OOIR: Observatory of International Research

Papers

(The H4-Index of Information Fusion is 106. 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 2022-08-01 to 2026-08-01.)

Article	Citations
Individual entity induced label concept set for classification: An information fusion viewpoint	1538
Fast fourier transform gated activation function (FFTGate)	699
Editorial Board	646
A framework for generalized monotonicity of fusion functions	639
DDAFormer: A hybrid architecture with dynamic large kernel convolution and distance-aware transformer for Brain Tumor Segmentation	569
RVAFM: Re-parameterizing Vertical Attention Fusion Module for handwritten paragraph text recognition	568
GLUE3D: General language understanding evaluation for 3D point clouds	523
FedCPD: Addressing label distribution skew in federated learning with class proxy decoupling and proxy regularization	490
A graph attention network for real-world multi-image super-resolution	482
Semi-supervised clustering with two types of background knowledge: Fusing pairwise constraints and monotonicity constraints	473
A multi-view-based noise correction algorithm for crowdsourcing learning	430
Multi-modality MRI fusion with patch complementary pre-training for internet of medical things-based smart healthcare	413
Multi-modal visual tracking based on textual generation	354
Non-readily identifiable data collaboration analysis for multiple datasets including personal information	336
Scalable data fusion via a scale-based hierarchical framework: Adapting to multi-source and multi-scale scenarios	327
Data fabric and digital twins: An integrated approach for data fusion design and evaluation of pervasive systems	326
Opinion Evolution Model for Online Reviews from the Perspective of Value Co-creation	324
Multimodal and multicontrast image fusion via deep generative models	321
Discovering common information in multi-view data	294
Adaptive knowledge-augmented multi-domain recommendation with large language models	293
Data fusion for low-cost sensors: A systematic literature review	284
Robust privacy-preserving aggregation against poisoning attacks for secure distributed data fusion	276
Adversarial perturbation for RGB-T tracking via intra-modal excavation and cross-modal collusion	263
Regional defeats global: An efficient regional feature fusion via convolutional architecture for multispectral object detection	255
Smooth representation learning from multi-view data	253

Magic: AN LLM-based multi-agent activated graph-reasoning intelligent collaboration model for liver disease diagnosis	253
Mid-Net: Rethinking efficient network architectures for small-sample vascular segmentation	250
Multi-sensor data fusion for smart healthcare: optimizing specialty-based classification of imbalanced EMRs	248
Image dehazing via enhancement, restoration, and fusion: A survey	244
Motion-guided token prioritization and semantic degradation fusion for exo-to-ego cross-view video generation	237
A graph neural approach for group recommendation system based on pairwise preferences	237
QNMF: A quantum neural network based multimodal fusion system for intelligent diagnosis	234
A self-supervised data augmentation strategy for EEG-based emotion recognition	228
A preference-approval structure-based non-additive three-way group consensus decision-making approach for medical diagnosis	226
Rethinking multi-exposure image fusion with extreme and diverse exposure levels: A robust framework based on Fourier transform and contrastive learning	225
A review of emerging research directions in Abstract Visual Reasoning	199
MM5: Multimodal image capture and dataset generation for RGB, depth, thermal, UV, and NIR	199
Large-scale aerial scene perception based on self-supervised multi-view stereo via cycled generative adversarial network	198
Diffusion masked autoencoders as casual-aware curriculum learner for graph out-of-distribution generalization	195
Artificial intelligence-enabled detection and assessment of Parkinson’s disease using multimodal data: A survey	191
Towards efficient RGB-T semantic segmentation via feature generative distillation strategy	190
Spatio-temporal data fusion framework based on large language model for enhanced prediction of electric vehicle charging demand in smart grid management	188
Mitigating malicious model fusion in federated learning via confidence-aware defense	185
Fault stands out in contrast: Zero-shot diagnosis method based on dual-level contrastive fusion network for control moment gyroscopes predictive maintenance	184
InferTrans: Hierarchical structural fusion transformer for crowded human pose estimation	183
A decade of deep learning for remote sensing spatiotemporal fusion: Advances, challenges, and opportunities	182
XEdgeAI: A human-centered industrial inspection framework with data-centric Explainable Edge AI approach	179
Anchor-based multi-view subspace clustering with hierarchical feature descent	178
CASI: Context-aware Automatic Semantic Inference by fusing video and network traffic information in industrial control systems	177
Hypergraph facilitated feature fusion of multi-prototype for BRAF mutation prediction of thyroid cancer using cytology slides	176
Multilevel feature encoder for transfer learning-based fault detection on acoustic signal	176
Cross-attention fusion of graph and MLLM for social relation recognition	175
From attributes to natural language: A survey and foresight on text-based person re-identification	171
CM	168
Evidential dissonance measure in robust multi-view classification to resist adversarial attack	165
Adversarial robust image processing in medical digital twin	164
Transformer-based vision-language alignment for robot navigation and question answering	160
MultiBEATS: Blocks of eigenvalues algorithm for multivariate time series dimensionality reduction	158
Multi-level semantics-aware and multi-granularity knowledge-infused model for emotional support conversation	156
IoT-FAR: A multi-sensor fusion approach for IoT-based firefighting activity recognition	155
When multi-view meets multi-level: A novel spatio-temporal transformer for traffic prediction	151
One model connects all graphs: Towards training one unified model for multi-domain graph pre-training using adaptive vector quantization	149
Graph refinement and consistency self-supervision for tensorized incomplete multi-view clustering	147
An information fusion based approach to context-based fine-tuning of GPT models	141
Radar sensor network resource allocation for fused target tracking: A brief review	139
Fed-Inforce-Fusion: A federated reinforcement-based fusion model for security and privacy protection of IoMT networks against cyber-attacks	139
AOBERT: All-modalities-in-One BERT for multimodal sentiment analysis	136
Review of pixel-level remote sensing image fusion based on deep learning	136
Connecting the dots in trustworthy Artificial Intelligence: From AI principles, ethics, and key requirements to responsible AI systems and regulation	135
Long sequence time-series forecasting with deep learning: A survey	135
Deep-TCP: Multi-source data fusion for deep learning-powered tropical cyclone intensity prediction to enhance urban sustainability	134
Editorial Board	133
Bringing vision to climate: A hierarchical model for water depth monitoring in headwater streams	133
Flare-aware cross-modal enhancement network for multi-spectral vehicle Re-identification	133
Information fusion in crime event analysis: A decade survey on data, features and models	133

An expertise-based consensus reaching process with probability-hesitant fuzzy preference relations and its application in risk assessment in food industry	132
Variational Quantum Linear Solver-based Combination Rules in Dempster–Shafer Theory	130
Editorial Board	129
Stimulating conversation-style emergencies of multi-modal LMs	128
Spectral-invariant matching network	127
Unifying clustering and representation learning for unsupervised text analysis: A Bayesian knowledge-enhanced approach	127
Fusing heterogeneous tri-dimensional information for reconstructing submerged structures in harsh sub-sea environments	127
Multimodal manifold learning using kernel interpolation along geodesic paths	126
Advancing robust regression: Addressing asymmetric noise with the BLINEX loss function	126
Advancing crowd forecasting with graphs across microscopic trajectory to macroscopic dynamics	126
Hallucination-resistant multimodal content generation through knowledge graph-based reinforcement learning	126
How people read? Reading preference-inspired multimodal NER with heterogeneous mining and iterative fusion engine	126
Vision-audio multimodal object recognition using hybrid and tensor fusion techniques	125
Cross-modal guiding attention for RGBT tracking	122
A generation model of math word problem solution via kernel mean dynamic aggregation and dual-decoder synergy fusion	122
FedEGL: Edge-assisted federated graph learning	121
Distributed estimation for multi-sensor networked stochastic uncertain systems with correlated noises under a general stochastic communication protocol	121
Finite mixture modeling in time series: A survey of Bayesian filters and fusion approaches	120
PARIS: Partial instance and training set selection. A new scalable approach to multi-label classification	119
Neighbor-aware deep multi-view clustering via graph convolutional network	118
Multi-view graph imputation network	116
Deep learning techniques for hand vein biometrics: A comprehensive review	116
Beyond word embeddings: A survey	115
SAFedHDM: Semi-asynchronous federated learning with highlight diffusion model for medical image segmentation	114
A survey on semantic processing techniques	113
MDVul: A semantic-based complex dependency code vulnerability detection using fusion path	113
Fusion-based graph neural networks for synergistic underwater image enhancement	111
Distributed minimum error entropy Kalman filter	109
FC-HGNN: A heterogeneous graph neural network based on brain functional connectivity for mental disorder identification	108
MVFusion-TSC: A multi-view fusion image-based network for time series classification	107
Adaptive signal light timing for regional traffic optimization based on graph convolutional network empowered traffic forecasting	106