OOIR: Observatory of International Research

Papers

(The H4-Index of Information Fusion is 91. 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 2021-11-01 to 2025-11-01.)

Article	Citations
InferTrans: Hierarchical structural fusion transformer for crowded human pose estimation	1811
Cross-attention fusion of graph and MLLM for social relation recognition	1226
When multi-view meets multi-level: A novel spatio-temporal transformer for traffic prediction	938
Individual entity induced label concept set for classification: An information fusion viewpoint	757
FedCPD: Addressing label distribution skew in federated learning with class proxy decoupling and proxy regularization	692
IoT-FAR: A multi-sensor fusion approach for IoT-based firefighting activity recognition	631
Multilevel feature encoder for transfer learning-based fault detection on acoustic signal	566
Multi-modal visual tracking based on textual generation	562
Artificial intelligence-enabled detection and assessment of Parkinson’s disease using multimodal data: A survey	497
Large-scale aerial scene perception based on self-supervised multi-view stereo via cycled generative adversarial network	478
Image dehazing via enhancement, restoration, and fusion: A survey	456
Motion-guided token prioritization and semantic degradation fusion for exo-to-ego cross-view video generation	456
AOBERT: All-modalities-in-One BERT for multimodal sentiment analysis	417
Fed-Inforce-Fusion: A federated reinforcement-based fusion model for security and privacy protection of IoMT networks against cyber-attacks	410
Radar sensor network resource allocation for fused target tracking: A brief review	402
Flare-aware cross-modal enhancement network for multi-spectral vehicle Re-identification	340
Anchor-based multi-view subspace clustering with hierarchical feature descent	325
Multimodal and multicontrast image fusion via deep generative models	316
XEdgeAI: A human-centered industrial inspection framework with data-centric Explainable Edge AI approach	305
Robust privacy-preserving aggregation against poisoning attacks for secure distributed data fusion	279
Fault stands out in contrast: Zero-shot diagnosis method based on dual-level contrastive fusion network for control moment gyroscopes predictive maintenance	278
From attributes to natural language: A survey and foresight on text-based person re-identification	235
CASI: Context-aware Automatic Semantic Inference by fusing video and network traffic information in industrial control systems	234
A graph neural approach for group recommendation system based on pairwise preferences	232
Data fabric and digital twins: An integrated approach for data fusion design and evaluation of pervasive systems	230

Multi-modality MRI fusion with patch complementary pre-training for internet of medical things-based smart healthcare	229
MultiBEATS: Blocks of eigenvalues algorithm for multivariate time series dimensionality reduction	229
Semi-supervised clustering with two types of background knowledge: Fusing pairwise constraints and monotonicity constraints	221
Editorial Board	219
Towards efficient RGB-T semantic segmentation via feature generative distillation strategy	215
A framework for generalized monotonicity of fusion functions	214
A multi-view-based noise correction algorithm for crowdsourcing learning	213
Rethinking multi-exposure image fusion with extreme and diverse exposure levels: A robust framework based on Fourier transform and contrastive learning	209
A self-supervised data augmentation strategy for EEG-based emotion recognition	208
Opinion Evolution Model for Online Reviews from the Perspective of Value Co-creation	198
Non-readily identifiable data collaboration analysis for multiple datasets including personal information	195
A tensor-network-based big data fusion framework for Cyber–Physical–Social Systems (CPSS)	195
Smooth representation learning from multi-view data	192
QNMF: A quantum neural network based multimodal fusion system for intelligent diagnosis	191
Deep-TCP: Multi-source data fusion for deep learning-powered tropical cyclone intensity prediction to enhance urban sustainability	190
Scalable data fusion via a scale-based hierarchical framework: Adapting to multi-source and multi-scale scenarios	190
Graph refinement and consistency self-supervision for tensorized incomplete multi-view clustering	187
Discovering common information in multi-view data	186
Transformer-based vision-language alignment for robot navigation and question answering	174
Mid-Net: Rethinking efficient network architectures for small-sample vascular segmentation	173
A preference-approval structure-based non-additive three-way group consensus decision-making approach for medical diagnosis	170
Evidential dissonance measure in robust multi-view classification to resist adversarial attack	164
Review of pixel-level remote sensing image fusion based on deep learning	162
A review of emerging research directions in Abstract Visual Reasoning	161
Notions of explainability and evaluation approaches for explainable artificial intelligence	160
Long sequence time-series forecasting with deep learning: A survey	160
Adversarial robust image processing in medical digital twin	149
A public and large-scale expert information fusion method and its application: Mining public opinion via sentiment analysis and measuring public dynamic reliability	147
An information fusion based approach to context-based fine-tuning of GPT models	146
Connecting the dots in trustworthy Artificial Intelligence: From AI principles, ethics, and key requirements to responsible AI systems and regulation	144
Editorial Board	143
Stimulating conversation-style emergencies of multi-modal LMs	142
Bringing vision to climate: A hierarchical model for water depth monitoring in headwater streams	138
Advancing robust regression: Addressing asymmetric noise with the BLINEX loss function	137
Relational Fusion-based Stock Selection with Neural Recursive Ordinary Differential Equation Networks	133
Integrating personalized and contextual information in fine-grained emotion recognition in text: A multi-source fusion approach with explainability	130
Deep multi-view clustering: A comprehensive survey of the contemporary techniques	128
Fusion of KANO theory and Attention-BiLSTM models for user demand analysis and trend prediction	125
Enhancing train travel time prediction for China–Europe railway express: A transfer learning-based fusion technique	121
SSEFusion: Salient semantic enhancement for multimodal medical image fusion with Mamba and dynamic spiking neural networks	119
Multimodal manifold learning using kernel interpolation along geodesic paths	119
Unified framework for learning with label distribution	116
PARIS: Partial instance and training set selection. A new scalable approach to multi-label classification	115
Transitive full covers of incomplete preference relations	115
Spectral-invariant matching network	115
A non-threshold consensus model based on the minimum cost and maximum consensus-increasing for multi-attribute large group decision-making	112
On the use of information fusion techniques to improve information quality: Taxonomy, opportunities and challenges	112
Distributed minimum error entropy Kalman filter	110
Weighted adaptively ensemble clustering method based on fuzzy Co-association matrix	109
Recent advances in image dehazing: Formal analysis to automated approaches	107

Information fusion in crime event analysis: A decade survey on data, features and models	106
Fusing heterogeneous tri-dimensional information for reconstructing submerged structures in harsh sub-sea environments	105
Editorial Board	104
A scalable dynamic ensemble selection using fuzzy hyperboxes	103
Variational Quantum Linear Solver-based Combination Rules in Dempster–Shafer Theory	103
Multivariate solar power time series forecasting using multilevel data fusion and deep neural networks	102
Multi-view graph imputation network	101
A survey on semantic processing techniques	101
Enhancing multi-modal fusion in visual dialog via sample debiasing and feature interaction	101
BioCross: A cross-modal framework for unified representation of multi-modal biosignals with heterogeneous metadata fusion	100
Multi-source multi-modal domain adaptation	100
FC-HGNN: A heterogeneous graph neural network based on brain functional connectivity for mental disorder identification	98
Transfer Learning with Foundational Models for Time Series Forecasting using Low-Rank Adaptations	97
Blockchain-based privacy-preserving incentive scheme for internet of electric vehicle	96
Deep learning for hyperspectral image classification: A comprehensive review and future predictions	95
Fusion-based graph neural networks for synergistic underwater image enhancement	94
Multi-GNSS PPP/INS/Vision/LiDAR tightly integrated system for precise navigation in urban environments	91
MST-GAT: A multi-perspective spatial-temporal graph attention network for multi-sensor equipment remaining useful life prediction	91
Adaptive signal light timing for regional traffic optimization based on graph convolutional network empowered traffic forecasting	91
A defocus and similarity attention-based cascaded network for multi-focus and misaligned image fusion	91