Information Fusion

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
A generation model of math word problem solution via kernel mean dynamic aggregation and dual-decoder synergy fusion	122
Cross-modal guiding attention for RGBT tracking	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
Deep learning techniques for hand vein biometrics: A comprehensive review	116
Multi-view graph imputation network	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
Vertical Federated Fuzzy Clustering via Orthogonal Semi-Nonnegative Tensor Factorization	105
SPGFusion: Semantic Prior Guided Infrared and visible image fusion via pretrained vision models	104
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	104
Collaborative DDoS defense for SDN-based AIoT with autoencoder-enhanced federated learning	104
Weighted adaptively ensemble clustering method based on fuzzy Co-association matrix	103
Transfer Learning with Foundational Models for Time Series Forecasting using Low-Rank Adaptations	102
Blockchain-based privacy-preserving incentive scheme for internet of electric vehicle	101
PCHT-GAN: Physics-guided adaptive fusion with dynamic low-rank attention for pipeline leak diagnosis under imbalanced data	101
Relational Fusion-based Stock Selection with Neural Recursive Ordinary Differential Equation Networks	100
Interpretable research of fuzzy methods: A literature survey	100
Enhancing train travel time prediction for China–Europe railway express: A transfer learning-based fusion technique	100
A defocus and similarity attention-based cascaded network for multi-focus and misaligned image fusion	99
Terrain detection and segmentation for autonomous vehicle navigation: A state-of-the-art systematic review	98
A semantic-driven coupled network for infrared and visible image fusion	98
Deep multi-view clustering: A comprehensive survey of the contemporary techniques	98
A survey of multimodal information fusion for smart healthcare: Mapping the journey from data to wisdom	97
Multi-source multi-modal domain adaptation	96
Fusion of KANO theory and Attention-BiLSTM models for user demand analysis and trend prediction	96
Multi-GNSS PPP/INS/Vision/LiDAR tightly integrated system for precise navigation in urban environments	96
Conti-Fuse: A novel continuous decomposition-based fusion framework for infrared and visible images	96
Multivariate solar power time series forecasting using multilevel data fusion and deep neural networks	96
Diff-IF: Multi-modality image fusion via diffusion model with fusion knowledge prior	95
A scalable dynamic ensemble selection using fuzzy hyperboxes	95
Explainable Crowd Decision Making methodology guided by expert natural language opinions based on Sentiment Analysis with Attention-based Deep Learning and Subgroup Discovery	95
BioCross: A cross-modal framework for unified representation of multi-modal biosignals with heterogeneous metadata fusion	95
Recent advances in image dehazing: Formal analysis to automated approaches	94
A survey on multi-label feature selection from perspectives of label fusion	93
Enhancing multi-modal fusion in visual dialog via sample debiasing and feature interaction	93
SSEFusion: Salient semantic enhancement for multimodal medical image fusion with Mamba and dynamic spiking neural networks	93
Deep learning for hyperspectral image classification: A comprehensive review and future predictions	93
An adaptive density clustering approach with multi-granularity fusion	92
MST-GAT: A multi-perspective spatial-temporal graph attention network for multi-sensor equipment remaining useful life prediction	92
Auxiliary diagnosis of depression in youth based on 3D-CBSResNet12 and multi-modal fusion strategy	92
An effective and robust shadowed granular ball generation method in classification problems	92
Integrating personalized and contextual information in fine-grained emotion recognition in text: A multi-source fusion approach with explainability	91
Multidimensional fusion of frequency and spatial domain information for enhanced camouflaged object detection	91
Robust tensor ring-based graph completion for incomplete multi-view clustering	90
Efficient Multispectral Object Detection with attentive feature aggregation leveraging zero-shot implicit illumination guidance	90
A dual mixture-of-experts framework for multi-view K-means clustering with view balance and regional sparsity	90
Spatio-temporal visual learning for home-based monitoring	90
Cross-modal text and visual generation: A systematic review. Part 1: Image to text	89
Sparse robust subspace learning via boolean weight	88
When causality meets missing data: Fusing key information to bridge causal discovery and imputation in time series via bidirectional meta-learning	88
Subject-adaptive meta-learning for personalized BCI: A fusion of resting-state EEG signal and task-specific information	88
Consensus adjustment mechanism in view of coalition structure-based cooperative game for group decision making with distribution linguistic preference relations	87
Multi-agent reinforcement learning framework based on information fusion biometric ticketing data in different public transport modes	87
Unsupervised multimodal graph completion networks with multi-level contrastiveness for modality-missing conversation understanding	87
Distributed fusion filtering for multi-rate nonlinear systems with binary measurements under encryption and decryption scheme	86
Editorial Board	86

PHDEA4SR: Enhancing sequential recommendation with periodicity and high-order dependencies	85
Towards enhanced LLM pretraining: Dynamic checkpoint merging via generation quality	84
PMFM-kdTransformer: An enhanced multi-modal fusion architecture leveraging knowledge distillation for intra-hour solar irradiance prediction	84
Adaptive online continual multi-view learning	84
Denoising diffusion fusion network for semantic segmentation based on degradation analysis modeling with graph networks	84
A multimodal–multitask framework with cross-modal relation and hierarchical interactive attention for semantic comprehension	83
Hybrid multi-model ensemble learning for reconstructing gridded runoff of Europe for 500 years	82
Aggregate twice more efficiently: Dual feature aggregation transformer for medical image segmentation	82
MBUDet: Misaligned bimodal UAV target detection via target offset label generation	82
A distributed state and fault estimation scheme for state-saturated systems with quantized measurements over sensor networks	81
ODEFTC: Optimal Distributed Estimation based on Fixed-Time Consensus	81
TVT-Transformer: A Tactile-visual-textual fusion network for object recognition	81
AMGNet: Adaptive multi-granularity decoupling network for multimodal sarcasm detection	80
Triple-supervised progressive contrastive learning for heterogeneous graph embedding	80
Finding hate speech with auxiliary emotion detection from self-training multi-label learning perspective	80
Knowledge graph-augmented stacking for accurate bike-sharing demand forecasting: The ridegraph framework	80
Optimal resources allocation to support the consensus reaching in group decision making	80
A survey on uncertainty reasoning and quantification in belief theory and its application to deep learning	80
Multimodal uncertainty state-space fusion network with generative endmember modeling for hyperspectral unmixing	79
WAVAE: A Weakly Augmented Variational Autoencoder for Time Series Anomaly Detection	79
Listening and seeing again: Generative error correction for audio-visual speech recognition	79
Multitask learning for multilingual intent detection and slot filling in dialogue systems	79
A systematic review for artificial intelligence-driven assistive technologies to support children with neurodevelopmental disorders	79
Structure-aware multi-view image inpainting using dual consistency attention	79
Multitask reinforcement learning with metadata-guided adaptive routing	79
Coupled adversarial learning for fusion classification of hyperspectral and LiDAR data	78
Ensemble diverse hypotheses and knowledge distillation for unsupervised cross-subject adaptation	78
Knowledge graph clustering and dual strategies for adaptive mechanism in large-scale group decision making	78
Imputation of missing values in multi-view data	78
Automatic speech recognition using advanced deep learning approaches: A survey	77
Transformers and large language models for efficient intrusion detection systems: A comprehensive survey	77
Large-scale group hierarchical DEMATEL method with automatic consensus reaching	77
Paving the way with machine learning for seamless indoor–outdoor positioning: A survey	76
An adaptive consensus model for multi-criteria sorting under linguistic distribution group decision making considering decision-makers’ attitudes	76
A deep multimodal network for multi-task trajectory prediction	76
Hyper-relational interaction modeling in multi-modal trajectory prediction for intelligent connected vehicles in smart cites	76
SIMFusion: A semantic information-guided modality-specific fusion network for MR Images	76
Entropy-regulated cross-modal generative fusion for multimodal network intrusion detection	76
LLM-DG: Leveraging large language model for enhanced disease prediction via inter-patient and intra-patient modeling	75
Machine learning for modelling unstructured grid data in computational physics: A review	75
Distributed estimation for uncertain systems subject to measurement quantization and adversarial attacks	75
IFIFusion: A independent feature information fusion model for surface defect detection	75
Self-supervised learning-based multi-source spectral fusion for fruit quality evaluation: A case study in mango fruit ripeness prediction	75
FBMTO: Fusion of Blockchain and Multi-Agent Reinforcement Learning for Task Offloading in edge computing	74
Editorial Board	74
Parasite: planting durable backdoors against continual federated model fusion via discriminative feature pushing-pulling	74
RA-MD: An RKHS-based adaptive Mahalanobis distance to enhance counterfactual explanations for neural networks	74
Artificial intelligence for cybersecurity: Literature review and future research directions	74
Modality translation-based multimodal sentiment analysis under uncertain missing modalities	74
Semi-Supervised Majority Voting for crowdsourcing	74
Ask and Ye shall be Answered: Bayesian tag-based collaborative recommendation of trustworthy experts over time in community question answering	73
Logic Augmented Multi-Decision Fusion Framework for Stance Detection on Social Media	73
Intentional bounded rationality methodology to assess the quality of decision-making approaches with latent alternative performances	72
ADF-OCT: An advanced Assistive Diagnosis Framework for study-level macular optical coherence tomography	71
A quaternion-based sensor fusion approach using orthogonal observations from 9D inertial and magnetic information	71
Hierarchical cross-module knowledge transfer based on structural multi-view least squares support vector classification	71
SGDFormer: One-stage transformer-based architecture for cross-spectral stereo image guided denoising	71
Deep reinforcement learning in agent-based simulations for optimal media planning	71
Distributed event-triggered fusion estimation for networked asynchronous multi-rate systems	71
Zero-shot sim-to-real transfer using Siamese-Q-Based reinforcement learning	70
A multi-resolution fusion approach for human activity recognition from video data in tiny edge devices	70
Integrating imprecise data in generative models using interval-valued Variational Autoencoders	70
A distributed evolutionary fuzzy system-based method for the fusion of descriptive emerging patterns in data streams	70
PointExplainer: Towards transparent Parkinson’s disease diagnosis	70
Matrix decomposition approaches for mutual information approximation with applications to covariance intersection techniques	70
Minimum information-loss transformations to support heterogeneous group decision making in a distributed linguistic context	69
Knowledge representation and reasoning using interconnected uncertain rules for describing workflows in complex systems	69
ChatAssistDesign: A language-interactive framework for iterative vector floorplan generation via conditional diffusion	69
RGB-D Domain adaptive semantic segmentation with cross-modality feature recalibration	69
ADFusion: Multi-modal adaptive deep fusion for cancer subtype prediction	68
Embodied intelligence for 3D understanding: A survey on 3D Scene question answering	68
Unbiased Spatial–Temporal Atomic Fusion-based Zero-Shot Action Recognition	68
Multivariate multiscale dispersion Lempel–Ziv complexity for fault diagnosis of machinery with multiple channels	68
Multi-task multi-objective evolutionary network for hyperspectral image classification and pansharpening	68
A novel context-aware retrieval framework for biomedical knowledge integration with large language models	68
Light-weight monocular depth estimation via transformer-fusion for monocular visual SLAM	67
Knowledge-Flow Contrastive Learning for recommendation	67
MM-InstructEval: Zero-shot evaluation of (Multimodal) Large Language Models on multimodal reasoning tasks	66
TC-GCN: Triple cross-attention and graph convolutional network for traffic forecasting	66
MV-BMR: A real-time Motion and Vision Sensing Integration based Agile Badminton Robot	66
Generating evolving region embedding with memory-based graph for dynamic urban sensing	66
Resolving multimodal ambiguity via knowledge-injection and ambiguity learning for multimodal sentiment analysis	65
PreciseVideo: a dual-process framework for zero-shot text-to-video generation with quantitative content control	65
PGA-DRL: Progressive graph attention-based deep reinforcement learning for recommender systems	65
Generalist models in medical image segmentation: A survey and performance comparison with task-specific approaches	64
Generalization of knowledge graph grounded models: A multi-perspective survey	64
Large multimodal models for low-resource languages: A survey	64
Bridging the sim-to-real gap in RF localization with large-scale synthetic pretraining	64
Information loss challenges in surgical navigation systems: From information fusion to AI-based approaches	64
Decoupled variational retinex for reconstruction and fusion of underwater shallow depth-of-field image with parallax and moving objects	64
Personalized trust incentive mechanisms with personality characteristics for minimum cost consensus in group decision making	63
Verifying energy generation via edge LLM for web3-based decentralized clean energy networks	63
Human activity recognition using binary sensors: A systematic review	63
Privacy protection in intelligent vehicle networking: A novel federated learning algorithm based on information fusion	63
Quantum entanglement and self-attention neural networks: An investigation into passengers and stops characteristics for optimal bus stop localization	62