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 2021-09-01 to 2025-09-01.)

Article	Citations
Editorial Board	1701
Editorial Board	1113
From attributes to natural language: A survey and foresight on text-based person re-identification	810
A framework for generalized monotonicity of fusion functions	777
Deep-TCP: Multi-source data fusion for deep learning-powered tropical cyclone intensity prediction to enhance urban sustainability	701
When multi-view meets multi-level: A novel spatio-temporal transformer for traffic prediction	600
Data fabric and digital twins: An integrated approach for data fusion design and evaluation of pervasive systems	598
Artificial intelligence-enabled detection and assessment of Parkinson’s disease using multimodal data: A survey	541
FedCPD: Addressing label distribution skew in federated learning with class proxy decoupling and proxy regularization	534
Multi-modality MRI fusion with patch complementary pre-training for internet of medical things-based smart healthcare	437
Discovering common information in multi-view data	427
A review of emerging research directions in Abstract Visual Reasoning	426
MultiBEATS: Blocks of eigenvalues algorithm for multivariate time series dimensionality reduction	419
Mid-Net: Rethinking efficient network architectures for small-sample vascular segmentation	389
Semi-supervised clustering with two types of background knowledge: Fusing pairwise constraints and monotonicity constraints	380
Large-scale aerial scene perception based on self-supervised multi-view stereo via cycled generative adversarial network	364
Anchor-based multi-view subspace clustering with hierarchical feature descent	359
A public and large-scale expert information fusion method and its application: Mining public opinion via sentiment analysis and measuring public dynamic reliability	302
Opinion Evolution Model for Online Reviews from the Perspective of Value Co-creation	285
Graph refinement and consistency self-supervision for tensorized incomplete multi-view clustering	283
InferTrans: Hierarchical structural fusion transformer for crowded human pose estimation	277
IoT-FAR: A multi-sensor fusion approach for IoT-based firefighting activity recognition	267
Non-readily identifiable data collaboration analysis for multiple datasets including personal information	254
Multilevel feature encoder for transfer learning-based fault detection on acoustic signal	224
Smooth representation learning from multi-view data	222

Multimodal and multicontrast image fusion via deep generative models	212
Flare-aware cross-modal enhancement network for multi-spectral vehicle Re-identification	209
A tensor-network-based big data fusion framework for Cyber–Physical–Social Systems (CPSS)	204
Adversarial robust image processing in medical digital twin	201
Evidential dissonance measure in robust multi-view classification to resist adversarial attack	199
Image dehazing via enhancement, restoration, and fusion: A survey	196
An information fusion based approach to context-based fine-tuning of GPT models	196
Long sequence time-series forecasting with deep learning: A survey	193
Individual entity induced label concept set for classification: An information fusion viewpoint	191
Rethinking multi-exposure image fusion with extreme and diverse exposure levels: A robust framework based on Fourier transform and contrastive learning	189
Transformer-based vision-language alignment for robot navigation and question answering	186
Radar sensor network resource allocation for fused target tracking: A brief review	184
Multi-modal visual tracking based on textual generation	182
Fed-Inforce-Fusion: A federated reinforcement-based fusion model for security and privacy protection of IoMT networks against cyber-attacks	179
Fault stands out in contrast: Zero-shot diagnosis method based on dual-level contrastive fusion network for control moment gyroscopes predictive maintenance	178
Scalable data fusion via a scale-based hierarchical framework: Adapting to multi-source and multi-scale scenarios	177
A preference-approval structure-based non-additive three-way group consensus decision-making approach for medical diagnosis	175
A graph neural approach for group recommendation system based on pairwise preferences	174
Review of pixel-level remote sensing image fusion based on deep learning	174
AOBERT: All-modalities-in-One BERT for multimodal sentiment analysis	172
A multi-view-based noise correction algorithm for crowdsourcing learning	171
Connecting the dots in trustworthy Artificial Intelligence: From AI principles, ethics, and key requirements to responsible AI systems and regulation	171
QNMF: A quantum neural network based multimodal fusion system for intelligent diagnosis	160
XEdgeAI: A human-centered industrial inspection framework with data-centric Explainable Edge AI approach	160
Notions of explainability and evaluation approaches for explainable artificial intelligence	158
Editorial Board	156
Editorial Board	155
Advancing robust regression: Addressing asymmetric noise with the BLINEX loss function	154
Unified framework for learning with label distribution	148
Relational Fusion-based Stock Selection with Neural Recursive Ordinary Differential Equation Networks	143
SSEFusion: Salient semantic enhancement for multimodal medical image fusion with Mamba and dynamic spiking neural networks	142
An expertise-based consensus reaching process with probability-hesitant fuzzy preference relations and its application in risk assessment in food industry	141
Enhancing multi-modal fusion in visual dialog via sample debiasing and feature interaction	140
Integrating personalized and contextual information in fine-grained emotion recognition in text: A multi-source fusion approach with explainability	137
PARIS: Partial instance and training set selection. A new scalable approach to multi-label classification	133
Weighted adaptively ensemble clustering method based on fuzzy Co-association matrix	131
Neighbor-aware deep multi-view clustering via graph convolutional network	130
Deep learning techniques for hand vein biometrics: A comprehensive review	128
Terrain detection and segmentation for autonomous vehicle navigation: A state-of-the-art systematic review	126
Recent advances in image dehazing: Formal analysis to automated approaches	119
MST-GAT: A multi-perspective spatial-temporal graph attention network for multi-sensor equipment remaining useful life prediction	117
A non-threshold consensus model based on the minimum cost and maximum consensus-increasing for multi-attribute large group decision-making	116
Data fusion and transfer learning empowered granular trust evaluation for Internet of Things	114
An adaptive density clustering approach with multi-granularity fusion	114
A survey on semantic processing techniques	112
Collaborative DDoS defense for SDN-based AIoT with autoencoder-enhanced federated learning	110
Counterfactuals and causability in explainable artificial intelligence: Theory, algorithms, and applications	106
Information fusion in crime event analysis: A decade survey on data, features and models	103
Diff-IF: Multi-modality image fusion via diffusion model with fusion knowledge prior	102
Multidimensional fusion of frequency and spatial domain information for enhanced camouflaged object detection	102

Conti-Fuse: A novel continuous decomposition-based fusion framework for infrared and visible images	102
Variational Quantum Linear Solver-based Combination Rules in Dempster–Shafer Theory	101
Distributed minimum error entropy Kalman filter	98
Fusing heterogeneous tri-dimensional information for reconstructing submerged structures in harsh sub-sea environments	97
Multimodal manifold learning using kernel interpolation along geodesic paths	96
Multi-view graph imputation network	96
Multi-source multi-modal domain adaptation	95
Transitive full covers of incomplete preference relations	95
Blockchain-based privacy-preserving incentive scheme for internet of electric vehicle	94
A defocus and similarity attention-based cascaded network for multi-focus and misaligned image fusion	92
Deep multi-view clustering: A comprehensive survey of the contemporary techniques	92
A survey on multi-label feature selection from perspectives of label fusion	90
Enhancing train travel time prediction for China–Europe railway express: A transfer learning-based fusion technique	89
Stimulating conversation-style emergencies of multi-modal LMs	89
Bringing vision to climate: A hierarchical model for water depth monitoring in headwater streams	89
Spectral-invariant matching network	89