Information Fusion

Article	Citations
Individual entity induced label concept set for classification: An information fusion viewpoint	1520
Editorial Board	903
Editorial Board	657
A review of emerging research directions in Abstract Visual Reasoning	608
A tensor-network-based big data fusion framework for Cyber–Physical–Social Systems (CPSS)	566
Mid-Net: Rethinking efficient network architectures for small-sample vascular segmentation	502
Flare-aware cross-modal enhancement network for multi-spectral vehicle Re-identification	476
MultiBEATS: Blocks of eigenvalues algorithm for multivariate time series dimensionality reduction	472
Fault stands out in contrast: Zero-shot diagnosis method based on dual-level contrastive fusion network for control moment gyroscopes predictive maintenance	457
A multi-view-based noise correction algorithm for crowdsourcing learning	368
A framework for generalized monotonicity of fusion functions	347
Multi-modal visual tracking based on textual generation	343
Deep-TCP: Multi-source data fusion for deep learning-powered tropical cyclone intensity prediction to enhance urban sustainability	337
Adversarial robust image processing in medical digital twin	334
When multi-view meets multi-level: A novel spatio-temporal transformer for traffic prediction	334
Graph refinement and consistency self-supervision for tensorized incomplete multi-view clustering	301
Multi-modality MRI fusion with patch complementary pre-training for internet of medical things-based smart healthcare	253
InferTrans: Hierarchical structural fusion transformer for crowded human pose estimation	250
Scalable data fusion via a scale-based hierarchical framework: Adapting to multi-source and multi-scale scenarios	246
Opinion Evolution Model for Online Reviews from the Perspective of Value Co-creation	237
XEdgeAI: A human-centered industrial inspection framework with data-centric Explainable Edge AI approach	236
Semi-supervised clustering with two types of background knowledge: Fusing pairwise constraints and monotonicity constraints	235
Large-scale aerial scene perception based on self-supervised multi-view stereo via cycled generative adversarial network	217
Rethinking multi-exposure image fusion with extreme and diverse exposure levels: A robust framework based on Fourier transform and contrastive learning	202
Smooth representation learning from multi-view data	197

Non-readily identifiable data collaboration analysis for multiple datasets including personal information	192
Discovering common information in multi-view data	186
Multimodal and multicontrast image fusion via deep generative models	183
Evidential dissonance measure in robust multi-view classification to resist adversarial attack	182
Radar sensor network resource allocation for fused target tracking: A brief review	169
Data fabric and digital twins: An integrated approach for data fusion design and evaluation of pervasive systems	169
Fed-Inforce-Fusion: A federated reinforcement-based fusion model for security and privacy protection of IoMT networks against cyber-attacks	165
A preference-approval structure-based non-additive three-way group consensus decision-making approach for medical diagnosis	163
Anchor-based multi-view subspace clustering with hierarchical feature descent	162
Notions of explainability and evaluation approaches for explainable artificial intelligence	159
Review of pixel-level remote sensing image fusion based on deep learning	157
AOBERT: All-modalities-in-One BERT for multimodal sentiment analysis	157
A public and large-scale expert information fusion method and its application: Mining public opinion via sentiment analysis and measuring public dynamic reliability	157
IoT-FAR: A multi-sensor fusion approach for IoT-based firefighting activity recognition	156
Image dehazing via enhancement, restoration, and fusion: A survey	154
QNMF: A quantum neural network based multimodal fusion system for intelligent diagnosis	149
Long sequence time-series forecasting with deep learning: A survey	148
FedCPD: Addressing label distribution skew in federated learning with class proxy decoupling and proxy regularization	148
A graph neural approach for group recommendation system based on pairwise preferences	145
Transformer-based vision-language alignment for robot navigation and question answering	143
Bringing vision to climate: A hierarchical model for water depth monitoring in headwater streams	141
An information fusion based approach to context-based fine-tuning of GPT models	141
Editorial Board	141
Connecting the dots in trustworthy Artificial Intelligence: From AI principles, ethics, and key requirements to responsible AI systems and regulation	141
Incremental learning for exudate and hemorrhage segmentation on fundus images	139
Editorial Board	139
Blockchain-based privacy-preserving incentive scheme for internet of electric vehicle	138
An expertise-based consensus reaching process with probability-hesitant fuzzy preference relations and its application in risk assessment in food industry	134
Multimodal manifold learning using kernel interpolation along geodesic paths	134
Unified framework for learning with label distribution	132
Transitive full covers of incomplete preference relations	130
Spectral-invariant matching network	130
Advancing crowd forecasting with graphs across microscopic trajectory to macroscopic dynamics	127
Relational Fusion-based Stock Selection with Neural Recursive Ordinary Differential Equation Networks	127
Multi-source multi-modal domain adaptation	126
Fusion-based graph neural networks for synergistic underwater image enhancement	125
Multi-view graph imputation network	114
Recent advances in image dehazing: Formal analysis to automated approaches	113
Finite mixture modeling in time series: A survey of Bayesian filters and fusion approaches	113
Explainable Crowd Decision Making methodology guided by expert natural language opinions based on Sentiment Analysis with Attention-based Deep Learning and Subgroup Discovery	111
Conti-Fuse: A novel continuous decomposition-based fusion framework for infrared and visible images	110
A scalable dynamic ensemble selection using fuzzy hyperboxes	109
Adaptive signal light timing for regional traffic optimization based on graph convolutional network empowered traffic forecasting	108
Advancing robust regression: Addressing asymmetric noise with the BLINEX loss function	107
Enhancing the security of blockchain-based software defined networking through trust-based traffic fusion and filtration	105
PARIS: Partial instance and training set selection. A new scalable approach to multi-label classification	101
Variational Quantum Linear Solver-based Combination Rules in Dempster–Shafer Theory	101
Unifying clustering and representation learning for unsupervised text analysis: A Bayesian knowledge-enhanced approach	100
Information fusion in crime event analysis: A decade survey on data, features and models	99
Collaborative DDoS defense for SDN-based AIoT with autoencoder-enhanced federated learning	99

Deep learning techniques for hand vein biometrics: A comprehensive review	96
Data fusion and transfer learning empowered granular trust evaluation for Internet of Things	94
Enhancing train travel time prediction for China–Europe railway express: A transfer learning-based fusion technique	92
A semantic-driven coupled network for infrared and visible image fusion	92
Multidimensional fusion of frequency and spatial domain information for enhanced camouflaged object detection	92
Terrain detection and segmentation for autonomous vehicle navigation: A state-of-the-art systematic review	89
Multivariate solar power time series forecasting using multilevel data fusion and deep neural networks	88
Counterfactuals and causability in explainable artificial intelligence: Theory, algorithms, and applications	85
MST-GAT: A multi-perspective spatial-temporal graph attention network for multi-sensor equipment remaining useful life prediction	85
Beyond word embeddings: A survey	83
Fusing heterogeneous tri-dimensional information for reconstructing submerged structures in harsh sub-sea environments	81
A survey of multimodal information fusion for smart healthcare: Mapping the journey from data to wisdom	80
Neighbor-aware deep multi-view clustering via graph convolutional network	79
FC-HGNN: A heterogeneous graph neural network based on brain functional connectivity for mental disorder identification	79
Distributed minimum error entropy Kalman filter	76
On the use of information fusion techniques to improve information quality: Taxonomy, opportunities and challenges	76
Weighted adaptively ensemble clustering method based on fuzzy Co-association matrix	75
Multi-GNSS PPP/INS/Vision/LiDAR tightly integrated system for precise navigation in urban environments	75
A survey on multi-label feature selection from perspectives of label fusion	75
Enhancing multi-modal fusion in visual dialog via sample debiasing and feature interaction	75
A defocus and similarity attention-based cascaded network for multi-focus and misaligned image fusion	74
A survey on semantic processing techniques	74
A non-threshold consensus model based on the minimum cost and maximum consensus-increasing for multi-attribute large group decision-making	74
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	74
Diff-IF: Multi-modality image fusion via diffusion model with fusion knowledge prior	74
An adaptive density clustering approach with multi-granularity fusion	72
Cross-modal text and visual generation: A systematic review. Part 1: Image to text	71
Imputation of missing values in multi-view data	71
Adaptive online continual multi-view learning	71
Robust tensor ring-based graph completion for incomplete multi-view clustering	71
Multimodal research in vision and language: A review of current and emerging trends	70
An adaptive consensus model for multi-criteria sorting under linguistic distribution group decision making considering decision-makers’ attitudes	70
Finding hate speech with auxiliary emotion detection from self-training multi-label learning perspective	70
Editorial: Advances in multi-source information fusion for epidemic diseases	69
Automatic speech recognition using advanced deep learning approaches: A survey	69
When causality meets missing data: Fusing key information to bridge causal discovery and imputation in time series via bidirectional meta-learning	69
Editorial Board	68
ODEFTC: Optimal Distributed Estimation based on Fixed-Time Consensus	68
Structure-aware multi-view image inpainting using dual consistency attention	68
Spatio-temporal visual learning for home-based monitoring	68
Hybrid multi-model ensemble learning for reconstructing gridded runoff of Europe for 500 years	67
Sparse robust subspace learning via boolean weight	66
Multi-agent reinforcement learning framework based on information fusion biometric ticketing data in different public transport modes	65
A survey on uncertainty reasoning and quantification in belief theory and its application to deep learning	65
Paving the way with machine learning for seamless indoor–outdoor positioning: A survey	65
SIMFusion: A semantic information-guided modality-specific fusion network for MR Images	65
Distributed fusion filtering for multi-rate nonlinear systems with binary measurements under encryption and decryption scheme	65
Coupled adversarial learning for fusion classification of hyperspectral and LiDAR data	65
Large-scale group hierarchical DEMATEL method with automatic consensus reaching	65
Multi-source unsupervised domain adaptation for object detection	64
Multitask learning for multilingual intent detection and slot filling in dialogue systems	64
A deep multimodal network for multi-task trajectory prediction	62
Ensemble diverse hypotheses and knowledge distillation for unsupervised cross-subject adaptation	61
Optimal resources allocation to support the consensus reaching in group decision making	61
A distributed state and fault estimation scheme for state-saturated systems with quantized measurements over sensor networks	61
Self-supervised learning-based multi-source spectral fusion for fruit quality evaluation: A case study in mango fruit ripeness prediction	61
Modality translation-based multimodal sentiment analysis under uncertain missing modalities	61
Hyper-relational interaction modeling in multi-modal trajectory prediction for intelligent connected vehicles in smart cites	61
Resolving multimodal ambiguity via knowledge-injection and ambiguity learning for multimodal sentiment analysis	60
Artificial intelligence for cybersecurity: Literature review and future research directions	60
Human activity recognition using binary sensors: A systematic review	60
Quantum entanglement and self-attention neural networks: An investigation into passengers and stops characteristics for optimal bus stop localization	59
Knowledge representation and reasoning using interconnected uncertain rules for describing workflows in complex systems	59
Deep reinforcement learning in agent-based simulations for optimal media planning	59
EPMDroid: Efficient and privacy-preserving malware detection based on SGX through data fusion	59
Minimum information-loss transformations to support heterogeneous group decision making in a distributed linguistic context	58
Matrix decomposition approaches for mutual information approximation with applications to covariance intersection techniques	58
ADF-OCT: An advanced Assistive Diagnosis Framework for study-level macular optical coherence tomography	58
Scheduler-based state estimation over multiple channels networks	58
Ask and Ye shall be Answered: Bayesian tag-based collaborative recommendation of trustworthy experts over time in community question answering	58
Zero-shot sim-to-real transfer using Siamese-Q-Based reinforcement learning	57
Integrating imprecise data in generative models using interval-valued Variational Autoencoders	57
Enhanced Minimum-Cost Consensus: Focusing on Overadjustment and Flexible Consensus Cost	57
A distributed evolutionary fuzzy system-based method for the fusion of descriptive emerging patterns in data streams	57
Multi-task multi-objective evolutionary network for hyperspectral image classification and pansharpening	57
Sensor fusion algorithms for orientation tracking via magnetic and inertial measurement units: An experimental comparison survey	57
SPICE-IT: Smart COVID-19 pandemic controlled eradication over NDN-IoT	57
A quaternion-based sensor fusion approach using orthogonal observations from 9D inertial and magnetic information	56
Multi-modal detection of fetal movements using a wearable monitor	56
Information fusion for edge intelligence: A survey	55

TC-GCN: Triple cross-attention and graph convolutional network for traffic forecasting	55
Multimodal sensor fusion models for real-time exercise repetition counting with IMU sensors and respiration data	55
Mobile edge-enabled trust evaluation for the Internet of Things	55
Managing noncooperative behaviors in large-scale group decision-making with linguistic preference orderings: The application in Internet Venture Capital	55
Decoupled variational retinex for reconstruction and fusion of underwater shallow depth-of-field image with parallax and moving objects	55
From degrade to upgrade: Learning a self-supervised degradation guided adaptive network for blind remote sensing image super-resolution	54
Multi-view clustering via high-order bipartite graph fusion	54
A multi-resolution fusion approach for human activity recognition from video data in tiny edge devices	54
Machine learning meets advanced robotic manipulation	54
Intentional bounded rationality methodology to assess the quality of decision-making approaches with latent alternative performances	54
Consistency and consensus improvement models driven by a personalized normalization method with probabilistic linguistic preference relations	53
Multivariate multiscale dispersion Lempel–Ziv complexity for fault diagnosis of machinery with multiple channels	53
Information loss challenges in surgical navigation systems: From information fusion to AI-based approaches	53
FL-CTIF: A federated learning based CTI framework based on information fusion for secure IIoT	52
Dual-level Deep Evidential Fusion: Integrating multimodal information for enhanced reliable decision-making in deep learning	52
SGDFormer: One-stage transformer-based architecture for cross-spectral stereo image guided denoising	52
Privacy protection in intelligent vehicle networking: A novel federated learning algorithm based on information fusion	52
SAIRUS: Spatially-aware identification of risky users in social networks	51
Distributed event-triggered fusion estimation for networked asynchronous multi-rate systems	51
Democratic consensus reaching process for multi-person multi-criteria large scale decision making considering participants’ individual attributes and concerns	51
Aggregating Ordinal Values Using A Measure Based Median	51
Multimodal feature-wise co-attention method for visual question answering	51
LatentHSI: Restore hyperspectral images in a latent space	50
A survey on occupancy perception for autonomous driving: The information fusion perspective	50
Hybrid multivariate time series prediction system fusing transfer entropy and local relative density	50
IFNet: Data-driven multisensor estimate fusion with unknown correlation in sensor measurement noises	50
Detecting Android malware: A multimodal fusion method with fine-grained feature	50
BEV-TinySpotter: A novel BEV perception method considering multi-dimensional feature fusion of small target	50
An intelligent fault diagnosis for machine maintenance using weighted soft-voting rule based multi-attention module with multi-scale information fusion	49
Dwarfism computer-aided diagnosis algorithm based on multimodal pyradiomics	49
NAPS Fusion: A framework to overcome experimental data limitations to predict human performance and cognitive task outcomes	49
LG-Diff: Learning to follow local class-regional guidance for nearshore image cross-modality high-quality translation	49
An effective multi-source data fusion approach based on α-divergen	49
Scalable unpaired multi-view clustering with Bipartite Graph Matching	49
A novel Out-of-Distribution detection approach for Spiking Neural Networks: Design, fusion, performance evaluation and explainability	49
Dynamic collaborative learning with heterogeneous knowledge transfer for long-tailed visual recognition	49
Private bipartite consensus control for multi-agent systems: A hierarchical differential privacy scheme	49
Deep learning in food category recognition	48
MGSFformer: A Multi-Granularity Spatiotemporal Fusion Transformer for air quality prediction	48
Fusing anomaly detection with false positive mitigation methodology for predictive maintenance under multivariate time series	48
Diagnosis of brain diseases in fusion of neuroimaging modalities using deep learning: A review	48
DeepOption: A novel option pricing framework based on deep learning with fused distilled data from multiple parametric methods	48
Boosting urban prediction tasks with domain-sharing knowledge via meta-learning	47
Intensity difference prior with spatial-channel weighted fusion for underwater image restoration	47
A hypergraph-based hybrid graph convolutional network for intracity human activity intensity prediction and geographic relationship interpretation	47
A survey on graph embedding techniques for biomedical data: Methods and applications	47
LFDT-Fusion: A latent feature-guided diffusion Transformer model for general image fusion	47
STGAFormer: Spatial–temporal Gated Attention Transformer based Graph Neural Network for traffic flow forecasting	47
FD-TGCN: Fast and dynamic temporal graph convolution network for traffic flow prediction	47
Intervention and regulatory mechanism of multimodal fusion natural interactions on AR embodied cognition	46
Finger pinching and imagination classification: A fusion of CNN architectures for IoMT-enabled BCI applications	46
Human centric attention with deep multiscale feature fusion framework for activity recognition in Internet of Medical Things	46
An interactively reinforced paradigm for joint infrared-visible image fusion and saliency object detection	46
The Krypteia ensemble: Designing classifier ensembles using an ancient Spartan military tradition	46
Mining and reasoning of data uncertainty-induced imprecision in deep image classification	46
CaSE: Explaining Text Classifications by Fusion of Local Surrogate Explanation Models with Contextual and Semantic Knowledge	45
Semi-supervised classification with pairwise constraints: A case study on animal identification from video	45
Multimodal Attentive Fusion Network for audio-visual event recognition	45
Editorial Board	45
Hand-based multimodal biometric fusion: A review	45
A distributed particle-PHD filter using arithmetic-average fusion of Gaussian mixture parameters	45
Editorial Board	45
A lightweight network for abdominal multi-organ segmentation based on multi-scale context fusion and dual self-attention	45
DFMKE: A dual fusion multi-modal knowledge graph embedding framework for entity alignment	45
Enhancing EEG signal analysis with geometry invariants for multichannel fusion	44
ESVFL: Efficient and secure verifiable federated learning with privacy-preserving	44
A Multitask learning model for multimodal sarcasm, sentiment and emotion recognition in conversations	44
Multi-level multi-type self-generated knowledge fusion for cardiac ultrasound segmentation	43
Survey of Landmark-based Indoor Positioning Technologies	43
Emotion detection for misinformation: A review	43
Decoupled cross-attribute correlation network for multimodal sentiment analysis	43
RuleCOSI+: Rule extraction for interpreting classification tree ensembles	43
Emotion recognition based on convolutional neural networks and heterogeneous bio-signal data sources	42
Multi-sensor temporal-spatial graph network fusion empirical mode decomposition convolution for machine fault diagnosis	42
Image super-resolution: A comprehensive review, recent trends, challenges and applications	41
Enhanced detection of early Parkinson’ s disease through multi-sensor fusion on smartphone-based IoMT platforms	41
Multi-source aggregated classification for stock price movement prediction	41
Multi-modality approaches for medical support systems: A systematic review of the last decade	41
Cross-directional consistency network with adaptive layer normalization for multi-spectral vehicle re-identification and a high-quality benchmark	41
Deep learning-based low overlap point cloud registration for complex scenario: The review	41
LTFormer: A light-weight transformer-based self-supervised matching network for heterogeneous remote sensing images	40
MRFTrans: Multimodal Representation Fusion Transformer for monocular 3D semantic scene completion	40
Spatio-temporal fusion graph convolutional network for traffic flow forecasting	40
Correlation filter based single object tracking: A review	40
Non-informative noise-enhanced stochastic neural networks for improving adversarial robustness	39
A sensor fusion approach to MARG module orientation estimation for a real-time hand tracking application	39
Decoupling semantic and localization for semantic segmentation via magnitude-aware and phase-sensitive learning	39
Efficient lower layers parameter decoupling personalized federated learning method of facial expression recognition for home care robots	39
Multiple kernel clustering with local kernel reconstruction and global heat diffusion	39
Probabilistic observation model correction using non-Gaussian belief fusion	39
A novel multi-criteria conflict evidence combination method and its application to pattern recognition	39
DSEM-NeRF: Multimodal feature fusion and global–local attention for enhanced 3D scene reconstruction	39
QAPP: A quality-aware and privacy-preserving medical image release scheme	39
Bilingual word embedding fusion for robust unsupervised bilingual lexicon induction	39
FAST-CA: Fusion-based Adaptive Spatial–Temporal Learning with Coupled Attention for airport network delay propagation prediction	39