OOIR: Observatory of International Research

Papers

(The H4-Index of Information Fusion is 83. 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 2021-06-01 to 2025-06-01.)

Article	Citations
Editorial Board	1557
Editorial Board	955
Flare-aware cross-modal enhancement network for multi-spectral vehicle Re-identification	683
A multi-view-based noise correction algorithm for crowdsourcing learning	660
A framework for generalized monotonicity of fusion functions	595
Deep-TCP: Multi-source data fusion for deep learning-powered tropical cyclone intensity prediction to enhance urban sustainability	527
Adversarial robust image processing in medical digital twin	496
When multi-view meets multi-level: A novel spatio-temporal transformer for traffic prediction	488
Graph refinement and consistency self-supervision for tensorized incomplete multi-view clustering	487
InferTrans: Hierarchical structural fusion transformer for crowded human pose estimation	388
Semi-supervised clustering with two types of background knowledge: Fusing pairwise constraints and monotonicity constraints	375
From attributes to natural language: A survey and foresight on text-based person re-identification	359
XEdgeAI: A human-centered industrial inspection framework with data-centric Explainable Edge AI approach	359
Non-readily identifiable data collaboration analysis for multiple datasets including personal information	352
Opinion Evolution Model for Online Reviews from the Perspective of Value Co-creation	344
FedCPD: Addressing label distribution skew in federated learning with class proxy decoupling and proxy regularization	314
Data fabric and digital twins: An integrated approach for data fusion design and evaluation of pervasive systems	281
Rethinking multi-exposure image fusion with extreme and diverse exposure levels: A robust framework based on Fourier transform and contrastive learning	261
IoT-FAR: A multi-sensor fusion approach for IoT-based firefighting activity recognition	259
MultiBEATS: Blocks of eigenvalues algorithm for multivariate time series dimensionality reduction	249
A tensor-network-based big data fusion framework for Cyber–Physical–Social Systems (CPSS)	243
Fault stands out in contrast: Zero-shot diagnosis method based on dual-level contrastive fusion network for control moment gyroscopes predictive maintenance	241
Mid-Net: Rethinking efficient network architectures for small-sample vascular segmentation	232
Individual entity induced label concept set for classification: An information fusion viewpoint	217
Large-scale aerial scene perception based on self-supervised multi-view stereo via cycled generative adversarial network	201

Evidential dissonance measure in robust multi-view classification to resist adversarial attack	195
Review of pixel-level remote sensing image fusion based on deep learning	194
A preference-approval structure-based non-additive three-way group consensus decision-making approach for medical diagnosis	188
Radar sensor network resource allocation for fused target tracking: A brief review	174
Image dehazing via enhancement, restoration, and fusion: A survey	173
Smooth representation learning from multi-view data	173
Multimodal and multicontrast image fusion via deep generative models	172
Transformer-based vision-language alignment for robot navigation and question answering	172
A graph neural approach for group recommendation system based on pairwise preferences	169
Anchor-based multi-view subspace clustering with hierarchical feature descent	169
Multi-modality MRI fusion with patch complementary pre-training for internet of medical things-based smart healthcare	164
Discovering common information in multi-view data	163
A review of emerging research directions in Abstract Visual Reasoning	161
Fed-Inforce-Fusion: A federated reinforcement-based fusion model for security and privacy protection of IoMT networks against cyber-attacks	159
QNMF: A quantum neural network based multimodal fusion system for intelligent diagnosis	158
A public and large-scale expert information fusion method and its application: Mining public opinion via sentiment analysis and measuring public dynamic reliability	153
An information fusion based approach to context-based fine-tuning of GPT models	151
Multi-modal visual tracking based on textual generation	151
Notions of explainability and evaluation approaches for explainable artificial intelligence	151
Connecting the dots in trustworthy Artificial Intelligence: From AI principles, ethics, and key requirements to responsible AI systems and regulation	150
A graph attention network for real-world multi-image super-resolution	150
Scalable data fusion via a scale-based hierarchical framework: Adapting to multi-source and multi-scale scenarios	149
AOBERT: All-modalities-in-One BERT for multimodal sentiment analysis	146
Long sequence time-series forecasting with deep learning: A survey	144
Editorial Board	141
Editorial Board	140
Multimodal manifold learning using kernel interpolation along geodesic paths	138
Multi-source multi-modal domain adaptation	135
Relational Fusion-based Stock Selection with Neural Recursive Ordinary Differential Equation Networks	135
Integrating personalized and contextual information in fine-grained emotion recognition in text: A multi-source fusion approach with explainability	135
Conti-Fuse: A novel continuous decomposition-based fusion framework for infrared and visible images	133
Adaptive signal light timing for regional traffic optimization based on graph convolutional network empowered traffic forecasting	133
Multidimensional fusion of frequency and spatial domain information for enhanced camouflaged object detection	131
Enhancing multi-modal fusion in visual dialog via sample debiasing and feature interaction	123
Advancing robust regression: Addressing asymmetric noise with the BLINEX loss function	121
Multi-GNSS PPP/INS/Vision/LiDAR tightly integrated system for precise navigation in urban environments	118
Collaborative DDoS defense for SDN-based AIoT with autoencoder-enhanced federated learning	116
Deep learning techniques for hand vein biometrics: A comprehensive review	114
A survey on semantic processing techniques	114
Incremental learning for exudate and hemorrhage segmentation on fundus images	113
Spectral-invariant matching network	112
Enhancing the security of blockchain-based software defined networking through trust-based traffic fusion and filtration	111
Terrain detection and segmentation for autonomous vehicle navigation: A state-of-the-art systematic review	105
Enhancing train travel time prediction for China–Europe railway express: A transfer learning-based fusion technique	104
PARIS: Partial instance and training set selection. A new scalable approach to multi-label classification	104
Finite mixture modeling in time series: A survey of Bayesian filters and fusion approaches	102
Bringing vision to climate: A hierarchical model for water depth monitoring in headwater streams	101
Information fusion in crime event analysis: A decade survey on data, features and models	101
Blockchain-based privacy-preserving incentive scheme for internet of electric vehicle	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

Advancing crowd forecasting with graphs across microscopic trajectory to macroscopic dynamics	97
Transitive full covers of incomplete preference relations	96
Beyond word embeddings: A survey	96
A defocus and similarity attention-based cascaded network for multi-focus and misaligned image fusion	95
On the use of information fusion techniques to improve information quality: Taxonomy, opportunities and challenges	94
Multi-view graph imputation network	88
Unifying clustering and representation learning for unsupervised text analysis: A Bayesian knowledge-enhanced approach	84
FC-HGNN: A heterogeneous graph neural network based on brain functional connectivity for mental disorder identification	84
A survey of multimodal information fusion for smart healthcare: Mapping the journey from data to wisdom	83