Information Fusion

Article	Citations
Opinion Evolution Model for Online Reviews from the Perspective of Value Co-creation	1605
Individual entity induced label concept set for classification: An information fusion viewpoint	1315
Fast fourier transform gated activation function (FFTGate)	944
Editorial Board	926
Adaptive knowledge-augmented multi-domain recommendation with large language models	643
A framework for generalized monotonicity of fusion functions	594
Smooth representation learning from multi-view data	578
Large-scale aerial scene perception based on self-supervised multi-view stereo via cycled generative adversarial network	544
Transformer-based vision-language alignment for robot navigation and question answering	531
A preference-approval structure-based non-additive three-way group consensus decision-making approach for medical diagnosis	509
When multi-view meets multi-level: A novel spatio-temporal transformer for traffic prediction	445
DDAFormer: A hybrid architecture with dynamic large kernel convolution and distance-aware transformer for Brain Tumor Segmentation	443
Multi-sensor data fusion for smart healthcare: optimizing specialty-based classification of imbalanced EMRs	427
RVAFM: Re-parameterizing Vertical Attention Fusion Module for handwritten paragraph text recognition	423
CASI: Context-aware Automatic Semantic Inference by fusing video and network traffic information in industrial control systems	367
An information fusion based approach to context-based fine-tuning of GPT models	346
Multi-level semantics-aware and multi-granularity knowledge-infused model for emotional support conversation	311
Hypergraph facilitated feature fusion of multi-prototype for BRAF mutation prediction of thyroid cancer using cytology slides	311
GLUE3D: General language understanding evaluation for 3D point clouds	307
Mitigating malicious model fusion in federated learning via confidence-aware defense	298
Robust privacy-preserving aggregation against poisoning attacks for secure distributed data fusion	289
Rethinking multi-exposure image fusion with extreme and diverse exposure levels: A robust framework based on Fourier transform and contrastive learning	283
Mid-Net: Rethinking efficient network architectures for small-sample vascular segmentation	271
Graph refinement and consistency self-supervision for tensorized incomplete multi-view clustering	271
XEdgeAI: A human-centered industrial inspection framework with data-centric Explainable Edge AI approach	262

A multi-view-based noise correction algorithm for crowdsourcing learning	259
Deep-TCP: Multi-source data fusion for deep learning-powered tropical cyclone intensity prediction to enhance urban sustainability	244
InferTrans: Hierarchical structural fusion transformer for crowded human pose estimation	238
Multi-modality MRI fusion with patch complementary pre-training for internet of medical things-based smart healthcare	232
Multi-modal visual tracking based on textual generation	228
Scalable data fusion via a scale-based hierarchical framework: Adapting to multi-source and multi-scale scenarios	228
Semi-supervised clustering with two types of background knowledge: Fusing pairwise constraints and monotonicity constraints	228
Adversarial robust image processing in medical digital twin	227
A self-supervised data augmentation strategy for EEG-based emotion recognition	219
Data fabric and digital twins: An integrated approach for data fusion design and evaluation of pervasive systems	215
Motion-guided token prioritization and semantic degradation fusion for exo-to-ego cross-view video generation	215
MM5: Multimodal image capture and dataset generation for RGB, depth, thermal, UV, and NIR	212
A graph attention network for real-world multi-image super-resolution	211
Flare-aware cross-modal enhancement network for multi-spectral vehicle Re-identification	201
Long sequence time-series forecasting with deep learning: A survey	193
Evidential dissonance measure in robust multi-view classification to resist adversarial attack	179
Fault stands out in contrast: Zero-shot diagnosis method based on dual-level contrastive fusion network for control moment gyroscopes predictive maintenance	178
Magic: AN LLM-based multi-agent activated graph-reasoning intelligent collaboration model for liver disease diagnosis	175
QNMF: A quantum neural network based multimodal fusion system for intelligent diagnosis	174
One model connects all graphs: Towards training one unified model for multi-domain graph pre-training using adaptive vector quantization	173
Radar sensor network resource allocation for fused target tracking: A brief review	172
Spatio-temporal data fusion framework based on large language model for enhanced prediction of electric vehicle charging demand in smart grid management	169
MultiBEATS: Blocks of eigenvalues algorithm for multivariate time series dimensionality reduction	168
From attributes to natural language: A survey and foresight on text-based person re-identification	166
Non-readily identifiable data collaboration analysis for multiple datasets including personal information	164
Towards efficient RGB-T semantic segmentation via feature generative distillation strategy	159
A graph neural approach for group recommendation system based on pairwise preferences	158
Image dehazing via enhancement, restoration, and fusion: A survey	157
FedCPD: Addressing label distribution skew in federated learning with class proxy decoupling and proxy regularization	157
Anchor-based multi-view subspace clustering with hierarchical feature descent	152
Single Hyperspectral Image Super-Resolution Using An Efficient Transformer Network	149
Multimodal and multicontrast image fusion via deep generative models	149
Multilevel feature encoder for transfer learning-based fault detection on acoustic signal	148
Diffusion masked autoencoders as casual-aware curriculum learner for graph out-of-distribution generalization	145
A decade of deep learning for remote sensing spatiotemporal fusion: Advances, challenges, and opportunities	143
Artificial intelligence-enabled detection and assessment of Parkinson’s disease using multimodal data: A survey	143
Review of pixel-level remote sensing image fusion based on deep learning	141
A review of emerging research directions in Abstract Visual Reasoning	141
AOBERT: All-modalities-in-One BERT for multimodal sentiment analysis	139
CM	139
Discovering common information in multi-view data	136
Fed-Inforce-Fusion: A federated reinforcement-based fusion model for security and privacy protection of IoMT networks against cyber-attacks	136
Cross-attention fusion of graph and MLLM for social relation recognition	135
IoT-FAR: A multi-sensor fusion approach for IoT-based firefighting activity recognition	135
Connecting the dots in trustworthy Artificial Intelligence: From AI principles, ethics, and key requirements to responsible AI systems and regulation	132
Editorial Board	131
Bringing vision to climate: A hierarchical model for water depth monitoring in headwater streams	130
Fusing heterogeneous tri-dimensional information for reconstructing submerged structures in harsh sub-sea environments	128
BioCross: A cross-modal framework for unified representation of multi-modal biosignals with heterogeneous metadata fusion	124
Information fusion in crime event analysis: A decade survey on data, features and models	124

Interpretable research of fuzzy methods: A literature survey	124
Finite mixture modeling in time series: A survey of Bayesian filters and fusion approaches	124
Counterfactuals and causability in explainable artificial intelligence: Theory, algorithms, and applications	123
MST-GAT: A multi-perspective spatial-temporal graph attention network for multi-sensor equipment remaining useful life prediction	122
Explainable Crowd Decision Making methodology guided by expert natural language opinions based on Sentiment Analysis with Attention-based Deep Learning and Subgroup Discovery	118
Deep learning for hyperspectral image classification: A comprehensive review and future predictions	118
Multivariate solar power time series forecasting using multilevel data fusion and deep neural networks	118
Enhancing train travel time prediction for China–Europe railway express: A transfer learning-based fusion technique	118
Multidimensional fusion of frequency and spatial domain information for enhanced camouflaged object detection	116
A scalable dynamic ensemble selection using fuzzy hyperboxes	115
Neighbor-aware deep multi-view clustering via graph convolutional network	114
Fusion-based graph neural networks for synergistic underwater image enhancement	114
Relational Fusion-based Stock Selection with Neural Recursive Ordinary Differential Equation Networks	114
A semantic-driven coupled network for infrared and visible image fusion	113
Multi-source multi-modal domain adaptation	113
An expertise-based consensus reaching process with probability-hesitant fuzzy preference relations and its application in risk assessment in food industry	111
Variational Quantum Linear Solver-based Combination Rules in Dempster–Shafer Theory	110
Weighted adaptively ensemble clustering method based on fuzzy Co-association matrix	109
Editorial Board	108
Hallucination-resistant multimodal content generation through knowledge graph-based reinforcement learning	108
Stimulating conversation-style emergencies of multi-modal LMs	106
Spectral-invariant matching network	106
Blockchain-based privacy-preserving incentive scheme for internet of electric vehicle	106
Enhancing multi-modal fusion in visual dialog via sample debiasing and feature interaction	106
Recent advances in image dehazing: Formal analysis to automated approaches	105
Advancing robust regression: Addressing asymmetric noise with the BLINEX loss function	103
SAFedHDM: Semi-asynchronous federated learning with highlight diffusion model for medical image segmentation	102
Multi-GNSS PPP/INS/Vision/LiDAR tightly integrated system for precise navigation in urban environments	102
Unifying clustering and representation learning for unsupervised text analysis: A Bayesian knowledge-enhanced approach	102
How people read? Reading preference-inspired multimodal NER with heterogeneous mining and iterative fusion engine	100
Distributed minimum error entropy Kalman filter	100
Distributed estimation for multi-sensor networked stochastic uncertain systems with correlated noises under a general stochastic communication protocol	99
Cross-modal guiding attention for RGBT tracking	99
Integrating personalized and contextual information in fine-grained emotion recognition in text: A multi-source fusion approach with explainability	98
A generation model of math word problem solution via kernel mean dynamic aggregation and dual-decoder synergy fusion	98
PCHT-GAN: Physics-guided adaptive fusion with dynamic low-rank attention for pipeline leak diagnosis under imbalanced data	98
Advancing crowd forecasting with graphs across microscopic trajectory to macroscopic dynamics	97
Multimodal manifold learning using kernel interpolation along geodesic paths	97
MDVul: A semantic-based complex dependency code vulnerability detection using fusion path	97
PARIS: Partial instance and training set selection. A new scalable approach to multi-label classification	96
Terrain detection and segmentation for autonomous vehicle navigation: A state-of-the-art systematic review	95
Auxiliary diagnosis of depression in youth based on 3D-CBSResNet12 and multi-modal fusion strategy	95
An effective and robust shadowed granular ball generation method in classification problems	95
Collaborative DDoS defense for SDN-based AIoT with autoencoder-enhanced federated learning	95
Conti-Fuse: A novel continuous decomposition-based fusion framework for infrared and visible images	93
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	91
Beyond word embeddings: A survey	90
PRFed: Privacy-Preserving Federated Learning to Resist Poisoning Attack	90
Diffusion-Based Frequency Degradation Prior Fusion with Hierarchical Wavelet Decompositions for Underwater Image Enhancement	90
SSEFusion: Salient semantic enhancement for multimodal medical image fusion with Mamba and dynamic spiking neural networks	90
Deep learning techniques for hand vein biometrics: A comprehensive review	88
Adaptive signal light timing for regional traffic optimization based on graph convolutional network empowered traffic forecasting	88
A survey on multi-label feature selection from perspectives of label fusion	86
An adaptive density clustering approach with multi-granularity fusion	86
A survey of multimodal information fusion for smart healthcare: Mapping the journey from data to wisdom	85
Vision-audio multimodal object recognition using hybrid and tensor fusion techniques	85
Diff-IF: Multi-modality image fusion via diffusion model with fusion knowledge prior	85
FC-HGNN: A heterogeneous graph neural network based on brain functional connectivity for mental disorder identification	85
Deep multi-view clustering: A comprehensive survey of the contemporary techniques	84
Fusion of KANO theory and Attention-BiLSTM models for user demand analysis and trend prediction	84
SPGFusion: Semantic Prior Guided Infrared and visible image fusion via pretrained vision models	84
A defocus and similarity attention-based cascaded network for multi-focus and misaligned image fusion	84
Multi-view graph imputation network	83
A survey on semantic processing techniques	83
Transfer Learning with Foundational Models for Time Series Forecasting using Low-Rank Adaptations	83
MVFusion-TSC: A multi-view fusion image-based network for time series classification	83
Editorial Board	82
Subject-adaptive meta-learning for personalized BCI: A fusion of resting-state EEG signal and task-specific information	81
Multitask reinforcement learning with metadata-guided adaptive routing	81
A systematic review for artificial intelligence-driven assistive technologies to support children with neurodevelopmental disorders	81
Multi-agent reinforcement learning framework based on information fusion biometric ticketing data in different public transport modes	80
Entropy-regulated cross-modal generative fusion for multimodal network intrusion detection	80
AMGNet: Adaptive multi-granularity decoupling network for multimodal sarcasm detection	80
Distributed fusion filtering for multi-rate nonlinear systems with binary measurements under encryption and decryption scheme	80
Sparse robust subspace learning via boolean weight	80
ODEFTC: Optimal Distributed Estimation based on Fixed-Time Consensus	80
Triple-supervised progressive contrastive learning for heterogeneous graph embedding	80
Robust tensor ring-based graph completion for incomplete multi-view clustering	79
Cross-modal text and visual generation: A systematic review. Part 1: Image to text	79
A survey on uncertainty reasoning and quantification in belief theory and its application to deep learning	79

Distributed estimation for uncertain systems subject to measurement quantization and adversarial attacks	79
When causality meets missing data: Fusing key information to bridge causal discovery and imputation in time series via bidirectional meta-learning	79
Hybrid multi-model ensemble learning for reconstructing gridded runoff of Europe for 500 years	78
Imputation of missing values in multi-view data	78
PHDEA4SR: Enhancing sequential recommendation with periodicity and high-order dependencies	78
MBUDet: Misaligned bimodal UAV target detection via target offset label generation	77
A dual mixture-of-experts framework for multi-view K-means clustering with view balance and regional sparsity	77
Adaptive online continual multi-view learning	77
Ensemble diverse hypotheses and knowledge distillation for unsupervised cross-subject adaptation	76
Knowledge graph clustering and dual strategies for adaptive mechanism in large-scale group decision making	76
A distributed state and fault estimation scheme for state-saturated systems with quantized measurements over sensor networks	75
Denoising diffusion fusion network for semantic segmentation based on degradation analysis modeling with graph networks	75
Spatio-temporal visual learning for home-based monitoring	75
Consensus adjustment mechanism in view of coalition structure-based cooperative game for group decision making with distribution linguistic preference relations	75
Towards enhanced LLM pretraining: Dynamic checkpoint merging via generation quality	75
Paving the way with machine learning for seamless indoor–outdoor positioning: A survey	74
Multimodal uncertainty state-space fusion network with generative endmember modeling for hyperspectral unmixing	73
Optimal resources allocation to support the consensus reaching in group decision making	73
PMFM-kdTransformer: An enhanced multi-modal fusion architecture leveraging knowledge distillation for intra-hour solar irradiance prediction	73
FBMTO: Fusion of Blockchain and Multi-Agent Reinforcement Learning for Task Offloading in edge computing	73
Modality translation-based multimodal sentiment analysis under uncertain missing modalities	72
Aggregate twice more efficiently: Dual feature aggregation transformer for medical image segmentation	72
Listening and seeing again: Generative error correction for audio-visual speech recognition	72
A deep multimodal network for multi-task trajectory prediction	72
Protocol-Agnostic Network Traffic Anomaly Detection via Structural–Temporal Decoupling and Adaptive Fusion	71
Automatic speech recognition using advanced deep learning approaches: A survey	71
Finding hate speech with auxiliary emotion detection from self-training multi-label learning perspective	70
Hyper-relational interaction modeling in multi-modal trajectory prediction for intelligent connected vehicles in smart cites	70
Machine learning for modelling unstructured grid data in computational physics: A review	70
TVT-Transformer: A Tactile-visual-textual fusion network for object recognition	70
Coupled adversarial learning for fusion classification of hyperspectral and LiDAR data	70
A multimodal–multitask framework with cross-modal relation and hierarchical interactive attention for semantic comprehension	70
SIMFusion: A semantic information-guided modality-specific fusion network for MR Images	70
Structure-aware multi-view image inpainting using dual consistency attention	69
LLM-DG: Leveraging large language model for enhanced disease prediction via inter-patient and intra-patient modeling	69
IFIFusion: A independent feature information fusion model for surface defect detection	69
Efficient Multispectral Object Detection with attentive feature aggregation leveraging zero-shot implicit illumination guidance	68
Self-supervised learning-based multi-source spectral fusion for fruit quality evaluation: A case study in mango fruit ripeness prediction	68
Transformers and large language models for efficient intrusion detection systems: A comprehensive survey	68
Multitask learning for multilingual intent detection and slot filling in dialogue systems	68
An adaptive consensus model for multi-criteria sorting under linguistic distribution group decision making considering decision-makers’ attitudes	68
Artificial intelligence for cybersecurity: Literature review and future research directions	68
WAVAE: A Weakly Augmented Variational Autoencoder for Time Series Anomaly Detection	68
Large-scale group hierarchical DEMATEL method with automatic consensus reaching	68
A quaternion-based sensor fusion approach using orthogonal observations from 9D inertial and magnetic information	67
Multimodal sensor fusion models for real-time exercise repetition counting with IMU sensors and respiration data	67
PreciseVideo: a dual-process framework for zero-shot text-to-video generation with quantitative content control	67
Deep reinforcement learning in agent-based simulations for optimal media planning	67
Semi-Supervised Majority Voting for crowdsourcing	67
Knowledge representation and reasoning using interconnected uncertain rules for describing workflows in complex systems	67
Decoupled variational retinex for reconstruction and fusion of underwater shallow depth-of-field image with parallax and moving objects	67
FL-CTIF: A federated learning based CTI framework based on information fusion for secure IIoT	66
Generating evolving region embedding with memory-based graph for dynamic urban sensing	66
Distributed event-triggered fusion estimation for networked asynchronous multi-rate systems	66
RA-MD: An RKHS-based adaptive Mahalanobis distance to enhance counterfactual explanations for neural networks	66
PointExplainer: Towards transparent Parkinson’s disease diagnosis	66
Ask and Ye shall be Answered: Bayesian tag-based collaborative recommendation of trustworthy experts over time in community question answering	65
Editorial Board	65
SGDFormer: One-stage transformer-based architecture for cross-spectral stereo image guided denoising	65
Balancing light and shadow: Multi-modal image exposure restoration via frequency-phase-driven RGB-IR integration	65
A novel context-aware retrieval framework for biomedical knowledge integration with large language models	65
ADF-OCT: An advanced Assistive Diagnosis Framework for study-level macular optical coherence tomography	64
Integrating imprecise data in generative models using interval-valued Variational Autoencoders	64
Intentional bounded rationality methodology to assess the quality of decision-making approaches with latent alternative performances	64
PGA-DRL: Progressive graph attention-based deep reinforcement learning for recommender systems	64
Dual-attentional time-aware fusion networks for knowledge tracing	64
Minimum information-loss transformations to support heterogeneous group decision making in a distributed linguistic context	64
Multi-task multi-objective evolutionary network for hyperspectral image classification and pansharpening	64
Unbiased Spatial–Temporal Atomic Fusion-based Zero-Shot Action Recognition	64
Light-weight monocular depth estimation via transformer-fusion for monocular visual SLAM	62
MM-InstructEval: Zero-shot evaluation of (Multimodal) Large Language Models on multimodal reasoning tasks	61
Matrix decomposition approaches for mutual information approximation with applications to covariance intersection techniques	61
Resolving multimodal ambiguity via knowledge-injection and ambiguity learning for multimodal sentiment analysis	61
Generalist models in medical image segmentation: A survey and performance comparison with task-specific approaches	61
ADFusion: Multi-modal adaptive deep fusion for cancer subtype prediction	61
Verifying energy generation via edge LLM for web3-based decentralized clean energy networks	61
Knowledge-Flow Contrastive Learning for recommendation	61
MammoVLM: A generative large vision–language model for mammography-related diagnostic assistance	60
Privacy protection in intelligent vehicle networking: A novel federated learning algorithm based on information fusion	60
Enhanced Minimum-Cost Consensus: Focusing on Overadjustment and Flexible Consensus Cost	60
Multivariate multiscale dispersion Lempel–Ziv complexity for fault diagnosis of machinery with multiple channels	60
A multi-resolution fusion approach for human activity recognition from video data in tiny edge devices	60
Zero-shot sim-to-real transfer using Siamese-Q-Based reinforcement learning	60
RGB-D Domain adaptive semantic segmentation with cross-modality feature recalibration	59
Multi-modal detection of fetal movements using a wearable monitor	59
From degrade to upgrade: Learning a self-supervised degradation guided adaptive network for blind remote sensing image super-resolution	59
Machine learning meets advanced robotic manipulation	59
Multi-view clustering via high-order bipartite graph fusion	59
Dual-level Deep Evidential Fusion: Integrating multimodal information for enhanced reliable decision-making in deep learning	59
Real2Real: Invariant Style Alignment for Unsupervised One-Shot Real Noisy Image Denoising	59
Information fusion for edge intelligence: A survey	58
A distributed evolutionary fuzzy system-based method for the fusion of descriptive emerging patterns in data streams	58
Logic Augmented Multi-Decision Fusion Framework for Stance Detection on Social Media	58
MV-BMR: A real-time Motion and Vision Sensing Integration based Agile Badminton Robot	58
TC-GCN: Triple cross-attention and graph convolutional network for traffic forecasting	57