Information Fusion

Article	Citations
Editorial Board	1645
Editorial Board	1056
Multi-modal visual tracking based on textual generation	763
From attributes to natural language: A survey and foresight on text-based person re-identification	746
A framework for generalized monotonicity of fusion functions	667
Deep-TCP: Multi-source data fusion for deep learning-powered tropical cyclone intensity prediction to enhance urban sustainability	579
When multi-view meets multi-level: A novel spatio-temporal transformer for traffic prediction	559
Data fabric and digital twins: An integrated approach for data fusion design and evaluation of pervasive systems	529
A tensor-network-based big data fusion framework for Cyber–Physical–Social Systems (CPSS)	515
Adversarial robust image processing in medical digital twin	413
FedCPD: Addressing label distribution skew in federated learning with class proxy decoupling and proxy regularization	413
Multi-modality MRI fusion with patch complementary pre-training for internet of medical things-based smart healthcare	412
Discovering common information in multi-view data	399
Rethinking multi-exposure image fusion with extreme and diverse exposure levels: A robust framework based on Fourier transform and contrastive learning	382
Evidential dissonance measure in robust multi-view classification to resist adversarial attack	367
A review of emerging research directions in Abstract Visual Reasoning	355
MAGIC: An LLM-Based Multi-Agent Activated Graph-Reasoning Intelligent Collaboration Model for Liver Disease Diagnosis	335
Large-scale aerial scene perception based on self-supervised multi-view stereo via cycled generative adversarial network	284
MultiBEATS: Blocks of eigenvalues algorithm for multivariate time series dimensionality reduction	273
Fault stands out in contrast: Zero-shot diagnosis method based on dual-level contrastive fusion network for control moment gyroscopes predictive maintenance	265
Mid-Net: Rethinking efficient network architectures for small-sample vascular segmentation	257
Individual entity induced label concept set for classification: An information fusion viewpoint	257
Semi-supervised clustering with two types of background knowledge: Fusing pairwise constraints and monotonicity constraints	247
XEdgeAI: A human-centered industrial inspection framework with data-centric Explainable Edge AI approach	217
Smooth representation learning from multi-view data	207

A graph neural approach for group recommendation system based on pairwise preferences	206
Anchor-based multi-view subspace clustering with hierarchical feature descent	199
IoT-FAR: A multi-sensor fusion approach for IoT-based firefighting activity recognition	192
Scalable data fusion via a scale-based hierarchical framework: Adapting to multi-source and multi-scale scenarios	191
Multimodal and multicontrast image fusion via deep generative models	191
An information fusion based approach to context-based fine-tuning of GPT models	187
Radar sensor network resource allocation for fused target tracking: A brief review	185
A public and large-scale expert information fusion method and its application: Mining public opinion via sentiment analysis and measuring public dynamic reliability	184
Opinion Evolution Model for Online Reviews from the Perspective of Value Co-creation	180
Review of pixel-level remote sensing image fusion based on deep learning	179
Flare-aware cross-modal enhancement network for multi-spectral vehicle Re-identification	178
Image dehazing via enhancement, restoration, and fusion: A survey	177
InferTrans: Hierarchical structural fusion transformer for crowded human pose estimation	177
Fed-Inforce-Fusion: A federated reinforcement-based fusion model for security and privacy protection of IoMT networks against cyber-attacks	173
Connecting the dots in trustworthy Artificial Intelligence: From AI principles, ethics, and key requirements to responsible AI systems and regulation	172
Transformer-based vision-language alignment for robot navigation and question answering	170
Long sequence time-series forecasting with deep learning: A survey	169
Non-readily identifiable data collaboration analysis for multiple datasets including personal information	169
A preference-approval structure-based non-additive three-way group consensus decision-making approach for medical diagnosis	167
DDAFormer: A hybrid architecture with dynamic large kernel convolution and distance-aware transformer for Brain Tumor Segmentation	164
A multi-view-based noise correction algorithm for crowdsourcing learning	162
AOBERT: All-modalities-in-One BERT for multimodal sentiment analysis	162
QNMF: A quantum neural network based multimodal fusion system for intelligent diagnosis	157
Notions of explainability and evaluation approaches for explainable artificial intelligence	156
Graph refinement and consistency self-supervision for tensorized incomplete multi-view clustering	155
Editorial Board	151
Editorial Board	149
Advancing robust regression: Addressing asymmetric noise with the BLINEX loss function	142
Deep learning techniques for hand vein biometrics: A comprehensive review	140
A scalable dynamic ensemble selection using fuzzy hyperboxes	139
Unified framework for learning with label distribution	138
Fusion-based graph neural networks for synergistic underwater image enhancement	138
Relational Fusion-based Stock Selection with Neural Recursive Ordinary Differential Equation Networks	136
SSEFusion: Salient semantic enhancement for multimodal medical image fusion with Mamba and dynamic spiking neural networks	136
An expertise-based consensus reaching process with probability-hesitant fuzzy preference relations and its application in risk assessment in food industry	131
Adaptive signal light timing for regional traffic optimization based on graph convolutional network empowered traffic forecasting	128
Enhancing multi-modal fusion in visual dialog via sample debiasing and feature interaction	127
Integrating personalized and contextual information in fine-grained emotion recognition in text: A multi-source fusion approach with explainability	123
Multidimensional fusion of frequency and spatial domain information for enhanced camouflaged object detection	121
On the use of information fusion techniques to improve information quality: Taxonomy, opportunities and challenges	121
Spectral-invariant matching network	120
Enhancing train travel time prediction for China–Europe railway express: A transfer learning-based fusion technique	117
PARIS: Partial instance and training set selection. A new scalable approach to multi-label classification	114
Stimulating conversation-style emergencies of multi-modal LMs	114
Bringing vision to climate: A hierarchical model for water depth monitoring in headwater streams	111
Unifying clustering and representation learning for unsupervised text analysis: A Bayesian knowledge-enhanced approach	109
Information fusion in crime event analysis: A decade survey on data, features and models	109
Incremental learning for exudate and hemorrhage segmentation on fundus images	104
A non-threshold consensus model based on the minimum cost and maximum consensus-increasing for multi-attribute large group decision-making	103
An adaptive density clustering approach with multi-granularity fusion	101

A survey on multi-label feature selection from perspectives of label fusion	101
Finite mixture modeling in time series: A survey of Bayesian filters and fusion approaches	100
Collaborative DDoS defense for SDN-based AIoT with autoencoder-enhanced federated learning	100
Explainable Crowd Decision Making methodology guided by expert natural language opinions based on Sentiment Analysis with Attention-based Deep Learning and Subgroup Discovery	100
MST-GAT: A multi-perspective spatial-temporal graph attention network for multi-sensor equipment remaining useful life prediction	97
FC-HGNN: A heterogeneous graph neural network based on brain functional connectivity for mental disorder identification	97
Recent advances in image dehazing: Formal analysis to automated approaches	95
Multivariate solar power time series forecasting using multilevel data fusion and deep neural networks	92
Variational Quantum Linear Solver-based Combination Rules in Dempster–Shafer Theory	91
A survey of multimodal information fusion for smart healthcare: Mapping the journey from data to wisdom	90
Distributed minimum error entropy Kalman filter	89
Multi-GNSS PPP/INS/Vision/LiDAR tightly integrated system for precise navigation in urban environments	89
Fusing heterogeneous tri-dimensional information for reconstructing submerged structures in harsh sub-sea environments	89
Conti-Fuse: A novel continuous decomposition-based fusion framework for infrared and visible images	89
Data fusion and transfer learning empowered granular trust evaluation for Internet of Things	88
Multi-view graph imputation network	88
Multimodal manifold learning using kernel interpolation along geodesic paths	87
Transitive full covers of incomplete preference relations	86
Weighted adaptively ensemble clustering method based on fuzzy Co-association matrix	85
Advancing crowd forecasting with graphs across microscopic trajectory to macroscopic dynamics	84
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	84
Neighbor-aware deep multi-view clustering via graph convolutional network	84
Multi-source multi-modal domain adaptation	84
Diff-IF: Multi-modality image fusion via diffusion model with fusion knowledge prior	83
Deep multi-view clustering: A comprehensive survey of the contemporary techniques	83
A defocus and similarity attention-based cascaded network for multi-focus and misaligned image fusion	83
Counterfactuals and causability in explainable artificial intelligence: Theory, algorithms, and applications	81
A survey on semantic processing techniques	80
A semantic-driven coupled network for infrared and visible image fusion	79
Blockchain-based privacy-preserving incentive scheme for internet of electric vehicle	79
Beyond word embeddings: A survey	79
Terrain detection and segmentation for autonomous vehicle navigation: A state-of-the-art systematic review	79
Imputation of missing values in multi-view data	77
Adaptive online continual multi-view learning	77
Distributed estimation for uncertain systems subject to measurement quantization and adversarial attacks	76
Editorial: Advances in multi-source information fusion for epidemic diseases	76
Listening and seeing again: Generative error correction for audio-visual speech recognition	76
Robust tensor ring-based graph completion for incomplete multi-view clustering	76
Spatio-temporal visual learning for home-based monitoring	75
Editorial Board	75
Distributed fusion filtering for multi-rate nonlinear systems with binary measurements under encryption and decryption scheme	75
ODEFTC: Optimal Distributed Estimation based on Fixed-Time Consensus	75
Multimodal research in vision and language: A review of current and emerging trends	74
Multi-agent reinforcement learning framework based on information fusion biometric ticketing data in different public transport modes	74
Sparse robust subspace learning via boolean weight	72
Finding hate speech with auxiliary emotion detection from self-training multi-label learning perspective	72
Ensemble diverse hypotheses and knowledge distillation for unsupervised cross-subject adaptation	72
TVT-Transformer: A Tactile-visual-textual fusion network for object recognition	72
Multi-source unsupervised domain adaptation for object detection	71
IFIFusion: A independent feature information fusion model for surface defect detection	71
A survey on uncertainty reasoning and quantification in belief theory and its application to deep learning	71
A distributed state and fault estimation scheme for state-saturated systems with quantized measurements over sensor networks	70
When causality meets missing data: Fusing key information to bridge causal discovery and imputation in time series via bidirectional meta-learning	70
Cross-modal text and visual generation: A systematic review. Part 1: Image to text	70
An adaptive consensus model for multi-criteria sorting under linguistic distribution group decision making considering decision-makers’ attitudes	69
Efficient Multispectral Object Detection with attentive feature aggregation leveraging zero-shot implicit illumination guidance	69
Structure-aware multi-view image inpainting using dual consistency attention	69
Optimal resources allocation to support the consensus reaching in group decision making	68
SIMFusion: A semantic information-guided modality-specific fusion network for MR Images	67
Modality translation-based multimodal sentiment analysis under uncertain missing modalities	67
Hybrid multi-model ensemble learning for reconstructing gridded runoff of Europe for 500 years	66
Artificial intelligence for cybersecurity: Literature review and future research directions	66
Coupled adversarial learning for fusion classification of hyperspectral and LiDAR data	66
Paving the way with machine learning for seamless indoor–outdoor positioning: A survey	66
Self-supervised learning-based multi-source spectral fusion for fruit quality evaluation: A case study in mango fruit ripeness prediction	66
Large-scale group hierarchical DEMATEL method with automatic consensus reaching	66
Hyper-relational interaction modeling in multi-modal trajectory prediction for intelligent connected vehicles in smart cites	66
Automatic speech recognition using advanced deep learning approaches: A survey	66
Multitask learning for multilingual intent detection and slot filling in dialogue systems	66
Scheduler-based state estimation over multiple channels networks	65
A distributed evolutionary fuzzy system-based method for the fusion of descriptive emerging patterns in data streams	65
A deep multimodal network for multi-task trajectory prediction	65
Integrating imprecise data in generative models using interval-valued Variational Autoencoders	65
ADF-OCT: An advanced Assistive Diagnosis Framework for study-level macular optical coherence tomography	65
SPICE-IT: Smart COVID-19 pandemic controlled eradication over NDN-IoT	65
Human activity recognition using binary sensors: A systematic review	64
Minimum information-loss transformations to support heterogeneous group decision making in a distributed linguistic context	64
Decoupled variational retinex for reconstruction and fusion of underwater shallow depth-of-field image with parallax and moving objects	63
MammoVLM: A generative large vision–language model for mammography-related diagnostic assistance	63
Distributed event-triggered fusion estimation for networked asynchronous multi-rate systems	63

A quaternion-based sensor fusion approach using orthogonal observations from 9D inertial and magnetic information	62
Ask and Ye shall be Answered: Bayesian tag-based collaborative recommendation of trustworthy experts over time in community question answering	62
EPMDroid: Efficient and privacy-preserving malware detection based on SGX through data fusion	62
Quantum entanglement and self-attention neural networks: An investigation into passengers and stops characteristics for optimal bus stop localization	62
Mobile edge-enabled trust evaluation for the Internet of Things	62
Knowledge representation and reasoning using interconnected uncertain rules for describing workflows in complex systems	62
Zero-shot sim-to-real transfer using Siamese-Q-Based reinforcement learning	61
Personalized trust incentive mechanisms with personality characteristics for minimum cost consensus in group decision making	61
Sensor fusion algorithms for orientation tracking via magnetic and inertial measurement units: An experimental comparison survey	61
RGB-D Domain adaptive semantic segmentation with cross-modality feature recalibration	61
Matrix decomposition approaches for mutual information approximation with applications to covariance intersection techniques	61
A multi-resolution fusion approach for human activity recognition from video data in tiny edge devices	60
Machine learning meets advanced robotic manipulation	60
Multimodal sensor fusion models for real-time exercise repetition counting with IMU sensors and respiration data	59
FL-CTIF: A federated learning based CTI framework based on information fusion for secure IIoT	59
Enhanced Minimum-Cost Consensus: Focusing on Overadjustment and Flexible Consensus Cost	59
Dual-level Deep Evidential Fusion: Integrating multimodal information for enhanced reliable decision-making in deep learning	59
Resolving multimodal ambiguity via knowledge-injection and ambiguity learning for multimodal sentiment analysis	59
Privacy protection in intelligent vehicle networking: A novel federated learning algorithm based on information fusion	58
Information fusion for edge intelligence: A survey	58
Multimodal feature-wise co-attention method for visual question answering	58
Deep reinforcement learning in agent-based simulations for optimal media planning	57
Multi-view clustering via high-order bipartite graph fusion	57
Multi-task multi-objective evolutionary network for hyperspectral image classification and pansharpening	57
From degrade to upgrade: Learning a self-supervised degradation guided adaptive network for blind remote sensing image super-resolution	57
Multi-modal detection of fetal movements using a wearable monitor	57
Intentional bounded rationality methodology to assess the quality of decision-making approaches with latent alternative performances	56
Multivariate multiscale dispersion Lempel–Ziv complexity for fault diagnosis of machinery with multiple channels	56
TC-GCN: Triple cross-attention and graph convolutional network for traffic forecasting	56
SGDFormer: One-stage transformer-based architecture for cross-spectral stereo image guided denoising	56
Information loss challenges in surgical navigation systems: From information fusion to AI-based approaches	56
Democratic consensus reaching process for multi-person multi-criteria large scale decision making considering participants’ individual attributes and concerns	56
A survey on graph embedding techniques for biomedical data: Methods and applications	55
Aggregating Ordinal Values Using A Measure Based Median	55
Dwarfism computer-aided diagnosis algorithm based on multimodal pyradiomics	55
An effective multi-source data fusion approach based on α-divergen	55
A survey on occupancy perception for autonomous driving: The information fusion perspective	55
LatentHSI: Restore hyperspectral images in a latent space	55
Detecting Android malware: A multimodal fusion method with fine-grained feature	54
A multiview-slice feature fusion network for early diagnosis of Alzheimer’s disease with structural MRI images	54
Text-Dominant Speech-Enhanced for Multimodal Aspect-Based Sentiment Analysis network	53
Finger pinching and imagination classification: A fusion of CNN architectures for IoMT-enabled BCI applications	53
A hypergraph-based hybrid graph convolutional network for intracity human activity intensity prediction and geographic relationship interpretation	53
MGSFformer: A Multi-Granularity Spatiotemporal Fusion Transformer for air quality prediction	53
LFDT-Fusion: A latent feature-guided diffusion Transformer model for general image fusion	53
LG-Diff: Learning to follow local class-regional guidance for nearshore image cross-modality high-quality translation	53
Distilling implicit multimodal knowledge into large language models for zero-resource dialogue generation	53
FD-TGCN: Fast and dynamic temporal graph convolution network for traffic flow prediction	53
Towards haze removal with derived pseudo-label supervision from real-world non-aligned training data	52
A novel Out-of-Distribution detection approach for Spiking Neural Networks: Design, fusion, performance evaluation and explainability	52
Hybrid multivariate time series prediction system fusing transfer entropy and local relative density	52
Explainable artificial intelligence and advanced feature selection methods for predicting gas concentration in longwall mining	52
Diagnosis of brain diseases in fusion of neuroimaging modalities using deep learning: A review	52
Scalable unpaired multi-view clustering with Bipartite Graph Matching	52
BEV-TinySpotter: A novel BEV perception method considering multi-dimensional feature fusion of small target	52
Boosting urban prediction tasks with domain-sharing knowledge via meta-learning	52
Deep learning in food category recognition	52
Hierarchical global to local calibration for query-focused few-shot node classification	51
Human centric attention with deep multiscale feature fusion framework for activity recognition in Internet of Medical Things	51
SAIRUS: Spatially-aware identification of risky users in social networks	51
Private bipartite consensus control for multi-agent systems: A hierarchical differential privacy scheme	51
Dynamic collaborative learning with heterogeneous knowledge transfer for long-tailed visual recognition	51
An interactively reinforced paradigm for joint infrared-visible image fusion and saliency object detection	51
Mining and reasoning of data uncertainty-induced imprecision in deep image classification	51
IFNet: Data-driven multisensor estimate fusion with unknown correlation in sensor measurement noises	51
SenCounter: Towards category-agnostic action counting in open sensor sequences	50
Fusing anomaly detection with false positive mitigation methodology for predictive maintenance under multivariate time series	50
Seeking personality yet commonality via adversarial learning to enhance heterogeneous multimodal collaboration	50
NAPS Fusion: A framework to overcome experimental data limitations to predict human performance and cognitive task outcomes	50
STGAFormer: Spatial–temporal Gated Attention Transformer based Graph Neural Network for traffic flow forecasting	50
Editorial Board	49
Editorial Board	49
An intelligent fault diagnosis for machine maintenance using weighted soft-voting rule based multi-attention module with multi-scale information fusion	49
Physics-guided domain adaptation for surgical image restoration under heterogeneous aerosol degradation	49
Semi-supervised classification with pairwise constraints: A case study on animal identification from video	49
CIECD: A novel context inconsistency elimination algorithm based on comprehensive conflict measure and dual-path structure	48
Enhanced detection of early Parkinson’ s disease through multi-sensor fusion on smartphone-based IoMT platforms	48
Multimodal Attentive Fusion Network for audio-visual event recognition	48
Multi-view evidential K-NN classification	48
The Krypteia ensemble: Designing classifier ensembles using an ancient Spartan military tradition	47
LTFormer: A light-weight transformer-based self-supervised matching network for heterogeneous remote sensing images	47
Decoupled cross-attribute correlation network for multimodal sentiment analysis	47
CaSE: Explaining Text Classifications by Fusion of Local Surrogate Explanation Models with Contextual and Semantic Knowledge	47
Intervention and regulatory mechanism of multimodal fusion natural interactions on AR embodied cognition	47
A lightweight network for abdominal multi-organ segmentation based on multi-scale context fusion and dual self-attention	47
Emotion recognition based on convolutional neural networks and heterogeneous bio-signal data sources	47
DFMKE: A dual fusion multi-modal knowledge graph embedding framework for entity alignment	46
Emotion detection for misinformation: A review	46
Multi-level multi-type self-generated knowledge fusion for cardiac ultrasound segmentation	46
A distributed particle-PHD filter using arithmetic-average fusion of Gaussian mixture parameters	46
Correlation filter based single object tracking: A review	45
Survey of Landmark-based Indoor Positioning Technologies	45
Hand-based multimodal biometric fusion: A review	44
Cross-directional consistency network with adaptive layer normalization for multi-spectral vehicle re-identification and a high-quality benchmark	44
Spatio-temporal fusion graph convolutional network for traffic flow forecasting	44