Information Fusion

Article	Citations
Editorial Board	1701
Editorial Board	1113
From attributes to natural language: A survey and foresight on text-based person re-identification	810
A framework for generalized monotonicity of fusion functions	777
Deep-TCP: Multi-source data fusion for deep learning-powered tropical cyclone intensity prediction to enhance urban sustainability	701
When multi-view meets multi-level: A novel spatio-temporal transformer for traffic prediction	600
Data fabric and digital twins: An integrated approach for data fusion design and evaluation of pervasive systems	598
Artificial intelligence-enabled detection and assessment of Parkinson’s disease using multimodal data: A survey	541
FedCPD: Addressing label distribution skew in federated learning with class proxy decoupling and proxy regularization	534
Multi-modality MRI fusion with patch complementary pre-training for internet of medical things-based smart healthcare	437
Discovering common information in multi-view data	427
A review of emerging research directions in Abstract Visual Reasoning	426
MultiBEATS: Blocks of eigenvalues algorithm for multivariate time series dimensionality reduction	419
Mid-Net: Rethinking efficient network architectures for small-sample vascular segmentation	389
Semi-supervised clustering with two types of background knowledge: Fusing pairwise constraints and monotonicity constraints	380
Large-scale aerial scene perception based on self-supervised multi-view stereo via cycled generative adversarial network	364
Anchor-based multi-view subspace clustering with hierarchical feature descent	359
A public and large-scale expert information fusion method and its application: Mining public opinion via sentiment analysis and measuring public dynamic reliability	302
Opinion Evolution Model for Online Reviews from the Perspective of Value Co-creation	285
Graph refinement and consistency self-supervision for tensorized incomplete multi-view clustering	283
InferTrans: Hierarchical structural fusion transformer for crowded human pose estimation	277
IoT-FAR: A multi-sensor fusion approach for IoT-based firefighting activity recognition	267
Non-readily identifiable data collaboration analysis for multiple datasets including personal information	254
Multilevel feature encoder for transfer learning-based fault detection on acoustic signal	224
Smooth representation learning from multi-view data	222

Multimodal and multicontrast image fusion via deep generative models	212
Flare-aware cross-modal enhancement network for multi-spectral vehicle Re-identification	209
A tensor-network-based big data fusion framework for Cyber–Physical–Social Systems (CPSS)	204
Adversarial robust image processing in medical digital twin	201
Evidential dissonance measure in robust multi-view classification to resist adversarial attack	199
Image dehazing via enhancement, restoration, and fusion: A survey	196
An information fusion based approach to context-based fine-tuning of GPT models	196
Long sequence time-series forecasting with deep learning: A survey	193
Individual entity induced label concept set for classification: An information fusion viewpoint	191
Rethinking multi-exposure image fusion with extreme and diverse exposure levels: A robust framework based on Fourier transform and contrastive learning	189
Transformer-based vision-language alignment for robot navigation and question answering	186
Radar sensor network resource allocation for fused target tracking: A brief review	184
Multi-modal visual tracking based on textual generation	182
Fed-Inforce-Fusion: A federated reinforcement-based fusion model for security and privacy protection of IoMT networks against cyber-attacks	179
Fault stands out in contrast: Zero-shot diagnosis method based on dual-level contrastive fusion network for control moment gyroscopes predictive maintenance	178
Scalable data fusion via a scale-based hierarchical framework: Adapting to multi-source and multi-scale scenarios	177
A preference-approval structure-based non-additive three-way group consensus decision-making approach for medical diagnosis	175
Review of pixel-level remote sensing image fusion based on deep learning	174
A graph neural approach for group recommendation system based on pairwise preferences	174
AOBERT: All-modalities-in-One BERT for multimodal sentiment analysis	172
Connecting the dots in trustworthy Artificial Intelligence: From AI principles, ethics, and key requirements to responsible AI systems and regulation	171
A multi-view-based noise correction algorithm for crowdsourcing learning	171
XEdgeAI: A human-centered industrial inspection framework with data-centric Explainable Edge AI approach	160
QNMF: A quantum neural network based multimodal fusion system for intelligent diagnosis	160
Notions of explainability and evaluation approaches for explainable artificial intelligence	158
Editorial Board	156
Editorial Board	155
Advancing robust regression: Addressing asymmetric noise with the BLINEX loss function	154
Unified framework for learning with label distribution	148
Relational Fusion-based Stock Selection with Neural Recursive Ordinary Differential Equation Networks	143
SSEFusion: Salient semantic enhancement for multimodal medical image fusion with Mamba and dynamic spiking neural networks	142
An expertise-based consensus reaching process with probability-hesitant fuzzy preference relations and its application in risk assessment in food industry	141
Enhancing multi-modal fusion in visual dialog via sample debiasing and feature interaction	140
Integrating personalized and contextual information in fine-grained emotion recognition in text: A multi-source fusion approach with explainability	137
PARIS: Partial instance and training set selection. A new scalable approach to multi-label classification	133
Weighted adaptively ensemble clustering method based on fuzzy Co-association matrix	131
Neighbor-aware deep multi-view clustering via graph convolutional network	130
Deep learning techniques for hand vein biometrics: A comprehensive review	128
Terrain detection and segmentation for autonomous vehicle navigation: A state-of-the-art systematic review	126
Recent advances in image dehazing: Formal analysis to automated approaches	119
MST-GAT: A multi-perspective spatial-temporal graph attention network for multi-sensor equipment remaining useful life prediction	117
A non-threshold consensus model based on the minimum cost and maximum consensus-increasing for multi-attribute large group decision-making	116
An adaptive density clustering approach with multi-granularity fusion	114
Data fusion and transfer learning empowered granular trust evaluation for Internet of Things	114
A survey on semantic processing techniques	112
Collaborative DDoS defense for SDN-based AIoT with autoencoder-enhanced federated learning	110
Counterfactuals and causability in explainable artificial intelligence: Theory, algorithms, and applications	106
Information fusion in crime event analysis: A decade survey on data, features and models	103
Conti-Fuse: A novel continuous decomposition-based fusion framework for infrared and visible images	102
Diff-IF: Multi-modality image fusion via diffusion model with fusion knowledge prior	102

Multidimensional fusion of frequency and spatial domain information for enhanced camouflaged object detection	102
Variational Quantum Linear Solver-based Combination Rules in Dempster–Shafer Theory	101
Distributed minimum error entropy Kalman filter	98
Fusing heterogeneous tri-dimensional information for reconstructing submerged structures in harsh sub-sea environments	97
Multi-view graph imputation network	96
Multimodal manifold learning using kernel interpolation along geodesic paths	96
Multi-source multi-modal domain adaptation	95
Transitive full covers of incomplete preference relations	95
Blockchain-based privacy-preserving incentive scheme for internet of electric vehicle	94
A defocus and similarity attention-based cascaded network for multi-focus and misaligned image fusion	92
Deep multi-view clustering: A comprehensive survey of the contemporary techniques	92
A survey on multi-label feature selection from perspectives of label fusion	90
Bringing vision to climate: A hierarchical model for water depth monitoring in headwater streams	89
Spectral-invariant matching network	89
Enhancing train travel time prediction for China–Europe railway express: A transfer learning-based fusion technique	89
Stimulating conversation-style emergencies of multi-modal LMs	89
A scalable dynamic ensemble selection using fuzzy hyperboxes	86
Multi-GNSS PPP/INS/Vision/LiDAR tightly integrated system for precise navigation in urban environments	86
A survey of multimodal information fusion for smart healthcare: Mapping the journey from data to wisdom	86
Beyond word embeddings: A survey	85
A semantic-driven coupled network for infrared and visible image fusion	85
Multivariate solar power time series forecasting using multilevel data fusion and deep neural networks	85
Incremental learning for exudate and hemorrhage segmentation on fundus images	84
Finite mixture modeling in time series: A survey of Bayesian filters and fusion approaches	83
Advancing crowd forecasting with graphs across microscopic trajectory to macroscopic dynamics	82
Fusion-based graph neural networks for synergistic underwater image enhancement	82
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	81
Unifying clustering and representation learning for unsupervised text analysis: A Bayesian knowledge-enhanced approach	81
Explainable Crowd Decision Making methodology guided by expert natural language opinions based on Sentiment Analysis with Attention-based Deep Learning and Subgroup Discovery	81
On the use of information fusion techniques to improve information quality: Taxonomy, opportunities and challenges	81
Adaptive signal light timing for regional traffic optimization based on graph convolutional network empowered traffic forecasting	80
FC-HGNN: A heterogeneous graph neural network based on brain functional connectivity for mental disorder identification	80
Distributed estimation for uncertain systems subject to measurement quantization and adversarial attacks	79
Imputation of missing values in multi-view data	79
Editorial: Advances in multi-source information fusion for epidemic diseases	78
LLM-DG: Leveraging large language model for enhanced disease prediction via inter-patient and intra-patient modeling	78
ODEFTC: Optimal Distributed Estimation based on Fixed-Time Consensus	77
Spatio-temporal visual learning for home-based monitoring	77
Robust tensor ring-based graph completion for incomplete multi-view clustering	77
Editorial Board	77
When causality meets missing data: Fusing key information to bridge causal discovery and imputation in time series via bidirectional meta-learning	76
Sparse robust subspace learning via boolean weight	76
Distributed fusion filtering for multi-rate nonlinear systems with binary measurements under encryption and decryption scheme	76
Multi-agent reinforcement learning framework based on information fusion biometric ticketing data in different public transport modes	75
Efficient Multispectral Object Detection with attentive feature aggregation leveraging zero-shot implicit illumination guidance	75
A distributed state and fault estimation scheme for state-saturated systems with quantized measurements over sensor networks	75
Multitask learning for multilingual intent detection and slot filling in dialogue systems	73
Listening and seeing again: Generative error correction for audio-visual speech recognition	73
Hybrid multi-model ensemble learning for reconstructing gridded runoff of Europe for 500 years	73
Paving the way with machine learning for seamless indoor–outdoor positioning: A survey	73
Adaptive online continual multi-view learning	73
Large-scale group hierarchical DEMATEL method with automatic consensus reaching	73
Structure-aware multi-view image inpainting using dual consistency attention	73
Finding hate speech with auxiliary emotion detection from self-training multi-label learning perspective	72
Hyper-relational interaction modeling in multi-modal trajectory prediction for intelligent connected vehicles in smart cites	71
Cross-modal text and visual generation: A systematic review. Part 1: Image to text	71
Optimal resources allocation to support the consensus reaching in group decision making	70
Multi-source unsupervised domain adaptation for object detection	70
An adaptive consensus model for multi-criteria sorting under linguistic distribution group decision making considering decision-makers’ attitudes	69
Ensemble diverse hypotheses and knowledge distillation for unsupervised cross-subject adaptation	69
A survey on uncertainty reasoning and quantification in belief theory and its application to deep learning	69
Self-supervised learning-based multi-source spectral fusion for fruit quality evaluation: A case study in mango fruit ripeness prediction	68
IFIFusion: A independent feature information fusion model for surface defect detection	68
SIMFusion: A semantic information-guided modality-specific fusion network for MR Images	68
A deep multimodal network for multi-task trajectory prediction	68
Coupled adversarial learning for fusion classification of hyperspectral and LiDAR data	68
Artificial intelligence for cybersecurity: Literature review and future research directions	68
ADF-OCT: An advanced Assistive Diagnosis Framework for study-level macular optical coherence tomography	67
Multimodal research in vision and language: A review of current and emerging trends	67
TVT-Transformer: A Tactile-visual-textual fusion network for object recognition	67
Automatic speech recognition using advanced deep learning approaches: A survey	67
Modality translation-based multimodal sentiment analysis under uncertain missing modalities	67
SPICE-IT: Smart COVID-19 pandemic controlled eradication over NDN-IoT	66
Integrating imprecise data in generative models using interval-valued Variational Autoencoders	66
A quaternion-based sensor fusion approach using orthogonal observations from 9D inertial and magnetic information	66
Scheduler-based state estimation over multiple channels networks	66
EPMDroid: Efficient and privacy-preserving malware detection based on SGX through data fusion	65
Ask and Ye shall be Answered: Bayesian tag-based collaborative recommendation of trustworthy experts over time in community question answering	65
Knowledge representation and reasoning using interconnected uncertain rules for describing workflows in complex systems	65
Resolving multimodal ambiguity via knowledge-injection and ambiguity learning for multimodal sentiment analysis	64

Matrix decomposition approaches for mutual information approximation with applications to covariance intersection techniques	64
Human activity recognition using binary sensors: A systematic review	64
A multi-resolution fusion approach for human activity recognition from video data in tiny edge devices	64
Quantum entanglement and self-attention neural networks: An investigation into passengers and stops characteristics for optimal bus stop localization	64
A distributed evolutionary fuzzy system-based method for the fusion of descriptive emerging patterns in data streams	64
Zero-shot sim-to-real transfer using Siamese-Q-Based reinforcement learning	64
Distributed event-triggered fusion estimation for networked asynchronous multi-rate systems	64
PGA-DRL: Progressive graph attention-based deep reinforcement learning for recommender systems	63
ADFusion: Multi-modal adaptive deep fusion for cancer subtype prediction	62
Multimodal feature-wise co-attention method for visual question answering	62
Personalized trust incentive mechanisms with personality characteristics for minimum cost consensus in group decision making	62
Enhanced Minimum-Cost Consensus: Focusing on Overadjustment and Flexible Consensus Cost	62
Multi-modal detection of fetal movements using a wearable monitor	62
Dual-level Deep Evidential Fusion: Integrating multimodal information for enhanced reliable decision-making in deep learning	62
Multivariate multiscale dispersion Lempel–Ziv complexity for fault diagnosis of machinery with multiple channels	62
Deep reinforcement learning in agent-based simulations for optimal media planning	62
Democratic consensus reaching process for multi-person multi-criteria large scale decision making considering participants’ individual attributes and concerns	61
Decoupled variational retinex for reconstruction and fusion of underwater shallow depth-of-field image with parallax and moving objects	60
Privacy protection in intelligent vehicle networking: A novel federated learning algorithm based on information fusion	60
Sensor fusion algorithms for orientation tracking via magnetic and inertial measurement units: An experimental comparison survey	60
Mobile edge-enabled trust evaluation for the Internet of Things	60
Machine learning meets advanced robotic manipulation	59
Multi-view clustering via high-order bipartite graph fusion	59
From degrade to upgrade: Learning a self-supervised degradation guided adaptive network for blind remote sensing image super-resolution	58
SGDFormer: One-stage transformer-based architecture for cross-spectral stereo image guided denoising	58
Minimum information-loss transformations to support heterogeneous group decision making in a distributed linguistic context	58
Information loss challenges in surgical navigation systems: From information fusion to AI-based approaches	58
Intentional bounded rationality methodology to assess the quality of decision-making approaches with latent alternative performances	57
TC-GCN: Triple cross-attention and graph convolutional network for traffic forecasting	57
Embodied intelligence for 3D understanding: A survey on 3D Scene question answering	57
RGB-D Domain adaptive semantic segmentation with cross-modality feature recalibration	57
Multimodal sensor fusion models for real-time exercise repetition counting with IMU sensors and respiration data	57
FL-CTIF: A federated learning based CTI framework based on information fusion for secure IIoT	56
Multi-task multi-objective evolutionary network for hyperspectral image classification and pansharpening	56
Distilling implicit multimodal knowledge into large language models for zero-resource dialogue generation	56
MammoVLM: A generative large vision–language model for mammography-related diagnostic assistance	56
Dwarfism computer-aided diagnosis algorithm based on multimodal pyradiomics	56
LatentHSI: Restore hyperspectral images in a latent space	56
Information fusion for edge intelligence: A survey	56
Aggregating Ordinal Values Using A Measure Based Median	56
FD-TGCN: Fast and dynamic temporal graph convolution network for traffic flow prediction	56
Detecting Android malware: A multimodal fusion method with fine-grained feature	55
A novel Out-of-Distribution detection approach for Spiking Neural Networks: Design, fusion, performance evaluation and explainability	55
Human centric attention with deep multiscale feature fusion framework for activity recognition in Internet of Medical Things	55
Boosting urban prediction tasks with domain-sharing knowledge via meta-learning	55
Scalable unpaired multi-view clustering with Bipartite Graph Matching	55
A survey on graph embedding techniques for biomedical data: Methods and applications	54
Dynamic collaborative learning with heterogeneous knowledge transfer for long-tailed visual recognition	54
MGSFformer: A Multi-Granularity Spatiotemporal Fusion Transformer for air quality prediction	54
LFDT-Fusion: A latent feature-guided diffusion Transformer model for general image fusion	54
Diagnosis of brain diseases in fusion of neuroimaging modalities using deep learning: A review	54
SenCounter: Towards category-agnostic action counting in open sensor sequences	53
Fusing anomaly detection with false positive mitigation methodology for predictive maintenance under multivariate time series	53
NAPS Fusion: A framework to overcome experimental data limitations to predict human performance and cognitive task outcomes	53
Mining and reasoning of data uncertainty-induced imprecision in deep image classification	53
Explainable artificial intelligence and advanced feature selection methods for predicting gas concentration in longwall mining	53
Hierarchical global to local calibration for query-focused few-shot node classification	53
Private bipartite consensus control for multi-agent systems: A hierarchical differential privacy scheme	53
A multiview-slice feature fusion network for early diagnosis of Alzheimer’s disease with structural MRI images	52
A survey on occupancy perception for autonomous driving: The information fusion perspective	52
Enhancing few-sample spatio-temporal prediction via relational fusion-based hypergraph neural network	52
SAIRUS: Spatially-aware identification of risky users in social networks	52
Finger pinching and imagination classification: A fusion of CNN architectures for IoMT-enabled BCI applications	52
An intelligent fault diagnosis for machine maintenance using weighted soft-voting rule based multi-attention module with multi-scale information fusion	52
An interactively reinforced paradigm for joint infrared-visible image fusion and saliency object detection	51
IFNet: Data-driven multisensor estimate fusion with unknown correlation in sensor measurement noises	51
BEV-TinySpotter: A novel BEV perception method considering multi-dimensional feature fusion of small target	51
Deep learning in food category recognition	51
Towards haze removal with derived pseudo-label supervision from real-world non-aligned training data	51
A hypergraph-based hybrid graph convolutional network for intracity human activity intensity prediction and geographic relationship interpretation	50
Editorial Board	50
Hybrid multivariate time series prediction system fusing transfer entropy and local relative density	50
LG-Diff: Learning to follow local class-regional guidance for nearshore image cross-modality high-quality translation	50
An effective multi-source data fusion approach based on α-divergen	50
STGAFormer: Spatial–temporal Gated Attention Transformer based Graph Neural Network for traffic flow forecasting	50
CIECD: A novel context inconsistency elimination algorithm based on comprehensive conflict measure and dual-path structure	49
Survey of Landmark-based Indoor Positioning Technologies	49
Semi-supervised classification with pairwise constraints: A case study on animal identification from video	49
Correlation filter based single object tracking: A review	49
Editorial Board	49
A lightweight network for abdominal multi-organ segmentation based on multi-scale context fusion and dual self-attention	48
Deep learning-based low overlap point cloud registration for complex scenario: The review	48
Emotion detection for misinformation: A review	48
Multi-level multi-type self-generated knowledge fusion for cardiac ultrasound segmentation	48
The Krypteia ensemble: Designing classifier ensembles using an ancient Spartan military tradition	47
CaSE: Explaining Text Classifications by Fusion of Local Surrogate Explanation Models with Contextual and Semantic Knowledge	47
Decoupled cross-attribute correlation network for multimodal sentiment analysis	47
Multi-view evidential K-NN classification	47
LTFormer: A light-weight transformer-based self-supervised matching network for heterogeneous remote sensing images	47
Enhancing EEG signal analysis with geometry invariants for multichannel fusion	47
Exploring EEG and eye movement fusion for multi-class target RSVP-BCI	47
A distributed particle-PHD filter using arithmetic-average fusion of Gaussian mixture parameters	47
RuleCOSI+: Rule extraction for interpreting classification tree ensembles	46
ESVFL: Efficient and secure verifiable federated learning with privacy-preserving	45
A Multitask learning model for multimodal sarcasm, sentiment and emotion recognition in conversations	45