Information Fusion

Article	Citations
InferTrans: Hierarchical structural fusion transformer for crowded human pose estimation	1363
Flare-aware cross-modal enhancement network for multi-spectral vehicle Re-identification	1063
Opinion Evolution Model for Online Reviews from the Perspective of Value Co-creation	825
Deep-TCP: Multi-source data fusion for deep learning-powered tropical cyclone intensity prediction to enhance urban sustainability	782
Scalable data fusion via a scale-based hierarchical framework: Adapting to multi-source and multi-scale scenarios	592
Multi-sensor data fusion for smart healthcare: optimizing specialty-based classification of imbalanced EMRs	581
Editorial Board	564
A framework for generalized monotonicity of fusion functions	518
Non-readily identifiable data collaboration analysis for multiple datasets including personal information	487
Cross-attention fusion of graph and MLLM for social relation recognition	475
A multi-view-based noise correction algorithm for crowdsourcing learning	471
Rethinking multi-exposure image fusion with extreme and diverse exposure levels: A robust framework based on Fourier transform and contrastive learning	430
Adversarial robust image processing in medical digital twin	378
Multilevel feature encoder for transfer learning-based fault detection on acoustic signal	359
Discovering common information in multi-view data	354
Data fabric and digital twins: An integrated approach for data fusion design and evaluation of pervasive systems	321
Anchor-based multi-view subspace clustering with hierarchical feature descent	319
Semi-supervised clustering with two types of background knowledge: Fusing pairwise constraints and monotonicity constraints	290
IoT-FAR: A multi-sensor fusion approach for IoT-based firefighting activity recognition	276
Smooth representation learning from multi-view data	262
Mid-Net: Rethinking efficient network architectures for small-sample vascular segmentation	259
Large-scale aerial scene perception based on self-supervised multi-view stereo via cycled generative adversarial network	258
Towards efficient RGB-T semantic segmentation via feature generative distillation strategy	254
A graph attention network for real-world multi-image super-resolution	242
A self-supervised data augmentation strategy for EEG-based emotion recognition	241

Radar sensor network resource allocation for fused target tracking: A brief review	240
RVAFM: Re-parameterizing Vertical Attention Fusion Module for handwritten paragraph text recognition	239
A graph neural approach for group recommendation system based on pairwise preferences	235
Multi-modal visual tracking based on textual generation	233
CASI: Context-aware Automatic Semantic Inference by fusing video and network traffic information in industrial control systems	218
Image dehazing via enhancement, restoration, and fusion: A survey	214
FedCPD: Addressing label distribution skew in federated learning with class proxy decoupling and proxy regularization	212
Artificial intelligence-enabled detection and assessment of Parkinson’s disease using multimodal data: A survey	209
Motion-guided token prioritization and semantic degradation fusion for exo-to-ego cross-view video generation	209
Multimodal and multicontrast image fusion via deep generative models	206
A public and large-scale expert information fusion method and its application: Mining public opinion via sentiment analysis and measuring public dynamic reliability	200
Graph refinement and consistency self-supervision for tensorized incomplete multi-view clustering	198
MultiBEATS: Blocks of eigenvalues algorithm for multivariate time series dimensionality reduction	192
When multi-view meets multi-level: A novel spatio-temporal transformer for traffic prediction	187
Robust privacy-preserving aggregation against poisoning attacks for secure distributed data fusion	187
Evidential dissonance measure in robust multi-view classification to resist adversarial attack	186
Multi-modality MRI fusion with patch complementary pre-training for internet of medical things-based smart healthcare	179
An information fusion based approach to context-based fine-tuning of GPT models	176
Fault stands out in contrast: Zero-shot diagnosis method based on dual-level contrastive fusion network for control moment gyroscopes predictive maintenance	172
A preference-approval structure-based non-additive three-way group consensus decision-making approach for medical diagnosis	164
AOBERT: All-modalities-in-One BERT for multimodal sentiment analysis	157
From attributes to natural language: A survey and foresight on text-based person re-identification	156
A review of emerging research directions in Abstract Visual Reasoning	154
XEdgeAI: A human-centered industrial inspection framework with data-centric Explainable Edge AI approach	153
Fed-Inforce-Fusion: A federated reinforcement-based fusion model for security and privacy protection of IoMT networks against cyber-attacks	151
Transformer-based vision-language alignment for robot navigation and question answering	150
Review of pixel-level remote sensing image fusion based on deep learning	148
Long sequence time-series forecasting with deep learning: A survey	143
Individual entity induced label concept set for classification: An information fusion viewpoint	143
Connecting the dots in trustworthy Artificial Intelligence: From AI principles, ethics, and key requirements to responsible AI systems and regulation	140
QNMF: A quantum neural network based multimodal fusion system for intelligent diagnosis	135
Editorial Board	132
Integrating personalized and contextual information in fine-grained emotion recognition in text: A multi-source fusion approach with explainability	127
Bringing vision to climate: A hierarchical model for water depth monitoring in headwater streams	127
Transfer Learning with Foundational Models for Time Series Forecasting using Low-Rank Adaptations	126
Explainable Crowd Decision Making methodology guided by expert natural language opinions based on Sentiment Analysis with Attention-based Deep Learning and Subgroup Discovery	126
SPGFusion: Semantic Prior Guided Infrared and visible image fusion via pretrained vision models	121
A scalable dynamic ensemble selection using fuzzy hyperboxes	120
Enhancing train travel time prediction for China–Europe railway express: A transfer learning-based fusion technique	119
Finite mixture modeling in time series: A survey of Bayesian filters and fusion approaches	119
Adaptive signal light timing for regional traffic optimization based on graph convolutional network empowered traffic forecasting	118
Fusion of KANO theory and Attention-BiLSTM models for user demand analysis and trend prediction	118
Multi-GNSS PPP/INS/Vision/LiDAR tightly integrated system for precise navigation in urban environments	116
A survey on multi-label feature selection from perspectives of label fusion	115
Conti-Fuse: A novel continuous decomposition-based fusion framework for infrared and visible images	115
SSEFusion: Salient semantic enhancement for multimodal medical image fusion with Mamba and dynamic spiking neural networks	113
Recent advances in image dehazing: Formal analysis to automated approaches	112
Fusion-based graph neural networks for synergistic underwater image enhancement	112
Multidimensional fusion of frequency and spatial domain information for enhanced camouflaged object detection	112
A semantic-driven coupled network for infrared and visible image fusion	112

Deep learning for hyperspectral image classification: A comprehensive review and future predictions	111
Neighbor-aware deep multi-view clustering via graph convolutional network	111
Terrain detection and segmentation for autonomous vehicle navigation: A state-of-the-art systematic review	110
Advancing robust regression: Addressing asymmetric noise with the BLINEX loss function	110
MVFusion-TSC: A multi-view fusion image-based network for time series classification	108
Editorial Board	107
Variational Quantum Linear Solver-based Combination Rules in Dempster–Shafer Theory	105
Transitive full covers of incomplete preference relations	103
On the use of information fusion techniques to improve information quality: Taxonomy, opportunities and challenges	102
Deep learning techniques for hand vein biometrics: A comprehensive review	101
Spectral-invariant matching network	100
An expertise-based consensus reaching process with probability-hesitant fuzzy preference relations and its application in risk assessment in food industry	98
Unifying clustering and representation learning for unsupervised text analysis: A Bayesian knowledge-enhanced approach	98
MDVul: A semantic-based complex dependency code vulnerability detection using fusion path	98
Auxiliary diagnosis of depression in youth based on 3D-CBSResNet12 and multi-modal fusion strategy	97
Relational Fusion-based Stock Selection with Neural Recursive Ordinary Differential Equation Networks	97
Fusing heterogeneous tri-dimensional information for reconstructing submerged structures in harsh sub-sea environments	97
PARIS: Partial instance and training set selection. A new scalable approach to multi-label classification	96
Data fusion and transfer learning empowered granular trust evaluation for Internet of Things	95
Multimodal manifold learning using kernel interpolation along geodesic paths	95
BioCross: A cross-modal framework for unified representation of multi-modal biosignals with heterogeneous metadata fusion	94
Advancing crowd forecasting with graphs across microscopic trajectory to macroscopic dynamics	93
Information fusion in crime event analysis: A decade survey on data, features and models	92
Enhancing multi-modal fusion in visual dialog via sample debiasing and feature interaction	91
Multi-view graph imputation network	91
Stimulating conversation-style emergencies of multi-modal LMs	90
Distributed minimum error entropy Kalman filter	90
A survey on semantic processing techniques	90
Blockchain-based privacy-preserving incentive scheme for internet of electric vehicle	90
Weighted adaptively ensemble clustering method based on fuzzy Co-association matrix	90
An adaptive density clustering approach with multi-granularity fusion	89
Multi-source multi-modal domain adaptation	89
Multivariate solar power time series forecasting using multilevel data fusion and deep neural networks	88
Deep multi-view clustering: A comprehensive survey of the contemporary techniques	88
Collaborative DDoS defense for SDN-based AIoT with autoencoder-enhanced federated learning	88
MST-GAT: A multi-perspective spatial-temporal graph attention network for multi-sensor equipment remaining useful life prediction	88
A defocus and similarity attention-based cascaded network for multi-focus and misaligned image fusion	88
A non-threshold consensus model based on the minimum cost and maximum consensus-increasing for multi-attribute large group decision-making	87
Counterfactuals and causability in explainable artificial intelligence: Theory, algorithms, and applications	87
FC-HGNN: A heterogeneous graph neural network based on brain functional connectivity for mental disorder identification	87
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	86
Diff-IF: Multi-modality image fusion via diffusion model with fusion knowledge prior	85
Beyond word embeddings: A survey	85
Robust tensor ring-based graph completion for incomplete multi-view clustering	84
A survey of multimodal information fusion for smart healthcare: Mapping the journey from data to wisdom	84
A systematic review for artificial intelligence-driven assistive technologies to support children with neurodevelopmental disorders	83
Multimodal research in vision and language: A review of current and emerging trends	83
Editorial Board	83
Cross-modal text and visual generation: A systematic review. Part 1: Image to text	82
FBMTO: Fusion of Blockchain and Multi-Agent Reinforcement Learning for Task Offloading in edge computing	82
TVT-Transformer: A Tactile-visual-textual fusion network for object recognition	81
Multi-source unsupervised domain adaptation for object detection	81
Imputation of missing values in multi-view data	81
An adaptive consensus model for multi-criteria sorting under linguistic distribution group decision making considering decision-makers’ attitudes	81
Denoising diffusion fusion network for semantic segmentation based on degradation analysis modeling with graph networks	80
Consensus adjustment mechanism in view of coalition structure-based cooperative game for group decision making with distribution linguistic preference relations	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
Listening and seeing again: Generative error correction for audio-visual speech recognition	79
Large-scale group hierarchical DEMATEL method with automatic consensus reaching	79
Distributed estimation for uncertain systems subject to measurement quantization and adversarial attacks	79
A deep multimodal network for multi-task trajectory prediction	79
Ensemble diverse hypotheses and knowledge distillation for unsupervised cross-subject adaptation	79
Towards enhanced LLM pretraining: Dynamic checkpoint merging via generation quality	78
Efficient Multispectral Object Detection with attentive feature aggregation leveraging zero-shot implicit illumination guidance	78
Multitask learning for multilingual intent detection and slot filling in dialogue systems	78
Adaptive online continual multi-view learning	77
Subject-adaptive meta-learning for personalized BCI: A fusion of resting-state EEG signal and task-specific information	77
When causality meets missing data: Fusing key information to bridge causal discovery and imputation in time series via bidirectional meta-learning	77
Structure-aware multi-view image inpainting using dual consistency attention	77
WAVAE: A Weakly Augmented Variational Autoencoder for Time Series Anomaly Detection	77
Spatio-temporal visual learning for home-based monitoring	76
Hybrid multi-model ensemble learning for reconstructing gridded runoff of Europe for 500 years	76
ODEFTC: Optimal Distributed Estimation based on Fixed-Time Consensus	76
A dual mixture-of-experts framework for multi-view K-means clustering with view balance and regional sparsity	75
Multi-agent reinforcement learning framework based on information fusion biometric ticketing data in different public transport modes	75
Self-supervised learning-based multi-source spectral fusion for fruit quality evaluation: A case study in mango fruit ripeness prediction	74
A distributed state and fault estimation scheme for state-saturated systems with quantized measurements over sensor networks	74
Finding hate speech with auxiliary emotion detection from self-training multi-label learning perspective	74
A survey on uncertainty reasoning and quantification in belief theory and its application to deep learning	74

Paving the way with machine learning for seamless indoor–outdoor positioning: A survey	73
Artificial intelligence for cybersecurity: Literature review and future research directions	73
Transformers and large language models for efficient intrusion detection systems: A comprehensive survey	73
SIMFusion: A semantic information-guided modality-specific fusion network for MR Images	73
Hyper-relational interaction modeling in multi-modal trajectory prediction for intelligent connected vehicles in smart cites	73
LLM-DG: Leveraging large language model for enhanced disease prediction via inter-patient and intra-patient modeling	73
Optimal resources allocation to support the consensus reaching in group decision making	72
Machine learning for modelling unstructured grid data in computational physics: A review	71
Modality translation-based multimodal sentiment analysis under uncertain missing modalities	71
Coupled adversarial learning for fusion classification of hyperspectral and LiDAR data	70
IFIFusion: A independent feature information fusion model for surface defect detection	70
ADF-OCT: An advanced Assistive Diagnosis Framework for study-level macular optical coherence tomography	70
Automatic speech recognition using advanced deep learning approaches: A survey	70
Ask and Ye shall be Answered: Bayesian tag-based collaborative recommendation of trustworthy experts over time in community question answering	69
Quantum entanglement and self-attention neural networks: An investigation into passengers and stops characteristics for optimal bus stop localization	69
A distributed evolutionary fuzzy system-based method for the fusion of descriptive emerging patterns in data streams	69
Semi-Supervised Majority Voting for crowdsourcing	69
A quaternion-based sensor fusion approach using orthogonal observations from 9D inertial and magnetic information	69
Scheduler-based state estimation over multiple channels networks	68
Matrix decomposition approaches for mutual information approximation with applications to covariance intersection techniques	68
Knowledge representation and reasoning using interconnected uncertain rules for describing workflows in complex systems	68
Machine learning meets advanced robotic manipulation	67
Zero-shot sim-to-real transfer using Siamese-Q-Based reinforcement learning	67
EPMDroid: Efficient and privacy-preserving malware detection based on SGX through data fusion	67
TC-GCN: Triple cross-attention and graph convolutional network for traffic forecasting	66
Knowledge-Flow Contrastive Learning for recommendation	66
Multivariate multiscale dispersion Lempel–Ziv complexity for fault diagnosis of machinery with multiple channels	66
Multi-modal detection of fetal movements using a wearable monitor	66
PGA-DRL: Progressive graph attention-based deep reinforcement learning for recommender systems	65
Generating evolving region embedding with memory-based graph for dynamic urban sensing	65
MammoVLM: A generative large vision–language model for mammography-related diagnostic assistance	65
Information fusion for edge intelligence: A survey	65
Distributed event-triggered fusion estimation for networked asynchronous multi-rate systems	64
Intentional bounded rationality methodology to assess the quality of decision-making approaches with latent alternative performances	64
Personalized trust incentive mechanisms with personality characteristics for minimum cost consensus in group decision making	63
MV-BMR: A real-time Motion and Vision Sensing Integration based Agile Badminton Robot	63
Democratic consensus reaching process for multi-person multi-criteria large scale decision making considering participants’ individual attributes and concerns	63
Minimum information-loss transformations to support heterogeneous group decision making in a distributed linguistic context	62
ADFusion: Multi-modal adaptive deep fusion for cancer subtype prediction	62
Information loss challenges in surgical navigation systems: From information fusion to AI-based approaches	62
RGB-D Domain adaptive semantic segmentation with cross-modality feature recalibration	62
Resolving multimodal ambiguity via knowledge-injection and ambiguity learning for multimodal sentiment analysis	62
Logic Augmented Multi-Decision Fusion Framework for Stance Detection on Social Media	61
Privacy protection in intelligent vehicle networking: A novel federated learning algorithm based on information fusion	61
Human activity recognition using binary sensors: A systematic review	61
Multi-view clustering via high-order bipartite graph fusion	61
Deep reinforcement learning in agent-based simulations for optimal media planning	60
Multimodal sensor fusion models for real-time exercise repetition counting with IMU sensors and respiration data	60
Decoupled variational retinex for reconstruction and fusion of underwater shallow depth-of-field image with parallax and moving objects	60
Enhanced Minimum-Cost Consensus: Focusing on Overadjustment and Flexible Consensus Cost	60
NAPS Fusion: A framework to overcome experimental data limitations to predict human performance and cognitive task outcomes	59
FL-CTIF: A federated learning based CTI framework based on information fusion for secure IIoT	59
Hierarchical cross-module knowledge transfer based on structural multi-view least squares support vector classification	59
Dual-level Deep Evidential Fusion: Integrating multimodal information for enhanced reliable decision-making in deep learning	59
A novel Out-of-Distribution detection approach for Spiking Neural Networks: Design, fusion, performance evaluation and explainability	59
From degrade to upgrade: Learning a self-supervised degradation guided adaptive network for blind remote sensing image super-resolution	59
MM-InstructEval: Zero-shot evaluation of (Multimodal) Large Language Models on multimodal reasoning tasks	59
SGDFormer: One-stage transformer-based architecture for cross-spectral stereo image guided denoising	59
Integrating imprecise data in generative models using interval-valued Variational Autoencoders	59
Bridging the Sim-to-Real Gap in RF Localization with Large-Scale Synthetic Pretraining	59
A multi-resolution fusion approach for human activity recognition from video data in tiny edge devices	59
Multi-task multi-objective evolutionary network for hyperspectral image classification and pansharpening	59
Enhancing few-sample spatio-temporal prediction via relational fusion-based hypergraph neural network	58
Multivariate bounded support Kotz mixture model with semi-supervised projected model-based clustering	58
Scalable unpaired multi-view clustering with Bipartite Graph Matching	58
Intermediate features matter in prototype-guided personalized federated learning	58
SAIRUS: Spatially-aware identification of risky users in social networks	58
Mining and reasoning of data uncertainty-induced imprecision in deep image classification	58
Fusing anomaly detection with false positive mitigation methodology for predictive maintenance under multivariate time series	57
Finger pinching and imagination classification: A fusion of CNN architectures for IoMT-enabled BCI applications	57
Dwarfism computer-aided diagnosis algorithm based on multimodal pyradiomics	57
SenCounter: Towards category-agnostic action counting in open sensor sequences	57
Boosting urban prediction tasks with domain-sharing knowledge via meta-learning	56
LG-Diff: Learning to follow local class-regional guidance for nearshore image cross-modality high-quality translation	56
Hierarchical global to local calibration for query-focused few-shot node classification	56
BEV-TinySpotter: A novel BEV perception method considering multi-dimensional feature fusion of small target	56
Distilling implicit multimodal knowledge into large language models for zero-resource dialogue generation	56
Aggregating Ordinal Values Using A Measure Based Median	56
IncA-DES: An incremental and adaptive dynamic ensemble selection approach using online K-d tree neighborhood search for data streams with concept drift	56
Towards haze removal with derived pseudo-label supervision from real-world non-aligned training data	55
Dynamic collaborative learning with heterogeneous knowledge transfer for long-tailed visual recognition	55
Intensity difference prior with spatial-channel weighted fusion for underwater image restoration	55
An effective multi-source data fusion approach based on α-divergen	54
Hybrid multivariate time series prediction system fusing transfer entropy and local relative density	53
Adaptive multi-stage fusion of hyperspectral and LiDAR data via selective state space models	53
LatentHSI: Restore hyperspectral images in a latent space	53
Detecting Android malware: A multimodal fusion method with fine-grained feature	53
A survey on graph embedding techniques for biomedical data: Methods and applications	53
Private bipartite consensus control for multi-agent systems: A hierarchical differential privacy scheme	53
Human centric attention with deep multiscale feature fusion framework for activity recognition in Internet of Medical Things	52
UAVs meet LLMs: Overviews and perspectives towards agentic low-altitude mobility	52
Underwater sequential images enhancement via diffusion and physics priors fusion	52
A multiview-slice feature fusion network for early diagnosis of Alzheimer’s disease with structural MRI images	52
An interactively reinforced paradigm for joint infrared-visible image fusion and saliency object detection	51
Personalized federated learning for fault diagnosis with mixture of experts	51