Information Fusion

Article	Citations
InferTrans: Hierarchical structural fusion transformer for crowded human pose estimation	1811
Cross-attention fusion of graph and MLLM for social relation recognition	1226
When multi-view meets multi-level: A novel spatio-temporal transformer for traffic prediction	938
Individual entity induced label concept set for classification: An information fusion viewpoint	757
FedCPD: Addressing label distribution skew in federated learning with class proxy decoupling and proxy regularization	692
IoT-FAR: A multi-sensor fusion approach for IoT-based firefighting activity recognition	631
Multilevel feature encoder for transfer learning-based fault detection on acoustic signal	566
Multi-modal visual tracking based on textual generation	562
Artificial intelligence-enabled detection and assessment of Parkinson’s disease using multimodal data: A survey	497
Large-scale aerial scene perception based on self-supervised multi-view stereo via cycled generative adversarial network	478
Image dehazing via enhancement, restoration, and fusion: A survey	456
Motion-guided token prioritization and semantic degradation fusion for exo-to-ego cross-view video generation	456
AOBERT: All-modalities-in-One BERT for multimodal sentiment analysis	417
Fed-Inforce-Fusion: A federated reinforcement-based fusion model for security and privacy protection of IoMT networks against cyber-attacks	410
Radar sensor network resource allocation for fused target tracking: A brief review	402
Flare-aware cross-modal enhancement network for multi-spectral vehicle Re-identification	340
Anchor-based multi-view subspace clustering with hierarchical feature descent	325
Multimodal and multicontrast image fusion via deep generative models	316
XEdgeAI: A human-centered industrial inspection framework with data-centric Explainable Edge AI approach	305
Robust privacy-preserving aggregation against poisoning attacks for secure distributed data fusion	279
Fault stands out in contrast: Zero-shot diagnosis method based on dual-level contrastive fusion network for control moment gyroscopes predictive maintenance	278
From attributes to natural language: A survey and foresight on text-based person re-identification	235
CASI: Context-aware Automatic Semantic Inference by fusing video and network traffic information in industrial control systems	234
A graph neural approach for group recommendation system based on pairwise preferences	232
Data fabric and digital twins: An integrated approach for data fusion design and evaluation of pervasive systems	230

MultiBEATS: Blocks of eigenvalues algorithm for multivariate time series dimensionality reduction	229
Multi-modality MRI fusion with patch complementary pre-training for internet of medical things-based smart healthcare	229
Semi-supervised clustering with two types of background knowledge: Fusing pairwise constraints and monotonicity constraints	221
Editorial Board	219
Towards efficient RGB-T semantic segmentation via feature generative distillation strategy	215
A framework for generalized monotonicity of fusion functions	214
A multi-view-based noise correction algorithm for crowdsourcing learning	213
Rethinking multi-exposure image fusion with extreme and diverse exposure levels: A robust framework based on Fourier transform and contrastive learning	209
A self-supervised data augmentation strategy for EEG-based emotion recognition	208
Opinion Evolution Model for Online Reviews from the Perspective of Value Co-creation	198
Non-readily identifiable data collaboration analysis for multiple datasets including personal information	195
A tensor-network-based big data fusion framework for Cyber–Physical–Social Systems (CPSS)	195
Smooth representation learning from multi-view data	192
QNMF: A quantum neural network based multimodal fusion system for intelligent diagnosis	191
Deep-TCP: Multi-source data fusion for deep learning-powered tropical cyclone intensity prediction to enhance urban sustainability	190
Scalable data fusion via a scale-based hierarchical framework: Adapting to multi-source and multi-scale scenarios	190
Graph refinement and consistency self-supervision for tensorized incomplete multi-view clustering	187
Discovering common information in multi-view data	186
Transformer-based vision-language alignment for robot navigation and question answering	174
Mid-Net: Rethinking efficient network architectures for small-sample vascular segmentation	173
A preference-approval structure-based non-additive three-way group consensus decision-making approach for medical diagnosis	170
Evidential dissonance measure in robust multi-view classification to resist adversarial attack	164
Review of pixel-level remote sensing image fusion based on deep learning	162
A review of emerging research directions in Abstract Visual Reasoning	161
Notions of explainability and evaluation approaches for explainable artificial intelligence	160
Long sequence time-series forecasting with deep learning: A survey	160
Adversarial robust image processing in medical digital twin	149
A public and large-scale expert information fusion method and its application: Mining public opinion via sentiment analysis and measuring public dynamic reliability	147
An information fusion based approach to context-based fine-tuning of GPT models	146
Connecting the dots in trustworthy Artificial Intelligence: From AI principles, ethics, and key requirements to responsible AI systems and regulation	144
Editorial Board	143
Stimulating conversation-style emergencies of multi-modal LMs	142
Bringing vision to climate: A hierarchical model for water depth monitoring in headwater streams	138
Advancing robust regression: Addressing asymmetric noise with the BLINEX loss function	137
Relational Fusion-based Stock Selection with Neural Recursive Ordinary Differential Equation Networks	133
Integrating personalized and contextual information in fine-grained emotion recognition in text: A multi-source fusion approach with explainability	130
Deep multi-view clustering: A comprehensive survey of the contemporary techniques	128
Fusion of KANO theory and Attention-BiLSTM models for user demand analysis and trend prediction	125
Enhancing train travel time prediction for China–Europe railway express: A transfer learning-based fusion technique	121
SSEFusion: Salient semantic enhancement for multimodal medical image fusion with Mamba and dynamic spiking neural networks	119
Multimodal manifold learning using kernel interpolation along geodesic paths	119
Unified framework for learning with label distribution	116
PARIS: Partial instance and training set selection. A new scalable approach to multi-label classification	115
Transitive full covers of incomplete preference relations	115
Spectral-invariant matching network	115
A non-threshold consensus model based on the minimum cost and maximum consensus-increasing for multi-attribute large group decision-making	112
On the use of information fusion techniques to improve information quality: Taxonomy, opportunities and challenges	112
Distributed minimum error entropy Kalman filter	110
Weighted adaptively ensemble clustering method based on fuzzy Co-association matrix	109
Recent advances in image dehazing: Formal analysis to automated approaches	107

Information fusion in crime event analysis: A decade survey on data, features and models	106
Fusing heterogeneous tri-dimensional information for reconstructing submerged structures in harsh sub-sea environments	105
Editorial Board	104
A scalable dynamic ensemble selection using fuzzy hyperboxes	103
Variational Quantum Linear Solver-based Combination Rules in Dempster–Shafer Theory	103
Multivariate solar power time series forecasting using multilevel data fusion and deep neural networks	102
Multi-view graph imputation network	101
A survey on semantic processing techniques	101
Enhancing multi-modal fusion in visual dialog via sample debiasing and feature interaction	101
BioCross: A cross-modal framework for unified representation of multi-modal biosignals with heterogeneous metadata fusion	100
Multi-source multi-modal domain adaptation	100
FC-HGNN: A heterogeneous graph neural network based on brain functional connectivity for mental disorder identification	98
Transfer Learning with Foundational Models for Time Series Forecasting using Low-Rank Adaptations	97
Blockchain-based privacy-preserving incentive scheme for internet of electric vehicle	96
Deep learning for hyperspectral image classification: A comprehensive review and future predictions	95
Fusion-based graph neural networks for synergistic underwater image enhancement	94
Adaptive signal light timing for regional traffic optimization based on graph convolutional network empowered traffic forecasting	91
A defocus and similarity attention-based cascaded network for multi-focus and misaligned image fusion	91
Multi-GNSS PPP/INS/Vision/LiDAR tightly integrated system for precise navigation in urban environments	91
MST-GAT: A multi-perspective spatial-temporal graph attention network for multi-sensor equipment remaining useful life prediction	91
Conti-Fuse: A novel continuous decomposition-based fusion framework for infrared and visible images	90
Diff-IF: Multi-modality image fusion via diffusion model with fusion knowledge prior	90
Data fusion and transfer learning empowered granular trust evaluation for Internet of Things	90
A survey of multimodal information fusion for smart healthcare: Mapping the journey from data to wisdom	90
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	89
Multidimensional fusion of frequency and spatial domain information for enhanced camouflaged object detection	89
Terrain detection and segmentation for autonomous vehicle navigation: A state-of-the-art systematic review	89
Unifying clustering and representation learning for unsupervised text analysis: A Bayesian knowledge-enhanced approach	88
Counterfactuals and causability in explainable artificial intelligence: Theory, algorithms, and applications	87
Explainable Crowd Decision Making methodology guided by expert natural language opinions based on Sentiment Analysis with Attention-based Deep Learning and Subgroup Discovery	87
An expertise-based consensus reaching process with probability-hesitant fuzzy preference relations and its application in risk assessment in food industry	87
Advancing crowd forecasting with graphs across microscopic trajectory to macroscopic dynamics	87
Neighbor-aware deep multi-view clustering via graph convolutional network	86
Collaborative DDoS defense for SDN-based AIoT with autoencoder-enhanced federated learning	86
Beyond word embeddings: A survey	85
Finite mixture modeling in time series: A survey of Bayesian filters and fusion approaches	85
Deep learning techniques for hand vein biometrics: A comprehensive review	85
A survey on multi-label feature selection from perspectives of label fusion	84
An adaptive density clustering approach with multi-granularity fusion	84
A semantic-driven coupled network for infrared and visible image fusion	82
Distributed estimation for uncertain systems subject to measurement quantization and adversarial attacks	81
LLM-DG: Leveraging large language model for enhanced disease prediction via inter-patient and intra-patient modeling	80
Efficient Multispectral Object Detection with attentive feature aggregation leveraging zero-shot implicit illumination guidance	80
Spatio-temporal visual learning for home-based monitoring	80
ODEFTC: Optimal Distributed Estimation based on Fixed-Time Consensus	80
Editorial: Advances in multi-source information fusion for epidemic diseases	80
Robust tensor ring-based graph completion for incomplete multi-view clustering	80
Hybrid multi-model ensemble learning for reconstructing gridded runoff of Europe for 500 years	80
Structure-aware multi-view image inpainting using dual consistency attention	80
Editorial Board	79
Listening and seeing again: Generative error correction for audio-visual speech recognition	78
Multi-agent reinforcement learning framework based on information fusion biometric ticketing data in different public transport modes	77
When causality meets missing data: Fusing key information to bridge causal discovery and imputation in time series via bidirectional meta-learning	76
Imputation of missing values in multi-view data	76
A deep multimodal network for multi-task trajectory prediction	76
Denoising diffusion fusion network for semantic segmentation based on degradation analysis modeling with graph networks	76
A distributed state and fault estimation scheme for state-saturated systems with quantized measurements over sensor networks	76
TVT-Transformer: A Tactile-visual-textual fusion network for object recognition	76
Large-scale group hierarchical DEMATEL method with automatic consensus reaching	76
SIMFusion: A semantic information-guided modality-specific fusion network for MR Images	75
Modality translation-based multimodal sentiment analysis under uncertain missing modalities	75
Paving the way with machine learning for seamless indoor–outdoor positioning: A survey	74
Artificial intelligence for cybersecurity: Literature review and future research directions	74
Cross-modal text and visual generation: A systematic review. Part 1: Image to text	74
Multimodal research in vision and language: A review of current and emerging trends	74
Distributed fusion filtering for multi-rate nonlinear systems with binary measurements under encryption and decryption scheme	74
Finding hate speech with auxiliary emotion detection from self-training multi-label learning perspective	73
Sparse robust subspace learning via boolean weight	73
Adaptive online continual multi-view learning	72
Hyper-relational interaction modeling in multi-modal trajectory prediction for intelligent connected vehicles in smart cites	72
Optimal resources allocation to support the consensus reaching in group decision making	72
Ensemble diverse hypotheses and knowledge distillation for unsupervised cross-subject adaptation	72
Multitask learning for multilingual intent detection and slot filling in dialogue systems	72
Multi-source unsupervised domain adaptation for object detection	72
Machine learning for modelling unstructured grid data in computational physics: A review	72
Self-supervised learning-based multi-source spectral fusion for fruit quality evaluation: A case study in mango fruit ripeness prediction	72
An adaptive consensus model for multi-criteria sorting under linguistic distribution group decision making considering decision-makers’ attitudes	71
Coupled adversarial learning for fusion classification of hyperspectral and LiDAR data	71
Automatic speech recognition using advanced deep learning approaches: A survey	71
A survey on uncertainty reasoning and quantification in belief theory and its application to deep learning	71

IFIFusion: A independent feature information fusion model for surface defect detection	71
MM-InstructEval: Zero-shot evaluation of (Multimodal) Large Language Models on multimodal reasoning tasks	70
Human activity recognition using binary sensors: A systematic review	70
ADF-OCT: An advanced Assistive Diagnosis Framework for study-level macular optical coherence tomography	70
MV-BMR: A real-time Motion and Vision Sensing Integration based Agile Badminton Robot	70
SGDFormer: One-stage transformer-based architecture for cross-spectral stereo image guided denoising	69
Enhanced Minimum-Cost Consensus: Focusing on Overadjustment and Flexible Consensus Cost	69
Distributed event-triggered fusion estimation for networked asynchronous multi-rate systems	69
ADFusion: Multi-modal adaptive deep fusion for cancer subtype prediction	69
Privacy protection in intelligent vehicle networking: A novel federated learning algorithm based on information fusion	69
Mobile edge-enabled trust evaluation for the Internet of Things	68
Multimodal sensor fusion models for real-time exercise repetition counting with IMU sensors and respiration data	68
Information fusion for edge intelligence: A survey	68
FL-CTIF: A federated learning based CTI framework based on information fusion for secure IIoT	67
A distributed evolutionary fuzzy system-based method for the fusion of descriptive emerging patterns in data streams	67
Ask and Ye shall be Answered: Bayesian tag-based collaborative recommendation of trustworthy experts over time in community question answering	67
Scheduler-based state estimation over multiple channels networks	66
A quaternion-based sensor fusion approach using orthogonal observations from 9D inertial and magnetic information	66
Deep reinforcement learning in agent-based simulations for optimal media planning	66
Matrix decomposition approaches for mutual information approximation with applications to covariance intersection techniques	66
EPMDroid: Efficient and privacy-preserving malware detection based on SGX through data fusion	65
Knowledge representation and reasoning using interconnected uncertain rules for describing workflows in complex systems	65
TC-GCN: Triple cross-attention and graph convolutional network for traffic forecasting	65
Machine learning meets advanced robotic manipulation	65
Multi-modal detection of fetal movements using a wearable monitor	65
Decoupled variational retinex for reconstruction and fusion of underwater shallow depth-of-field image with parallax and moving objects	64
Integrating imprecise data in generative models using interval-valued Variational Autoencoders	64
Logic Augmented Multi-Decision Fusion Framework for Stance Detection on Social Media	64
Quantum entanglement and self-attention neural networks: An investigation into passengers and stops characteristics for optimal bus stop localization	64
RGB-D Domain adaptive semantic segmentation with cross-modality feature recalibration	62
MammoVLM: A generative large vision–language model for mammography-related diagnostic assistance	62
Personalized trust incentive mechanisms with personality characteristics for minimum cost consensus in group decision making	62
Multi-task multi-objective evolutionary network for hyperspectral image classification and pansharpening	62
Sensor fusion algorithms for orientation tracking via magnetic and inertial measurement units: An experimental comparison survey	62
Zero-shot sim-to-real transfer using Siamese-Q-Based reinforcement learning	61
Information loss challenges in surgical navigation systems: From information fusion to AI-based approaches	61
Intentional bounded rationality methodology to assess the quality of decision-making approaches with latent alternative performances	61
A multi-resolution fusion approach for human activity recognition from video data in tiny edge devices	60
From degrade to upgrade: Learning a self-supervised degradation guided adaptive network for blind remote sensing image super-resolution	60
Democratic consensus reaching process for multi-person multi-criteria large scale decision making considering participants’ individual attributes and concerns	60
Multivariate multiscale dispersion Lempel–Ziv complexity for fault diagnosis of machinery with multiple channels	60
Minimum information-loss transformations to support heterogeneous group decision making in a distributed linguistic context	60
PGA-DRL: Progressive graph attention-based deep reinforcement learning for recommender systems	60
Dual-level Deep Evidential Fusion: Integrating multimodal information for enhanced reliable decision-making in deep learning	59
Multi-view clustering via high-order bipartite graph fusion	59
Hierarchical global to local calibration for query-focused few-shot node classification	59
Resolving multimodal ambiguity via knowledge-injection and ambiguity learning for multimodal sentiment analysis	59
Explainable artificial intelligence and advanced feature selection methods for predicting gas concentration in longwall mining	59
LG-Diff: Learning to follow local class-regional guidance for nearshore image cross-modality high-quality translation	58
Dynamic collaborative learning with heterogeneous knowledge transfer for long-tailed visual recognition	58
SenCounter: Towards category-agnostic action counting in open sensor sequences	58
STGAFormer: Spatial–temporal Gated Attention Transformer based Graph Neural Network for traffic flow forecasting	58
IncA-DES: An incremental and adaptive dynamic ensemble selection approach using online K-d tree neighborhood search for data streams with concept drift	58
An intelligent fault diagnosis for machine maintenance using weighted soft-voting rule based multi-attention module with multi-scale information fusion	57
Diagnosis of brain diseases in fusion of neuroimaging modalities using deep learning: A review	57
Towards haze removal with derived pseudo-label supervision from real-world non-aligned training data	57
Private bipartite consensus control for multi-agent systems: A hierarchical differential privacy scheme	57
Detecting Android malware: A multimodal fusion method with fine-grained feature	57
Hybrid multivariate time series prediction system fusing transfer entropy and local relative density	57
MGSFformer: A Multi-Granularity Spatiotemporal Fusion Transformer for air quality prediction	57
A survey on graph embedding techniques for biomedical data: Methods and applications	57
LatentHSI: Restore hyperspectral images in a latent space	57
A multiview-slice feature fusion network for early diagnosis of Alzheimer’s disease with structural MRI images	56
A survey on occupancy perception for autonomous driving: The information fusion perspective	56
Distilling implicit multimodal knowledge into large language models for zero-resource dialogue generation	56
IFNet: Data-driven multisensor estimate fusion with unknown correlation in sensor measurement noises	56
BEV-TinySpotter: A novel BEV perception method considering multi-dimensional feature fusion of small target	55
Scalable unpaired multi-view clustering with Bipartite Graph Matching	54
Enhancing few-sample spatio-temporal prediction via relational fusion-based hypergraph neural network	54
Human centric attention with deep multiscale feature fusion framework for activity recognition in Internet of Medical Things	54
A hypergraph-based hybrid graph convolutional network for intracity human activity intensity prediction and geographic relationship interpretation	54
An effective multi-source data fusion approach based on α-divergen	54
Finger pinching and imagination classification: A fusion of CNN architectures for IoMT-enabled BCI applications	54
Intensity difference prior with spatial-channel weighted fusion for underwater image restoration	54
UAVs meet LLMs: Overviews and perspectives towards agentic low-altitude mobility	54
LFDT-Fusion: A latent feature-guided diffusion Transformer model for general image fusion	54
Aggregating Ordinal Values Using A Measure Based Median	53
A novel Out-of-Distribution detection approach for Spiking Neural Networks: Design, fusion, performance evaluation and explainability	53
Boosting urban prediction tasks with domain-sharing knowledge via meta-learning	53
Fusing anomaly detection with false positive mitigation methodology for predictive maintenance under multivariate time series	52
Dwarfism computer-aided diagnosis algorithm based on multimodal pyradiomics	52
NAPS Fusion: A framework to overcome experimental data limitations to predict human performance and cognitive task outcomes	52
SAIRUS: Spatially-aware identification of risky users in social networks	52
Mining and reasoning of data uncertainty-induced imprecision in deep image classification	51
Deep learning in food category recognition	51
FD-TGCN: Fast and dynamic temporal graph convolution network for traffic flow prediction	51
An interactively reinforced paradigm for joint infrared-visible image fusion and saliency object detection	50
Customized priors for enhanced multispectral and hyperspectral image sharpening	50
HumanVLM: Foundation for Human-Scene Vision-Language Model	50
Editorial Board	50
Exploring EEG and eye movement fusion for multi-class target RSVP-BCI	50
CIECD: A novel context inconsistency elimination algorithm based on comprehensive conflict measure and dual-path structure	50
Multi-sensor temporal-spatial graph network fusion empirical mode decomposition convolution for machine fault diagnosis	50
Image super-resolution: A comprehensive review, recent trends, challenges and applications	49
Multimodal Attentive Fusion Network for audio-visual event recognition	49