Information Fusion

Article	Citations
Editorial Board	1754
Editorial Board	1164
InferTrans: Hierarchical structural fusion transformer for crowded human pose estimation	868
A framework for generalized monotonicity of fusion functions	722
Non-readily identifiable data collaboration analysis for multiple datasets including personal information	636
Smooth representation learning from multi-view data	618
Large-scale aerial scene perception based on self-supervised multi-view stereo via cycled generative adversarial network	552
Graph refinement and consistency self-supervision for tensorized incomplete multi-view clustering	550
Individual entity induced label concept set for classification: An information fusion viewpoint	467
Notions of explainability and evaluation approaches for explainable artificial intelligence	443
Radar sensor network resource allocation for fused target tracking: A brief review	443
Deep-TCP: Multi-source data fusion for deep learning-powered tropical cyclone intensity prediction to enhance urban sustainability	438
FedCPD: Addressing label distribution skew in federated learning with class proxy decoupling and proxy regularization	394
XEdgeAI: A human-centered industrial inspection framework with data-centric Explainable Edge AI approach	389
Robust privacy-preserving aggregation against poisoning attacks for secure distributed data fusion	382
Multi-modality MRI fusion with patch complementary pre-training for internet of medical things-based smart healthcare	322
Multimodal and multicontrast image fusion via deep generative models	308
Opinion Evolution Model for Online Reviews from the Perspective of Value Co-creation	296
A preference-approval structure-based non-additive three-way group consensus decision-making approach for medical diagnosis	290
Multi-modal visual tracking based on textual generation	274
Evidential dissonance measure in robust multi-view classification to resist adversarial attack	255
Transformer-based vision-language alignment for robot navigation and question answering	251
Fault stands out in contrast: Zero-shot diagnosis method based on dual-level contrastive fusion network for control moment gyroscopes predictive maintenance	226
Image dehazing via enhancement, restoration, and fusion: A survey	223
A graph neural approach for group recommendation system based on pairwise preferences	221

From attributes to natural language: A survey and foresight on text-based person re-identification	215
Semi-supervised clustering with two types of background knowledge: Fusing pairwise constraints and monotonicity constraints	214
Scalable data fusion via a scale-based hierarchical framework: Adapting to multi-source and multi-scale scenarios	212
Multilevel feature encoder for transfer learning-based fault detection on acoustic signal	207
An information fusion based approach to context-based fine-tuning of GPT models	206
Adversarial robust image processing in medical digital twin	204
IoT-FAR: A multi-sensor fusion approach for IoT-based firefighting activity recognition	201
Rethinking multi-exposure image fusion with extreme and diverse exposure levels: A robust framework based on Fourier transform and contrastive learning	194
When multi-view meets multi-level: A novel spatio-temporal transformer for traffic prediction	193
A tensor-network-based big data fusion framework for Cyber–Physical–Social Systems (CPSS)	193
Flare-aware cross-modal enhancement network for multi-spectral vehicle Re-identification	191
Review of pixel-level remote sensing image fusion based on deep learning	189
A multi-view-based noise correction algorithm for crowdsourcing learning	185
QNMF: A quantum neural network based multimodal fusion system for intelligent diagnosis	185
Artificial intelligence-enabled detection and assessment of Parkinson’s disease using multimodal data: A survey	183
CASI: Context-aware Automatic Semantic Inference by fusing video and network traffic information in industrial control systems	182
Data fabric and digital twins: An integrated approach for data fusion design and evaluation of pervasive systems	181
A review of emerging research directions in Abstract Visual Reasoning	181
MultiBEATS: Blocks of eigenvalues algorithm for multivariate time series dimensionality reduction	181
Discovering common information in multi-view data	180
Anchor-based multi-view subspace clustering with hierarchical feature descent	166
AOBERT: All-modalities-in-One BERT for multimodal sentiment analysis	166
Fed-Inforce-Fusion: A federated reinforcement-based fusion model for security and privacy protection of IoMT networks against cyber-attacks	165
Connecting the dots in trustworthy Artificial Intelligence: From AI principles, ethics, and key requirements to responsible AI systems and regulation	160
Long sequence time-series forecasting with deep learning: A survey	159
A public and large-scale expert information fusion method and its application: Mining public opinion via sentiment analysis and measuring public dynamic reliability	155
Mid-Net: Rethinking efficient network architectures for small-sample vascular segmentation	151
Editorial Board	145
Deep learning techniques for hand vein biometrics: A comprehensive review	144
Editorial Board	144
Stimulating conversation-style emergencies of multi-modal LMs	143
Enhancing train travel time prediction for China–Europe railway express: A transfer learning-based fusion technique	141
Distributed estimation for multi-sensor networked stochastic uncertain systems with correlated noises under a general stochastic communication protocol	141
Adaptive signal light timing for regional traffic optimization based on graph convolutional network empowered traffic forecasting	135
A survey on semantic processing techniques	133
Bringing vision to climate: A hierarchical model for water depth monitoring in headwater streams	129
A scalable dynamic ensemble selection using fuzzy hyperboxes	125
Weighted adaptively ensemble clustering method based on fuzzy Co-association matrix	124
An expertise-based consensus reaching process with probability-hesitant fuzzy preference relations and its application in risk assessment in food industry	122
Conti-Fuse: A novel continuous decomposition-based fusion framework for infrared and visible images	119
PARIS: Partial instance and training set selection. A new scalable approach to multi-label classification	117
Enhancing multi-modal fusion in visual dialog via sample debiasing and feature interaction	115
Advancing robust regression: Addressing asymmetric noise with the BLINEX loss function	114
Relational Fusion-based Stock Selection with Neural Recursive Ordinary Differential Equation Networks	112
SSEFusion: Salient semantic enhancement for multimodal medical image fusion with Mamba and dynamic spiking neural networks	108
Unified framework for learning with label distribution	108
Multi-view graph imputation network	107
A defocus and similarity attention-based cascaded network for multi-focus and misaligned image fusion	106
On the use of information fusion techniques to improve information quality: Taxonomy, opportunities and challenges	106
Collaborative DDoS defense for SDN-based AIoT with autoencoder-enhanced federated learning	106

Unifying clustering and representation learning for unsupervised text analysis: A Bayesian knowledge-enhanced approach	105
Integrating personalized and contextual information in fine-grained emotion recognition in text: A multi-source fusion approach with explainability	104
Terrain detection and segmentation for autonomous vehicle navigation: A state-of-the-art systematic review	104
A semantic-driven coupled network for infrared and visible image fusion	100
Multi-GNSS PPP/INS/Vision/LiDAR tightly integrated system for precise navigation in urban environments	99
Variational Quantum Linear Solver-based Combination Rules in Dempster–Shafer Theory	99
A survey on multi-label feature selection from perspectives of label fusion	98
Diff-IF: Multi-modality image fusion via diffusion model with fusion knowledge prior	95
FC-HGNN: A heterogeneous graph neural network based on brain functional connectivity for mental disorder identification	95
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	95
Explainable Crowd Decision Making methodology guided by expert natural language opinions based on Sentiment Analysis with Attention-based Deep Learning and Subgroup Discovery	95
Recent advances in image dehazing: Formal analysis to automated approaches	94
Advancing crowd forecasting with graphs across microscopic trajectory to macroscopic dynamics	92
Finite mixture modeling in time series: A survey of Bayesian filters and fusion approaches	90
Multi-source multi-modal domain adaptation	90
Fusion-based graph neural networks for synergistic underwater image enhancement	89
Neighbor-aware deep multi-view clustering via graph convolutional network	89
Multivariate solar power time series forecasting using multilevel data fusion and deep neural networks	88
Distributed minimum error entropy Kalman filter	87
Information fusion in crime event analysis: A decade survey on data, features and models	87
Multimodal manifold learning using kernel interpolation along geodesic paths	87
Spectral-invariant matching network	87
An adaptive density clustering approach with multi-granularity fusion	87
A survey of multimodal information fusion for smart healthcare: Mapping the journey from data to wisdom	87
Fusing heterogeneous tri-dimensional information for reconstructing submerged structures in harsh sub-sea environments	87
Deep multi-view clustering: A comprehensive survey of the contemporary techniques	86
Transitive full covers of incomplete preference relations	86
A non-threshold consensus model based on the minimum cost and maximum consensus-increasing for multi-attribute large group decision-making	85
MST-GAT: A multi-perspective spatial-temporal graph attention network for multi-sensor equipment remaining useful life prediction	85
Multidimensional fusion of frequency and spatial domain information for enhanced camouflaged object detection	85
Data fusion and transfer learning empowered granular trust evaluation for Internet of Things	84
Blockchain-based privacy-preserving incentive scheme for internet of electric vehicle	84
Beyond word embeddings: A survey	83
Distributed estimation for uncertain systems subject to measurement quantization and adversarial attacks	82
Counterfactuals and causability in explainable artificial intelligence: Theory, algorithms, and applications	82
Fusion of KANO theory and Attention-BiLSTM models for user demand analysis and trend prediction	82
Editorial: Advances in multi-source information fusion for epidemic diseases	81
Robust tensor ring-based graph completion for incomplete multi-view clustering	81
TVT-Transformer: A Tactile-visual-textual fusion network for object recognition	80
Cross-modal text and visual generation: A systematic review. Part 1: Image to text	79
Optimal resources allocation to support the consensus reaching in group decision making	79
Adaptive online continual multi-view learning	78
A deep multimodal network for multi-task trajectory prediction	78
Hybrid multi-model ensemble learning for reconstructing gridded runoff of Europe for 500 years	78
Multitask learning for multilingual intent detection and slot filling in dialogue systems	78
IFIFusion: A independent feature information fusion model for surface defect detection	77
Finding hate speech with auxiliary emotion detection from self-training multi-label learning perspective	77
Efficient Multispectral Object Detection with attentive feature aggregation leveraging zero-shot implicit illumination guidance	76
An adaptive consensus model for multi-criteria sorting under linguistic distribution group decision making considering decision-makers’ attitudes	76
Editorial Board	75
Sparse robust subspace learning via boolean weight	75
A survey on uncertainty reasoning and quantification in belief theory and its application to deep learning	74
A distributed state and fault estimation scheme for state-saturated systems with quantized measurements over sensor networks	74
Ensemble diverse hypotheses and knowledge distillation for unsupervised cross-subject adaptation	74
When causality meets missing data: Fusing key information to bridge causal discovery and imputation in time series via bidirectional meta-learning	74
Listening and seeing again: Generative error correction for audio-visual speech recognition	74
Distributed fusion filtering for multi-rate nonlinear systems with binary measurements under encryption and decryption scheme	73
ODEFTC: Optimal Distributed Estimation based on Fixed-Time Consensus	73
Multimodal research in vision and language: A review of current and emerging trends	72
Imputation of missing values in multi-view data	72
Modality translation-based multimodal sentiment analysis under uncertain missing modalities	72
Hyper-relational interaction modeling in multi-modal trajectory prediction for intelligent connected vehicles in smart cites	71
Paving the way with machine learning for seamless indoor–outdoor positioning: A survey	71
Multi-agent reinforcement learning framework based on information fusion biometric ticketing data in different public transport modes	71
Coupled adversarial learning for fusion classification of hyperspectral and LiDAR data	71
Structure-aware multi-view image inpainting using dual consistency attention	70
Spatio-temporal visual learning for home-based monitoring	70
LLM-DG: Leveraging large language model for enhanced disease prediction via inter-patient and intra-patient modeling	70
Large-scale group hierarchical DEMATEL method with automatic consensus reaching	70
Automatic speech recognition using advanced deep learning approaches: A survey	70
SIMFusion: A semantic information-guided modality-specific fusion network for MR Images	70
Denoising diffusion fusion network for semantic segmentation based on degradation analysis modeling with graph networks	70
Artificial intelligence for cybersecurity: Literature review and future research directions	69
ADF-OCT: An advanced Assistive Diagnosis Framework for study-level macular optical coherence tomography	69
Multi-source unsupervised domain adaptation for object detection	69
A quaternion-based sensor fusion approach using orthogonal observations from 9D inertial and magnetic information	69
Self-supervised learning-based multi-source spectral fusion for fruit quality evaluation: A case study in mango fruit ripeness prediction	69
Deep reinforcement learning in agent-based simulations for optimal media planning	69
MM-InstructEval: Zero-shot evaluation of (Multimodal) Large Language Models on multimodal reasoning tasks	68
Machine learning meets advanced robotic manipulation	68

Scheduler-based state estimation over multiple channels networks	68
RGB-D Domain adaptive semantic segmentation with cross-modality feature recalibration	68
MammoVLM: A generative large vision–language model for mammography-related diagnostic assistance	68
Information loss challenges in surgical navigation systems: From information fusion to AI-based approaches	68
A distributed evolutionary fuzzy system-based method for the fusion of descriptive emerging patterns in data streams	67
Distributed event-triggered fusion estimation for networked asynchronous multi-rate systems	67
Multimodal sensor fusion models for real-time exercise repetition counting with IMU sensors and respiration data	67
Matrix decomposition approaches for mutual information approximation with applications to covariance intersection techniques	67
Knowledge representation and reasoning using interconnected uncertain rules for describing workflows in complex systems	66
Multi-modal detection of fetal movements using a wearable monitor	66
Resolving multimodal ambiguity via knowledge-injection and ambiguity learning for multimodal sentiment analysis	66
Quantum entanglement and self-attention neural networks: An investigation into passengers and stops characteristics for optimal bus stop localization	65
Ask and Ye shall be Answered: Bayesian tag-based collaborative recommendation of trustworthy experts over time in community question answering	65
SGDFormer: One-stage transformer-based architecture for cross-spectral stereo image guided denoising	65
Sensor fusion algorithms for orientation tracking via magnetic and inertial measurement units: An experimental comparison survey	64
Decoupled variational retinex for reconstruction and fusion of underwater shallow depth-of-field image with parallax and moving objects	64
Zero-shot sim-to-real transfer using Siamese-Q-Based reinforcement learning	63
Human activity recognition using binary sensors: A systematic review	63
Multi-view clustering via high-order bipartite graph fusion	63
Mobile edge-enabled trust evaluation for the Internet of Things	63
SPICE-IT: Smart COVID-19 pandemic controlled eradication over NDN-IoT	62
Personalized trust incentive mechanisms with personality characteristics for minimum cost consensus in group decision making	62
ADFusion: Multi-modal adaptive deep fusion for cancer subtype prediction	61
Minimum information-loss transformations to support heterogeneous group decision making in a distributed linguistic context	61
Enhanced Minimum-Cost Consensus: Focusing on Overadjustment and Flexible Consensus Cost	61
Information fusion for edge intelligence: A survey	61
Democratic consensus reaching process for multi-person multi-criteria large scale decision making considering participants’ individual attributes and concerns	60
EPMDroid: Efficient and privacy-preserving malware detection based on SGX through data fusion	60
Privacy protection in intelligent vehicle networking: A novel federated learning algorithm based on information fusion	60
Dual-level Deep Evidential Fusion: Integrating multimodal information for enhanced reliable decision-making in deep learning	60
Intentional bounded rationality methodology to assess the quality of decision-making approaches with latent alternative performances	60
From degrade to upgrade: Learning a self-supervised degradation guided adaptive network for blind remote sensing image super-resolution	60
Generalist models in medical image segmentation: A survey and performance comparison with task-specific approaches	60
Integrating imprecise data in generative models using interval-valued Variational Autoencoders	59
TC-GCN: Triple cross-attention and graph convolutional network for traffic forecasting	59
PGA-DRL: Progressive graph attention-based deep reinforcement learning for recommender systems	59
FL-CTIF: A federated learning based CTI framework based on information fusion for secure IIoT	58
Logic Augmented Multi-Decision Fusion Framework for Stance Detection on Social Media	58
Multi-task multi-objective evolutionary network for hyperspectral image classification and pansharpening	58
Multivariate multiscale dispersion Lempel–Ziv complexity for fault diagnosis of machinery with multiple channels	58
LatentHSI: Restore hyperspectral images in a latent space	57
Distilling implicit multimodal knowledge into large language models for zero-resource dialogue generation	57
A multi-resolution fusion approach for human activity recognition from video data in tiny edge devices	57
LFDT-Fusion: A latent feature-guided diffusion Transformer model for general image fusion	57
Diagnosis of brain diseases in fusion of neuroimaging modalities using deep learning: A review	57
Aggregating Ordinal Values Using A Measure Based Median	57
A survey on graph embedding techniques for biomedical data: Methods and applications	57
An interactively reinforced paradigm for joint infrared-visible image fusion and saliency object detection	56
An effective multi-source data fusion approach based on α-divergen	56
STGAFormer: Spatial–temporal Gated Attention Transformer based Graph Neural Network for traffic flow forecasting	56
Mining and reasoning of data uncertainty-induced imprecision in deep image classification	56
An intelligent fault diagnosis for machine maintenance using weighted soft-voting rule based multi-attention module with multi-scale information fusion	56
Enhancing few-sample spatio-temporal prediction via relational fusion-based hypergraph neural network	55
Dwarfism computer-aided diagnosis algorithm based on multimodal pyradiomics	55
Hybrid multivariate time series prediction system fusing transfer entropy and local relative density	55
A novel Out-of-Distribution detection approach for Spiking Neural Networks: Design, fusion, performance evaluation and explainability	54
Dynamic collaborative learning with heterogeneous knowledge transfer for long-tailed visual recognition	54
SenCounter: Towards category-agnostic action counting in open sensor sequences	54
BEV-TinySpotter: A novel BEV perception method considering multi-dimensional feature fusion of small target	53
Boosting urban prediction tasks with domain-sharing knowledge via meta-learning	53
Scalable unpaired multi-view clustering with Bipartite Graph Matching	53
SAIRUS: Spatially-aware identification of risky users in social networks	53
Finger pinching and imagination classification: A fusion of CNN architectures for IoMT-enabled BCI applications	53
IFNet: Data-driven multisensor estimate fusion with unknown correlation in sensor measurement noises	53
NAPS Fusion: A framework to overcome experimental data limitations to predict human performance and cognitive task outcomes	53
Detecting Android malware: A multimodal fusion method with fine-grained feature	53
FD-TGCN: Fast and dynamic temporal graph convolution network for traffic flow prediction	52
Private bipartite consensus control for multi-agent systems: A hierarchical differential privacy scheme	52
A survey on occupancy perception for autonomous driving: The information fusion perspective	52
Hierarchical global to local calibration for query-focused few-shot node classification	52
UAVs meet LLMs: Overviews and perspectives towards agentic low-altitude mobility	52
Explainable artificial intelligence and advanced feature selection methods for predicting gas concentration in longwall mining	52
LG-Diff: Learning to follow local class-regional guidance for nearshore image cross-modality high-quality translation	52
Human centric attention with deep multiscale feature fusion framework for activity recognition in Internet of Medical Things	52
Fusing anomaly detection with false positive mitigation methodology for predictive maintenance under multivariate time series	52
A multiview-slice feature fusion network for early diagnosis of Alzheimer’s disease with structural MRI images	51
MGSFformer: A Multi-Granularity Spatiotemporal Fusion Transformer for air quality prediction	51
Towards haze removal with derived pseudo-label supervision from real-world non-aligned training data	51
Deep learning in food category recognition	51
Semi-supervised classification with pairwise constraints: A case study on animal identification from video	50
A hypergraph-based hybrid graph convolutional network for intracity human activity intensity prediction and geographic relationship interpretation	50
Editorial Board	50
CIECD: A novel context inconsistency elimination algorithm based on comprehensive conflict measure and dual-path structure	50
Editorial Board	50
CaSE: Explaining Text Classifications by Fusion of Local Surrogate Explanation Models with Contextual and Semantic Knowledge	49
Enhancing EEG signal analysis with geometry invariants for multichannel fusion	49
Enhanced detection of early Parkinson’ s disease through multi-sensor fusion on smartphone-based IoMT platforms	49
Hand-based multimodal biometric fusion: A review	49
Ensemble of KalmanNets with Innovation-Based Attention for Robust Target Tracking	49
The Krypteia ensemble: Designing classifier ensembles using an ancient Spartan military tradition	48
RuleCOSI+: Rule extraction for interpreting classification tree ensembles	48
Multi-view evidential K-NN classification	48
A Multitask learning model for multimodal sarcasm, sentiment and emotion recognition in conversations	48
Exploring EEG and eye movement fusion for multi-class target RSVP-BCI	48
Survey of Landmark-based Indoor Positioning Technologies	47