OOIR: Observatory of International Research

Papers

(The H4-Index of Information Fusion is 102. 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 2022-06-01 to 2026-06-01.)

Article	Citations
Individual entity induced label concept set for classification: An information fusion viewpoint	1380
Fast fourier transform gated activation function (FFTGate)	965
Editorial Board	948
A framework for generalized monotonicity of fusion functions	662
Transformer-based vision-language alignment for robot navigation and question answering	608
A preference-approval structure-based non-additive three-way group consensus decision-making approach for medical diagnosis	598
DDAFormer: A hybrid architecture with dynamic large kernel convolution and distance-aware transformer for Brain Tumor Segmentation	552
RVAFM: Re-parameterizing Vertical Attention Fusion Module for handwritten paragraph text recognition	538
An information fusion based approach to context-based fine-tuning of GPT models	524
GLUE3D: General language understanding evaluation for 3D point clouds	464
Mitigating malicious model fusion in federated learning via confidence-aware defense	457
CM	443
FedCPD: Addressing label distribution skew in federated learning with class proxy decoupling and proxy regularization	433
Image dehazing via enhancement, restoration, and fusion: A survey	387
A graph attention network for real-world multi-image super-resolution	366
Evidential dissonance measure in robust multi-view classification to resist adversarial attack	325
Fault stands out in contrast: Zero-shot diagnosis method based on dual-level contrastive fusion network for control moment gyroscopes predictive maintenance	316
Magic: AN LLM-based multi-agent activated graph-reasoning intelligent collaboration model for liver disease diagnosis	312
One model connects all graphs: Towards training one unified model for multi-domain graph pre-training using adaptive vector quantization	306
From attributes to natural language: A survey and foresight on text-based person re-identification	297
MultiBEATS: Blocks of eigenvalues algorithm for multivariate time series dimensionality reduction	297
Motion-guided token prioritization and semantic degradation fusion for exo-to-ego cross-view video generation	279
Semi-supervised clustering with two types of background knowledge: Fusing pairwise constraints and monotonicity constraints	275
Adversarial robust image processing in medical digital twin	266
Multilevel feature encoder for transfer learning-based fault detection on acoustic signal	261

A review of emerging research directions in Abstract Visual Reasoning	248
A graph neural approach for group recommendation system based on pairwise preferences	240
When multi-view meets multi-level: A novel spatio-temporal transformer for traffic prediction	237
Connecting the dots in trustworthy Artificial Intelligence: From AI principles, ethics, and key requirements to responsible AI systems and regulation	234
Robust privacy-preserving aggregation against poisoning attacks for secure distributed data fusion	232
Rethinking multi-exposure image fusion with extreme and diverse exposure levels: A robust framework based on Fourier transform and contrastive learning	231
Mid-Net: Rethinking efficient network architectures for small-sample vascular segmentation	226
Regional defeats global: An efficient regional feature fusion via convolutional architecture for multispectral object detection	224
Graph refinement and consistency self-supervision for tensorized incomplete multi-view clustering	222
A multi-view-based noise correction algorithm for crowdsourcing learning	220
Deep-TCP: Multi-source data fusion for deep learning-powered tropical cyclone intensity prediction to enhance urban sustainability	218
InferTrans: Hierarchical structural fusion transformer for crowded human pose estimation	208
Multi-modality MRI fusion with patch complementary pre-training for internet of medical things-based smart healthcare	192
Multi-modal visual tracking based on textual generation	187
Review of pixel-level remote sensing image fusion based on deep learning	186
Non-readily identifiable data collaboration analysis for multiple datasets including personal information	183
Diffusion masked autoencoders as casual-aware curriculum learner for graph out-of-distribution generalization	177
Multi-sensor data fusion for smart healthcare: optimizing specialty-based classification of imbalanced EMRs	176
Multi-level semantics-aware and multi-granularity knowledge-infused model for emotional support conversation	173
Scalable data fusion via a scale-based hierarchical framework: Adapting to multi-source and multi-scale scenarios	172
Artificial intelligence-enabled detection and assessment of Parkinson’s disease using multimodal data: A survey	172
Large-scale aerial scene perception based on self-supervised multi-view stereo via cycled generative adversarial network	171
Data fabric and digital twins: An integrated approach for data fusion design and evaluation of pervasive systems	169
Opinion Evolution Model for Online Reviews from the Perspective of Value Co-creation	165
Multimodal and multicontrast image fusion via deep generative models	164
A decade of deep learning for remote sensing spatiotemporal fusion: Advances, challenges, and opportunities	164
Hypergraph facilitated feature fusion of multi-prototype for BRAF mutation prediction of thyroid cancer using cytology slides	163
Discovering common information in multi-view data	157
CASI: Context-aware Automatic Semantic Inference by fusing video and network traffic information in industrial control systems	156
IoT-FAR: A multi-sensor fusion approach for IoT-based firefighting activity recognition	155
AOBERT: All-modalities-in-One BERT for multimodal sentiment analysis	153
Adaptive knowledge-augmented multi-domain recommendation with large language models	150
MM5: Multimodal image capture and dataset generation for RGB, depth, thermal, UV, and NIR	149
XEdgeAI: A human-centered industrial inspection framework with data-centric Explainable Edge AI approach	149
Towards efficient RGB-T semantic segmentation via feature generative distillation strategy	148
Smooth representation learning from multi-view data	148
A self-supervised data augmentation strategy for EEG-based emotion recognition	147
Flare-aware cross-modal enhancement network for multi-spectral vehicle Re-identification	140
Long sequence time-series forecasting with deep learning: A survey	139
QNMF: A quantum neural network based multimodal fusion system for intelligent diagnosis	138
Spatio-temporal data fusion framework based on large language model for enhanced prediction of electric vehicle charging demand in smart grid management	136
Radar sensor network resource allocation for fused target tracking: A brief review	134
Anchor-based multi-view subspace clustering with hierarchical feature descent	133
Cross-attention fusion of graph and MLLM for social relation recognition	129
Fed-Inforce-Fusion: A federated reinforcement-based fusion model for security and privacy protection of IoMT networks against cyber-attacks	129
Editorial Board	127
Information fusion in crime event analysis: A decade survey on data, features and models	126
Bringing vision to climate: A hierarchical model for water depth monitoring in headwater streams	126
Finite mixture modeling in time series: A survey of Bayesian filters and fusion approaches	125
BioCross: A cross-modal framework for unified representation of multi-modal biosignals with heterogeneous metadata fusion	125

A scalable dynamic ensemble selection using fuzzy hyperboxes	122
Explainable Crowd Decision Making methodology guided by expert natural language opinions based on Sentiment Analysis with Attention-based Deep Learning and Subgroup Discovery	122
Fusion-based graph neural networks for synergistic underwater image enhancement	121
Relational Fusion-based Stock Selection with Neural Recursive Ordinary Differential Equation Networks	120
Variational Quantum Linear Solver-based Combination Rules in Dempster–Shafer Theory	119
An expertise-based consensus reaching process with probability-hesitant fuzzy preference relations and its application in risk assessment in food industry	119
Multi-GNSS PPP/INS/Vision/LiDAR tightly integrated system for precise navigation in urban environments	118
Editorial Board	118
Beyond word embeddings: A survey	118
Blockchain-based privacy-preserving incentive scheme for internet of electric vehicle	117
Stimulating conversation-style emergencies of multi-modal LMs	115
SSEFusion: Salient semantic enhancement for multimodal medical image fusion with Mamba and dynamic spiking neural networks	115
Multivariate solar power time series forecasting using multilevel data fusion and deep neural networks	115
MDVul: A semantic-based complex dependency code vulnerability detection using fusion path	115
A large-scale group consensus reaching approach considering self-confidence with two-tuple linguistic trust/distrust relationship and its application in life cycle sustainability assessment	113
Fusion of KANO theory and Attention-BiLSTM models for user demand analysis and trend prediction	112
Distributed minimum error entropy Kalman filter	112
A defocus and similarity attention-based cascaded network for multi-focus and misaligned image fusion	112
Enhancing train travel time prediction for China–Europe railway express: A transfer learning-based fusion technique	110
MVFusion-TSC: A multi-view fusion image-based network for time series classification	110
Unifying clustering and representation learning for unsupervised text analysis: A Bayesian knowledge-enhanced approach	108
Weighted adaptively ensemble clustering method based on fuzzy Co-association matrix	107
Recent advances in image dehazing: Formal analysis to automated approaches	107
Integrating personalized and contextual information in fine-grained emotion recognition in text: A multi-source fusion approach with explainability	107
Transfer Learning with Foundational Models for Time Series Forecasting using Low-Rank Adaptations	105
Responsible AI in Healthcare: Mitigating Hallucinations and Enhancing Multimodal Fusion - Based Reasoning in Medical Imaging	105
Fusing heterogeneous tri-dimensional information for reconstructing submerged structures in harsh sub-sea environments	103
Spectral-invariant matching network	102
A semantic-driven coupled network for infrared and visible image fusion	102
Vision-audio multimodal object recognition using hybrid and tensor fusion techniques	102