-view-based noise correction algorithm for crowdsourcing learning	162
QNMF: A quantum neural network based multimodal fusion system for intelligent diagnosis	157
Notions of explainability and evaluation approaches for explainable artificial intelligence	156
Graph refinement and consistency self-supervision for tensorized incomplete multi-view clustering	155
Editorial Board	151
Editorial Board	149
Advancing robust regression: Addressing asymmetric noise with the BLINEX loss function	142
Deep learning techniques for hand vein biometrics: A comprehensive review	140
A scalable dynamic ensemble selection using fuzzy hyperboxes	139
Unified framework for learning with label distribution	138
Fusion-based graph neural networks for synergistic underwater image enhancement	138
SSEFusion: Salient semantic enhancement for multimodal medical image fusion with Mamba and dynamic spiking neural networks	136
Relational Fusion-based Stock Selection with Neural Recursive Ordinary Differential Equation Networks	136
An expertise-based consensus reaching process with probability-hesitant fuzzy preference relations and its application in risk assessment in food industry	131
Adaptive signal light timing for regional traffic optimization based on graph convolutional network empowered traffic forecasting	128
Enhancing multi-modal fusion in visual dialog via sample debiasing and feature interaction	127
Integrating personalized and contextual information in fine-grained emotion recognition in text: A multi-source fusion approach with explainability	123
On the use of information fusion techniques to improve information quality: Taxonomy, opportunities and challenges	121
Multidimensional fusion of frequency and spatial domain information for enhanced camouflaged object detection	121
Spectral-invariant matching network	120
Enhancing train travel time prediction for China–Europe railway express: A transfer learning-based fusion technique	117
PARIS: Partial instance and training set selection. A new scalable approach to multi-label classification	114
Stimulating conversation-style emergencies of multi-modal LMs	114
Bringing vision to climate: A hierarchical model for water depth monitoring in headwater streams	111
Unifying clustering and representation learning for unsupervised text analysis: A Bayesian knowledge-enhanced approach	109
Information fusion in crime event analysis: A decade survey on data, features and models	109
Incremental learning for exudate and hemorrhage segmentation on fundus images	104
A non-threshold consensus model based on the minimum cost and maximum consensus-increasing for multi-attribute large group decision-making	103
A survey on multi-label feature selection from perspectives of label fusion	101

An adaptive density clustering approach with multi-granularity fusion	101
Collaborative DDoS defense for SDN-based AIoT with autoencoder-enhanced federated learning	100
Explainable Crowd Decision Making methodology guided by expert natural language opinions based on Sentiment Analysis with Attention-based Deep Learning and Subgroup Discovery	100
Finite mixture modeling in time series: A survey of Bayesian filters and fusion approaches	100
MST-GAT: A multi-perspective spatial-temporal graph attention network for multi-sensor equipment remaining useful life prediction	97
FC-HGNN: A heterogeneous graph neural network based on brain functional connectivity for mental disorder identification	97
Recent advances in image dehazing: Formal analysis to automated approaches	95
Multivariate solar power time series forecasting using multilevel data fusion and deep neural networks	92
Variational Quantum Linear Solver-based Combination Rules in Dempster–Shafer Theory	91
A survey of multimodal information fusion for smart healthcare: Mapping the journey from data to wisdom	90
Distributed minimum error entropy Kalman filter	89
Multi-GNSS PPP/INS/Vision/LiDAR tightly integrated system for precise navigation in urban environments	89
Fusing heterogeneous tri-dimensional information for reconstructing submerged structures in harsh sub-sea environments	89
Conti-Fuse: A novel continuous decomposition-based fusion framework for infrared and visible images	89