OOIR: Observatory of International Research

Papers

(The H4-Index of Information Fusion is 95. 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 2022-01-01 to 2026-01-01.)

Article	Citations
InferTrans: Hierarchical structural fusion transformer for crowded human pose estimation	1363
Flare-aware cross-modal enhancement network for multi-spectral vehicle Re-identification	1063
Opinion Evolution Model for Online Reviews from the Perspective of Value Co-creation	825
Deep-TCP: Multi-source data fusion for deep learning-powered tropical cyclone intensity prediction to enhance urban sustainability	782
Scalable data fusion via a scale-based hierarchical framework: Adapting to multi-source and multi-scale scenarios	592
Multi-sensor data fusion for smart healthcare: optimizing specialty-based classification of imbalanced EMRs	581
Editorial Board	564
A framework for generalized monotonicity of fusion functions	518
Non-readily identifiable data collaboration analysis for multiple datasets including personal information	487
Cross-attention fusion of graph and MLLM for social relation recognition	475
A multi-view-based noise correction algorithm for crowdsourcing learning	471
Rethinking multi-exposure image fusion with extreme and diverse exposure levels: A robust framework based on Fourier transform and contrastive learning	430
Adversarial robust image processing in medical digital twin	378
Multilevel feature encoder for transfer learning-based fault detection on acoustic signal	359
Discovering common information in multi-view data	354
Data fabric and digital twins: An integrated approach for data fusion design and evaluation of pervasive systems	321
Anchor-based multi-view subspace clustering with hierarchical feature descent	319
Semi-supervised clustering with two types of background knowledge: Fusing pairwise constraints and monotonicity constraints	290
IoT-FAR: A multi-sensor fusion approach for IoT-based firefighting activity recognition	276
Smooth representation learning from multi-view data	262
Mid-Net: Rethinking efficient network architectures for small-sample vascular segmentation	259
Large-scale aerial scene perception based on self-supervised multi-view stereo via cycled generative adversarial network	258
Towards efficient RGB-T semantic segmentation via feature generative distillation strategy	254
A graph attention network for real-world multi-image super-resolution	242
A self-supervised data augmentation strategy for EEG-based emotion recognition	241

Radar sensor network resource allocation for fused target tracking: A brief review	240
RVAFM: Re-parameterizing Vertical Attention Fusion Module for handwritten paragraph text recognition	239
A graph neural approach for group recommendation system based on pairwise preferences	235
Multi-modal visual tracking based on textual generation	233
CASI: Context-aware Automatic Semantic Inference by fusing video and network traffic information in industrial control systems	218
Image dehazing via enhancement, restoration, and fusion: A survey	214
FedCPD: Addressing label distribution skew in federated learning with class proxy decoupling and proxy regularization	212
Motion-guided token prioritization and semantic degradation fusion for exo-to-ego cross-view video generation	209
Artificial intelligence-enabled detection and assessment of Parkinson’s disease using multimodal data: A survey	209
Multimodal and multicontrast image fusion via deep generative models	206
A public and large-scale expert information fusion method and its application: Mining public opinion via sentiment analysis and measuring public dynamic reliability	200
Graph refinement and consistency self-supervision for tensorized incomplete multi-view clustering	198
MultiBEATS: Blocks of eigenvalues algorithm for multivariate time series dimensionality reduction	192
Robust privacy-preserving aggregation against poisoning attacks for secure distributed data fusion	187
When multi-view meets multi-level: A novel spatio-temporal transformer for traffic prediction	187
Evidential dissonance measure in robust multi-view classification to resist adversarial attack	186
Multi-modality MRI fusion with patch complementary pre-training for internet of medical things-based smart healthcare	179
An information fusion based approach to context-based fine-tuning of GPT models	176
Fault stands out in contrast: Zero-shot diagnosis method based on dual-level contrastive fusion network for control moment gyroscopes predictive maintenance	172
A preference-approval structure-based non-additive three-way group consensus decision-making approach for medical diagnosis	164
AOBERT: All-modalities-in-One BERT for multimodal sentiment analysis	157
From attributes to natural language: A survey and foresight on text-based person re-identification	156
A review of emerging research directions in Abstract Visual Reasoning	154
XEdgeAI: A human-centered industrial inspection framework with data-centric Explainable Edge AI approach	153
Fed-Inforce-Fusion: A federated reinforcement-based fusion model for security and privacy protection of IoMT networks against cyber-attacks	151
Transformer-based vision-language alignment for robot navigation and question answering	150
Review of pixel-level remote sensing image fusion based on deep learning	148
Individual entity induced label concept set for classification: An information fusion viewpoint	143
Long sequence time-series forecasting with deep learning: A survey	143
Connecting the dots in trustworthy Artificial Intelligence: From AI principles, ethics, and key requirements to responsible AI systems and regulation	140
QNMF: A quantum neural network based multimodal fusion system for intelligent diagnosis	135
Editorial Board	132
Bringing vision to climate: A hierarchical model for water depth monitoring in headwater streams	127
Integrating personalized and contextual information in fine-grained emotion recognition in text: A multi-source fusion approach with explainability	127
Transfer Learning with Foundational Models for Time Series Forecasting using Low-Rank Adaptations	126
Explainable Crowd Decision Making methodology guided by expert natural language opinions based on Sentiment Analysis with Attention-based Deep Learning and Subgroup Discovery	126
SPGFusion: Semantic Prior Guided Infrared and visible image fusion via pretrained vision models	121
A scalable dynamic ensemble selection using fuzzy hyperboxes	120
Finite mixture modeling in time series: A survey of Bayesian filters and fusion approaches	119
Enhancing train travel time prediction for China–Europe railway express: A transfer learning-based fusion technique	119
Adaptive signal light timing for regional traffic optimization based on graph convolutional network empowered traffic forecasting	118
Fusion of KANO theory and Attention-BiLSTM models for user demand analysis and trend prediction	118
Multi-GNSS PPP/INS/Vision/LiDAR tightly integrated system for precise navigation in urban environments	116
Conti-Fuse: A novel continuous decomposition-based fusion framework for infrared and visible images	115
A survey on multi-label feature selection from perspectives of label fusion	115
SSEFusion: Salient semantic enhancement for multimodal medical image fusion with Mamba and dynamic spiking neural networks	113
Multidimensional fusion of frequency and spatial domain information for enhanced camouflaged object detection	112
A semantic-driven coupled network for infrared and visible image fusion	112
Recent advances in image dehazing: Formal analysis to automated approaches	112
Fusion-based graph neural networks for synergistic underwater image enhancement	112

Deep learning for hyperspectral image classification: A comprehensive review and future predictions	111
Neighbor-aware deep multi-view clustering via graph convolutional network	111
Advancing robust regression: Addressing asymmetric noise with the BLINEX loss function	110
Terrain detection and segmentation for autonomous vehicle navigation: A state-of-the-art systematic review	110
MVFusion-TSC: A multi-view fusion image-based network for time series classification	108
Editorial Board	107
Variational Quantum Linear Solver-based Combination Rules in Dempster–Shafer Theory	105
Transitive full covers of incomplete preference relations	103
On the use of information fusion techniques to improve information quality: Taxonomy, opportunities and challenges	102
Deep learning techniques for hand vein biometrics: A comprehensive review	101
Spectral-invariant matching network	100
MDVul: A semantic-based complex dependency code vulnerability detection using fusion path	98
An expertise-based consensus reaching process with probability-hesitant fuzzy preference relations and its application in risk assessment in food industry	98
Unifying clustering and representation learning for unsupervised text analysis: A Bayesian knowledge-enhanced approach	98
Fusing heterogeneous tri-dimensional information for reconstructing submerged structures in harsh sub-sea environments	97
Auxiliary diagnosis of depression in youth based on 3D-CBSResNet12 and multi-modal fusion strategy	97
Relational Fusion-based Stock Selection with Neural Recursive Ordinary Differential Equation Networks	97
PARIS: Partial instance and training set selection. A new scalable approach to multi-label classification	96
Multimodal manifold learning using kernel interpolation along geodesic paths	95
Data fusion and transfer learning empowered granular trust evaluation for Internet of Things	95