Information Fusion

Article	Citations
Editorial Board	1557
Editorial Board	955
Flare-aware cross-modal enhancement network for multi-spectral vehicle Re-identification	683
A multi-view-based noise correction algorithm for crowdsourcing learning	660
A framework for generalized monotonicity of fusion functions	595
Deep-TCP: Multi-source data fusion for deep learning-powered tropical cyclone intensity prediction to enhance urban sustainability	527
Adversarial robust image processing in medical digital twin	496
When multi-view meets multi-level: A novel spatio-temporal transformer for traffic prediction	488
Graph refinement and consistency self-supervision for tensorized incomplete multi-view clustering	487
InferTrans: Hierarchical structural fusion transformer for crowded human pose estimation	388
Semi-supervised clustering with two types of background knowledge: Fusing pairwise constraints and monotonicity constraints	375
From attributes to natural language: A survey and foresight on text-based person re-identification	359
XEdgeAI: A human-centered industrial inspection framework with data-centric Explainable Edge AI approach	359
Non-readily identifiable data collaboration analysis for multiple datasets including personal information	352
Opinion Evolution Model for Online Reviews from the Perspective of Value Co-creation	344
FedCPD: Addressing label distribution skew in federated learning with class proxy decoupling and proxy regularization	314
Data fabric and digital twins: An integrated approach for data fusion design and evaluation of pervasive systems	281
Rethinking multi-exposure image fusion with extreme and diverse exposure levels: A robust framework based on Fourier transform and contrastive learning	261
IoT-FAR: A multi-sensor fusion approach for IoT-based firefighting activity recognition	259
MultiBEATS: Blocks of eigenvalues algorithm for multivariate time series dimensionality reduction	249
A tensor-network-based big data fusion framework for Cyber–Physical–Social Systems (CPSS)	243
Fault stands out in contrast: Zero-shot diagnosis method based on dual-level contrastive fusion network for control moment gyroscopes predictive maintenance	241
Mid-Net: Rethinking efficient network architectures for small-sample vascular segmentation	232
Individual entity induced label concept set for classification: An information fusion viewpoint	217
Large-scale aerial scene perception based on self-supervised multi-view stereo via cycled generative adversarial network	201

Evidential dissonance measure in robust multi-view classification to resist adversarial attack	195
Review of pixel-level remote sensing image fusion based on deep learning	194
A preference-approval structure-based non-additive three-way group consensus decision-making approach for medical diagnosis	188
Radar sensor network resource allocation for fused target tracking: A brief review	174
Smooth representation learning from multi-view data	173
Image dehazing via enhancement, restoration, and fusion: A survey	173
Multimodal and multicontrast image fusion via deep generative models	172
Transformer-based vision-language alignment for robot navigation and question answering	172
Anchor-based multi-view subspace clustering with hierarchical feature descent	169
A graph neural approach for group recommendation system based on pairwise preferences	169
Multi-modality MRI fusion with patch complementary pre-training for internet of medical things-based smart healthcare	164
Discovering common information in multi-view data	163
A review of emerging research directions in Abstract Visual Reasoning	161
Fed-Inforce-Fusion: A federated reinforcement-based fusion model for security and privacy protection of IoMT networks against cyber-attacks	159
QNMF: A quantum neural network based multimodal fusion system for intelligent diagnosis	158
A public and large-scale expert information fusion method and its application: Mining public opinion via sentiment analysis and measuring public dynamic reliability	153
Multi-modal visual tracking based on textual generation	151
Notions of explainability and evaluation approaches for explainable artificial intelligence	151
An information fusion based approach to context-based fine-tuning of GPT models	151
A graph attention network for real-world multi-image super-resolution	150
Connecting the dots in trustworthy Artificial Intelligence: From AI principles, ethics, and key requirements to responsible AI systems and regulation	150
Scalable data fusion via a scale-based hierarchical framework: Adapting to multi-source and multi-scale scenarios	149
AOBERT: All-modalities-in-One BERT for multimodal sentiment analysis	146
Long sequence time-series forecasting with deep learning: A survey	144
Editorial Board	141
Editorial Board	140
Multimodal manifold learning using kernel interpolation along geodesic paths	138
Relational Fusion-based Stock Selection with Neural Recursive Ordinary Differential Equation Networks	135
Integrating personalized and contextual information in fine-grained emotion recognition in text: A multi-source fusion approach with explainability	135
Multi-source multi-modal domain adaptation	135
Adaptive signal light timing for regional traffic optimization based on graph convolutional network empowered traffic forecasting	133
Conti-Fuse: A novel continuous decomposition-based fusion framework for infrared and visible images	133
Multidimensional fusion of frequency and spatial domain information for enhanced camouflaged object detection	131
Enhancing multi-modal fusion in visual dialog via sample debiasing and feature interaction	123
Advancing robust regression: Addressing asymmetric noise with the BLINEX loss function	121
Multi-GNSS PPP/INS/Vision/LiDAR tightly integrated system for precise navigation in urban environments	118
Collaborative DDoS defense for SDN-based AIoT with autoencoder-enhanced federated learning	116
A survey on semantic processing techniques	114
Deep learning techniques for hand vein biometrics: A comprehensive review	114
Incremental learning for exudate and hemorrhage segmentation on fundus images	113
Spectral-invariant matching network	112
Enhancing the security of blockchain-based software defined networking through trust-based traffic fusion and filtration	111
Terrain detection and segmentation for autonomous vehicle navigation: A state-of-the-art systematic review	105
PARIS: Partial instance and training set selection. A new scalable approach to multi-label classification	104
Enhancing train travel time prediction for China–Europe railway express: A transfer learning-based fusion technique	104
Finite mixture modeling in time series: A survey of Bayesian filters and fusion approaches	102
Information fusion in crime event analysis: A decade survey on data, features and models	101
Bringing vision to climate: A hierarchical model for water depth monitoring in headwater streams	101
Explainable Crowd Decision Making methodology guided by expert natural language opinions based on Sentiment Analysis with Attention-based Deep Learning and Subgroup Discovery	100
Blockchain-based privacy-preserving incentive scheme for internet of electric vehicle	100

Advancing crowd forecasting with graphs across microscopic trajectory to macroscopic dynamics	97
Beyond word embeddings: A survey	96
Transitive full covers of incomplete preference relations	96
A defocus and similarity attention-based cascaded network for multi-focus and misaligned image fusion	95
On the use of information fusion techniques to improve information quality: Taxonomy, opportunities and challenges	94
Multi-view graph imputation network	88
FC-HGNN: A heterogeneous graph neural network based on brain functional connectivity for mental disorder identification	84
Unifying clustering and representation learning for unsupervised text analysis: A Bayesian knowledge-enhanced approach	84
A survey of multimodal information fusion for smart healthcare: Mapping the journey from data to wisdom	83
Data fusion and transfer learning empowered granular trust evaluation for Internet of Things	82
A non-threshold consensus model based on the minimum cost and maximum consensus-increasing for multi-attribute large group decision-making	82
An expertise-based consensus reaching process with probability-hesitant fuzzy preference relations and its application in risk assessment in food industry	82
Unified framework for learning with label distribution	80
Neighbor-aware deep multi-view clustering via graph convolutional network	80
A scalable dynamic ensemble selection using fuzzy hyperboxes	79
An adaptive density clustering approach with multi-granularity fusion	78
Recent advances in image dehazing: Formal analysis to automated approaches	78
Diff-IF: Multi-modality image fusion via diffusion model with fusion knowledge prior	77
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	77
Weighted adaptively ensemble clustering method based on fuzzy Co-association matrix	77
Fusion-based graph neural networks for synergistic underwater image enhancement	76
Multivariate solar power time series forecasting using multilevel data fusion and deep neural networks	76
Variational Quantum Linear Solver-based Combination Rules in Dempster–Shafer Theory	75
Counterfactuals and causability in explainable artificial intelligence: Theory, algorithms, and applications	75
A semantic-driven coupled network for infrared and visible image fusion	74
Distributed minimum error entropy Kalman filter	74
TVT-Transformer: A Tactile-visual-textual fusion network for object recognition	74
MST-GAT: A multi-perspective spatial-temporal graph attention network for multi-sensor equipment remaining useful life prediction	74
Adaptive online continual multi-view learning	74
A survey on multi-label feature selection from perspectives of label fusion	74
Fusing heterogeneous tri-dimensional information for reconstructing submerged structures in harsh sub-sea environments	74
Imputation of missing values in multi-view data	74
When causality meets missing data: Fusing key information to bridge causal discovery and imputation in time series via bidirectional meta-learning	73
Efficient Multispectral Object Detection with attentive feature aggregation leveraging zero-shot implicit illumination guidance	73
Robust tensor ring-based graph completion for incomplete multi-view clustering	72
Ensemble diverse hypotheses and knowledge distillation for unsupervised cross-subject adaptation	72
SIMFusion: A semantic information-guided modality-specific fusion network for MR Images	72
Editorial: Advances in multi-source information fusion for epidemic diseases	72
Structure-aware multi-view image inpainting using dual consistency attention	71
ODEFTC: Optimal Distributed Estimation based on Fixed-Time Consensus	70
Editorial Board	70
Multi-agent reinforcement learning framework based on information fusion biometric ticketing data in different public transport modes	68
Distributed fusion filtering for multi-rate nonlinear systems with binary measurements under encryption and decryption scheme	68
A survey on uncertainty reasoning and quantification in belief theory and its application to deep learning	68
Spatio-temporal visual learning for home-based monitoring	68
Cross-modal text and visual generation: A systematic review. Part 1: Image to text	67
Multimodal research in vision and language: A review of current and emerging trends	67
Sparse robust subspace learning via boolean weight	66
Finding hate speech with auxiliary emotion detection from self-training multi-label learning perspective	66
Multi-source unsupervised domain adaptation for object detection	66
A distributed state and fault estimation scheme for state-saturated systems with quantized measurements over sensor networks	66
A deep multimodal network for multi-task trajectory prediction	66
An adaptive consensus model for multi-criteria sorting under linguistic distribution group decision making considering decision-makers’ attitudes	66
Multitask learning for multilingual intent detection and slot filling in dialogue systems	65
Hybrid multi-model ensemble learning for reconstructing gridded runoff of Europe for 500 years	64
Coupled adversarial learning for fusion classification of hyperspectral and LiDAR data	63
Transformers and large language models for efficient intrusion detection systems: A comprehensive survey	63
Artificial intelligence for cybersecurity: Literature review and future research directions	62
Automatic speech recognition using advanced deep learning approaches: A survey	62
Hyper-relational interaction modeling in multi-modal trajectory prediction for intelligent connected vehicles in smart cites	62
Optimal resources allocation to support the consensus reaching in group decision making	61
ADF-OCT: An advanced Assistive Diagnosis Framework for study-level macular optical coherence tomography	61
Modality translation-based multimodal sentiment analysis under uncertain missing modalities	61
Large-scale group hierarchical DEMATEL method with automatic consensus reaching	61
Self-supervised learning-based multi-source spectral fusion for fruit quality evaluation: A case study in mango fruit ripeness prediction	61
Paving the way with machine learning for seamless indoor–outdoor positioning: A survey	61
Zero-shot sim-to-real transfer using Siamese-Q-Based reinforcement learning	60
Scheduler-based state estimation over multiple channels networks	60
Integrating imprecise data in generative models using interval-valued Variational Autoencoders	60
Matrix decomposition approaches for mutual information approximation with applications to covariance intersection techniques	60
Distributed event-triggered fusion estimation for networked asynchronous multi-rate systems	59
MammoVLM: A generative large vision–language model for mammography-related diagnostic assistance	59
Enhanced Minimum-Cost Consensus: Focusing on Overadjustment and Flexible Consensus Cost	59
Multi-task multi-objective evolutionary network for hyperspectral image classification and pansharpening	58
SPICE-IT: Smart COVID-19 pandemic controlled eradication over NDN-IoT	58
A multi-resolution fusion approach for human activity recognition from video data in tiny edge devices	58
A distributed evolutionary fuzzy system-based method for the fusion of descriptive emerging patterns in data streams	58
Information fusion for edge intelligence: A survey	58
Ask and Ye shall be Answered: Bayesian tag-based collaborative recommendation of trustworthy experts over time in community question answering	57
Resolving multimodal ambiguity via knowledge-injection and ambiguity learning for multimodal sentiment analysis	57

Knowledge representation and reasoning using interconnected uncertain rules for describing workflows in complex systems	57
EPMDroid: Efficient and privacy-preserving malware detection based on SGX through data fusion	57
Decoupled variational retinex for reconstruction and fusion of underwater shallow depth-of-field image with parallax and moving objects	57
Deep reinforcement learning in agent-based simulations for optimal media planning	57
A quaternion-based sensor fusion approach using orthogonal observations from 9D inertial and magnetic information	57
Multimodal feature-wise co-attention method for visual question answering	56
Quantum entanglement and self-attention neural networks: An investigation into passengers and stops characteristics for optimal bus stop localization	56
Information loss challenges in surgical navigation systems: From information fusion to AI-based approaches	55
Personalized trust incentive mechanisms with personality characteristics for minimum cost consensus in group decision making	55
Mobile edge-enabled trust evaluation for the Internet of Things	55
Democratic consensus reaching process for multi-person multi-criteria large scale decision making considering participants’ individual attributes and concerns	55
Intentional bounded rationality methodology to assess the quality of decision-making approaches with latent alternative performances	55
From degrade to upgrade: Learning a self-supervised degradation guided adaptive network for blind remote sensing image super-resolution	55
Multimodal sensor fusion models for real-time exercise repetition counting with IMU sensors and respiration data	55
Multi-modal detection of fetal movements using a wearable monitor	55
SGDFormer: One-stage transformer-based architecture for cross-spectral stereo image guided denoising	55
Human activity recognition using binary sensors: A systematic review	55
Multi-view clustering via high-order bipartite graph fusion	54
Machine learning meets advanced robotic manipulation	54
FL-CTIF: A federated learning based CTI framework based on information fusion for secure IIoT	54
Sensor fusion algorithms for orientation tracking via magnetic and inertial measurement units: An experimental comparison survey	54
Dual-level Deep Evidential Fusion: Integrating multimodal information for enhanced reliable decision-making in deep learning	53
Privacy protection in intelligent vehicle networking: A novel federated learning algorithm based on information fusion	53
Minimum information-loss transformations to support heterogeneous group decision making in a distributed linguistic context	53
Multivariate multiscale dispersion Lempel–Ziv complexity for fault diagnosis of machinery with multiple channels	53
LatentHSI: Restore hyperspectral images in a latent space	52
TC-GCN: Triple cross-attention and graph convolutional network for traffic forecasting	52
Detecting Android malware: A multimodal fusion method with fine-grained feature	52
BEV-TinySpotter: A novel BEV perception method considering multi-dimensional feature fusion of small target	52
Aggregating Ordinal Values Using A Measure Based Median	52
Hybrid multivariate time series prediction system fusing transfer entropy and local relative density	51
SenCounter: Towards category-agnostic action counting in open sensor sequences	51
A novel Out-of-Distribution detection approach for Spiking Neural Networks: Design, fusion, performance evaluation and explainability	51
Hierarchical global to local calibration for query-focused few-shot node classification	51
Explainable artificial intelligence and advanced feature selection methods for predicting gas concentration in longwall mining	51
Dwarfism computer-aided diagnosis algorithm based on multimodal pyradiomics	50
Scalable unpaired multi-view clustering with Bipartite Graph Matching	50
MGSFformer: A Multi-Granularity Spatiotemporal Fusion Transformer for air quality prediction	50
Mining and reasoning of data uncertainty-induced imprecision in deep image classification	50
Boosting urban prediction tasks with domain-sharing knowledge via meta-learning	50
An intelligent fault diagnosis for machine maintenance using weighted soft-voting rule based multi-attention module with multi-scale information fusion	49
Fusing anomaly detection with false positive mitigation methodology for predictive maintenance under multivariate time series	49
NAPS Fusion: A framework to overcome experimental data limitations to predict human performance and cognitive task outcomes	49
DeepOption: A novel option pricing framework based on deep learning with fused distilled data from multiple parametric methods	49
Dynamic collaborative learning with heterogeneous knowledge transfer for long-tailed visual recognition	49
SAIRUS: Spatially-aware identification of risky users in social networks	49
A survey on occupancy perception for autonomous driving: The information fusion perspective	49
LG-Diff: Learning to follow local class-regional guidance for nearshore image cross-modality high-quality translation	48
Human centric attention with deep multiscale feature fusion framework for activity recognition in Internet of Medical Things	48
STGAFormer: Spatial–temporal Gated Attention Transformer based Graph Neural Network for traffic flow forecasting	48
Distilling implicit multimodal knowledge into large language models for zero-resource dialogue generation	48
A survey on graph embedding techniques for biomedical data: Methods and applications	48
Private bipartite consensus control for multi-agent systems: A hierarchical differential privacy scheme	47
A hypergraph-based hybrid graph convolutional network for intracity human activity intensity prediction and geographic relationship interpretation	47
IFNet: Data-driven multisensor estimate fusion with unknown correlation in sensor measurement noises	47
An effective multi-source data fusion approach based on α-divergen	47
Diagnosis of brain diseases in fusion of neuroimaging modalities using deep learning: A review	47
Finger pinching and imagination classification: A fusion of CNN architectures for IoMT-enabled BCI applications	47
LFDT-Fusion: A latent feature-guided diffusion Transformer model for general image fusion	47
Editorial Board	46
FD-TGCN: Fast and dynamic temporal graph convolution network for traffic flow prediction	46
Editorial Board	46
An interactively reinforced paradigm for joint infrared-visible image fusion and saliency object detection	46
Deep learning in food category recognition	46
Intervention and regulatory mechanism of multimodal fusion natural interactions on AR embodied cognition	46
Hand-based multimodal biometric fusion: A review	45
Deep learning-based low overlap point cloud registration for complex scenario: The review	45
LTFormer: A light-weight transformer-based self-supervised matching network for heterogeneous remote sensing images	45
Decoupled cross-attribute correlation network for multimodal sentiment analysis	45
Enhanced detection of early Parkinson’ s disease through multi-sensor fusion on smartphone-based IoMT platforms	45
The Krypteia ensemble: Designing classifier ensembles using an ancient Spartan military tradition	44
CIECD: A novel context inconsistency elimination algorithm based on comprehensive conflict measure and dual-path structure	44
Enhancing EEG signal analysis with geometry invariants for multichannel fusion	44
Semi-supervised classification with pairwise constraints: A case study on animal identification from video	44
A Multitask learning model for multimodal sarcasm, sentiment and emotion recognition in conversations	43
A lightweight network for abdominal multi-organ segmentation based on multi-scale context fusion and dual self-attention	43
Multi-sensor temporal-spatial graph network fusion empirical mode decomposition convolution for machine fault diagnosis	43
Correlation filter based single object tracking: A review	43
CaSE: Explaining Text Classifications by Fusion of Local Surrogate Explanation Models with Contextual and Semantic Knowledge	42
ESVFL: Efficient and secure verifiable federated learning with privacy-preserving	42
Emotion detection for misinformation: A review	42
DFMKE: A dual fusion multi-modal knowledge graph embedding framework for entity alignment	42
Emotion recognition based on convolutional neural networks and heterogeneous bio-signal data sources	42
MRFTrans: Multimodal Representation Fusion Transformer for monocular 3D semantic scene completion	41
A distributed particle-PHD filter using arithmetic-average fusion of Gaussian mixture parameters	41
Spatio-temporal fusion graph convolutional network for traffic flow forecasting	41
Multi-level multi-type self-generated knowledge fusion for cardiac ultrasound segmentation	41
Survey of Landmark-based Indoor Positioning Technologies	41
Multimodal Attentive Fusion Network for audio-visual event recognition	41
Cross-directional consistency network with adaptive layer normalization for multi-spectral vehicle re-identification and a high-quality benchmark	41
Multi-source aggregated classification for stock price movement prediction	41
Non-informative noise-enhanced stochastic neural networks for improving adversarial robustness	40
Decoupling semantic and localization for semantic segmentation via magnitude-aware and phase-sensitive learning	40
A sensor fusion approach to MARG module orientation estimation for a real-time hand tracking application	40
Efficient lower layers parameter decoupling personalized federated learning method of facial expression recognition for home care robots	40