Information Fusion

Article	Citations
PALADIN: A process-based constraint language for data validation	1470
A comprehensive study on codebook-based feature fusion for gait recognition	861
Individual entity induced label concept set for classification: An information fusion viewpoint	638
Editorial Board	561
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Distributed multi-robot source term estimation with coverage control and information theoretic based coordination	466
Evidence evaluation in craniofacial superimposition using likelihood ratios	454
Comprehensive Botnet Detection by Mitigating Adversarial Attacks, Navigating the Subtleties of Perturbation Distances and Fortifying Predictions with Conformal Layers	428
Artificial intelligence-based suicide prevention and prediction: A systematic review (2019–2023)	347
Fault stands out in contrast: Zero-shot diagnosis method based on dual-level contrastive fusion network for control moment gyroscopes predictive maintenance	340
A pipeline architecture for feature-based unsupervised clustering using multivariate time series from HPC jobs	330
KERMIT: Knowledge-EmpoweRed Model In harmful meme deTection	329
A non-parametric statistical inference framework for Deep Learning in current neuroimaging	316
HTTPS: Heterogeneous Transfer learning for spliT Prediction System evaluated on healthcare data	313
Pay attention to doctor–patient dialogues: Multi-modal knowledge graph attention image-text embedding for COVID-19 diagnosis	283
QNMF: A quantum neural network based multimodal fusion system for intelligent diagnosis	253
Hyperparameter self-tuning for data streams	244
Pixel and region level information fusion in membership regularized fuzzy clustering for image segmentation	230
CSWin-UNet: Transformer UNet with cross-shaped windows for medical image segmentation	229
Editorial Board	220
A review of emerging research directions in Abstract Visual Reasoning	215
Supervised learning for more accurate state estimation fusion in IoT-based power systems	210
Color object classification using multi-channel Zernike moments-based rotation invariant bag-of-visual-words and deep convolutional neural networks	199
Editorial Board	196

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Hierarchical visual-semantic interaction for scene text recognition	187
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F-PENN— Forest path encoding for neural networks	181
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Software defined radio frequency sensing framework for Internet of Medical Things	174
Editorial Board	164
Sparse agent transformer for unified voxel and image feature extraction and fusion	164
Feature dynamic alignment and refinement for infrared–visible image fusion: Translation robust fusion	158
Multi-modal multi-task feature fusion for RGBT tracking	158
Robust minimum cost consensus models with various individual preference scenarios under unit adjustment cost uncertainty	154
Zero-shot stance detection based on multi-perspective transferable feature fusion	153
Towards facial micro-expression detection and classification using modified multimodal ensemble learning approach	152
Resilient labeled multi-Bernoulli fusion with peer-to-peer sensor network	151
Global-local fusion based on adversarial sample generation for image-text matching	151
A hierarchical attention network integrating multi-scale relationship for drug response prediction	148
GA-GGD: Improving semantic discriminability in graph contrastive learning via Generative Adversarial Network	146
Heterogeneous relational reasoning in knowledge graphs with reinforcement learning	143
A multi-view-based noise correction algorithm for crowdsourcing learning	142
Probabilistic observation model correction using non-Gaussian belief fusion	142
Lightweight and smart data fusion approaches for wearable devices of the Internet of Medical Things	139
Do the best of all together: Hierarchical spatial-frequency fusion transformers for animal re-identification	137
Breaking through clouds: A hierarchical fusion network empowered by dual-domain cross-modality interactive attention for cloud-free image reconstruction	136
Shared contents alignment across multiple granularities for robust SAR-optical image matching	134
Multi-modality MRI fusion with patch complementary pre-training for internet of medical things-based smart healthcare	134
A novel multi-criteria conflict evidence combination method and its application to pattern recognition	131
Decoupling semantic and localization for semantic segmentation via magnitude-aware and phase-sensitive learning	131
Discovering common information in multi-view data	131
Spatiotemporal gated traffic trajectory simulation with semantic-aware graph learning	130
A coupled-GAN architecture to fuse MRI and PET image features for multi-stage classification of Alzheimer’s disease	129
Listen as you wish: Fusion of audio and text for cross-modal event detection in smart cities	126
Prediction consistency regularization for Generalized Category Discovery	125
Non-informative noise-enhanced stochastic neural networks for improving adversarial robustness	125
Multi-fuzzy β-covering fusion based accuracy and self-information	122
Distributed credible evidence fusion with privacy-preserving	120
Multi-valued verification of commitment systems with uncertainty and inconsistency in multi-source data settings	116
Multi-modal visual tracking based on textual generation	110
IoT-FAR: A multi-sensor fusion approach for IoT-based firefighting activity recognition	110
Evidential dissonance measure in robust multi-view classification to resist adversarial attack	110
Interest-driven community detection on attributed heterogeneous information networks	110
A Contemporary Survey on Multisource Information Fusion for Smart Sustainable Cities: Emerging Trends and Persistent Challenges	109
Prompt-guided image color aesthetics assessment: Models, datasets and benchmarks	106
Unsupervised multi-view graph representation learning with dual weight-net	103
Dual hypergraphs with feature weighted and latent space learning for the diagnosis of Alzheimer’s disease	103
Deep-TCP: Multi-source data fusion for deep learning-powered tropical cyclone intensity prediction to enhance urban sustainability	100
Self-improved multi-view interactive knowledge transfer	98
Efficient analysis of deep neural networks for vision via biologically-inspired receptive field angles: An in-depth survey	98
Credibility-based multi-sensor fusion for non-Gaussian conversion error mitigation	98
Graph refinement and consistency self-supervision for tensorized incomplete multi-view clustering	98

The bi-level consensus model with dual social networks for group decision making	98
Adversarial robust image processing in medical digital twin	97
Multi-body sensor data fusion to evaluate the hippotherapy for motor ability improvement in children with cerebral palsy	96
Fusing functional connectivity with network nodal information for sparse network pattern learning of functional brain networks	94
A Synchronous Holo-Balancing Method for Flexible Rotors Based on the Modified Initial Phase Vector	93
Position estimation in indoor using networked GNSS sensors and a range-azimuth sensor	88
QAPP: A quality-aware and privacy-preserving medical image release scheme	86
A sensor fusion approach to MARG module orientation estimation for a real-time hand tracking application	86
Integrated MPCAM: Multi-PSF learning for large depth-of-field computational imaging	85
Angular contrastive distillation driven self-supervised scanner independent screening and grading of retinopathy	80
Sleep posture one-shot learning framework based on extremity joint kinematics: In-silico and in-vivo case studies	79
Large-scale group consensus hybrid strategies with three-dimensional clustering optimisation based on normal cloud models	78
Non-readily identifiable data collaboration analysis for multiple datasets including personal information	77
Bi-level ensemble method for unsupervised feature selection	77
A framework for generalized monotonicity of fusion functions	77
Bilingual word embedding fusion for robust unsupervised bilingual lexicon induction	76
Multiscale spatial–spectral transformer network for hyperspectral and multispectral image fusion	76
Smooth representation learning from multi-view data	75
Few-shot multi-view object classification via dual augmentation network	74
Multi-correntropy fusion based fuzzy system for predicting DNA N4-methylcytosine sites	74
Multiple kernel clustering with local kernel reconstruction and global heat diffusion	72
SDMP: A secure detector for epidemic disease file based on DNN	72
Binlets: Data fusion-aware denoising enables accurate and unbiased quantification of multichannel signals	72
A fusion method for multi-valued data	72
Efficient lower layers parameter decoupling personalized federated learning method of facial expression recognition for home care robots	71
Detecting communities with multiple topics in attributed networks via self-supervised adaptive graph convolutional network	70
Bi-stream graph learning based multimodal fusion for emotion recognition in conversation	70
Multi-task oriented diffusion model for mortality prediction in shock patients with incomplete data	70
FAST-CA: Fusion-based Adaptive Spatial–Temporal Learning with Coupled Attention for airport network delay propagation prediction	69
Adversarial attacks on GAN-based image fusion	69
Self-supervised spatial–temporal transformer fusion based federated framework for 4D cardiovascular image segmentation	69
Leveraging a self-adaptive mean teacher model for semi-supervised multi-exposure image fusion	69
Uncertainty-aware incomplete multimodal fusion for few-shot Central Retinal Artery Occlusion classification	68
Multi-view Incremental Discriminant Analysis	68
Fairness concern: An equilibrium mechanism for consensus-reaching game in group decision-making	68
Personalized fuzzy semantic model of PHFLTS: Application to linguistic group decision making	66
Joint Semantic Segmentation using representations of LiDAR point clouds and camera images	66
Soft labelling based on triangular distributions for ordinal classification	65
A novel multimodal fusion network based on a joint-coding model for lane line segmentation	65
A tensor-network-based big data fusion framework for Cyber–Physical–Social Systems (CPSS)	65
Polyp-Mamba: A Hybrid Multi-Frequency Perception Gated Selection Network for polyp segmentation	64
DSEM-NeRF: Multimodal feature fusion and global–local attention for enhanced 3D scene reconstruction	64
WaterHE-NeRF: Water-ray matching neural radiance fields for underwater scene reconstruction	64
Gesture recognition with adaptive-weight-based residual MultiheadCrossAttention fusion based on multi-level feature information	62
Hyperspectral and multispectral image fusion: When model-driven meet data-driven strategies	62
Mid-Net: Rethinking efficient network architectures for small-sample vascular segmentation	62
Hybrid Architectures Ensemble Learning for pseudo-label refinement in semi-supervised segmentation	62
Flare-aware cross-modal enhancement network for multi-spectral vehicle Re-identification	62
Opinion Evolution Model for Online Reviews from the Perspective of Value Co-creation	61
FedCPD: Addressing label distribution skew in federated learning with class proxy decoupling and proxy regularization	61
Triple-modality interaction for deepfake detection on zero-shot identity	61
Editorial Board	61
Multi-view class incremental learning	61
Towards investigating influencers in complex social networks using electric potential concept from a centrality perspective	61
Learning a 3D-CNN and Transformer prior for hyperspectral image super-resolution	61
Sustainable transparency on recommender systems: Bayesian ranking of images for explainability	60
Learning emotional prompt features with multiple views for visual emotion analysis	59
Federated learning enabled graph convolutional autoencoder and factorization machine for potential friendship prediction in social networks	59
Data fabric and digital twins: An integrated approach for data fusion design and evaluation of pervasive systems	59
Towards multi-modal causability with Graph Neural Networks enabling information fusion for explainable AI	58
Multimodal pedestrian detection using metaheuristics with deep convolutional neural network in crowded scenes	58
EnHAT — Synergy of a tree-based Ensemble with Hoeffding Adaptive Tree for dynamic data streams mining	58
Cross-view Graph Matching Guided Anchor Alignment for Incomplete Multi-view Clustering	57
Exploiting feature multi-correlations for multilabel feature selection in robust multi-neighborhood fuzzy	57
A preference-approval structure-based non-additive three-way group consensus decision-making approach for medical diagnosis	57
MultiBEATS: Blocks of eigenvalues algorithm for multivariate time series dimensionality reduction	56
A graph neural approach for group recommendation system based on pairwise preferences	56
An information fusion based approach to context-based fine-tuning of GPT models	56
Adapt and explore: Multimodal mixup for representation learning	56
Pan-sharpening via conditional invertible neural network	56
ADRNet-S*: Asymmetric depth registration network via contrastive knowledge distillation for RGB-D mirror segmentation	55
Exploiting game equilibrium mechanisms towards social trust-based group consensus reaching	55
Exploring the balance between interpretability and performance with carefully designed constrainable Neural Additive Models	55
Multi-modal bioelectrical signal fusion analysis based on different acquisition devices and scene settings: Overview, challenges, and novel orientation	55
Review of pixel-level remote sensing image fusion based on deep learning	55
Towards zero-shot object counting via deep spatial prior cross-modality fusion	55
Identifying user geolocation with Hierarchical Graph Neural Networks and explainable fusion	55
Supervised-unsupervised combined deep convolutional neural networks for high-fidelity pansharpening	55
Fusion of multivariate EEG signals for schizophrenia detection using CNN and machine learning techniques	54
An adaptive group decision making framework: Individual and local world opinion based opinion dynamics	53

uLiDR: An inertial-assisted unmodulated visible light positioning system for smartphone-based pedestrian navigation	53
CS2Fusion: Cont	53
EHR-KnowGen: Knowledge-enhanced multimodal learning for disease diagnosis generation	53
Addressing data scarcity in protein fitness landscape analysis: A study on semi-supervised and deep transfer learning techniques	53
Co-segmentation assisted cross-modality person re-identification	52
Reciprocal transformer for hyperspectral and multispectral image fusion	52
Causal knowledge fusion for 3D cross-modality cardiac image segmentation	52
Spectrum-image dual-modality fusion empowered accurate and efficient classification system for traditional Chinese medicine	52
Hierarchical relationship modeling in multi-agent reinforcement learning for mixed cooperative–competitive environments	51
Analysis of the influence of trust in opposing opinions: An inclusiveness-degree based Signed Deffuant–Weisbush model	51
Fixed-time synchronization of delayed dynamic networks: Average aperiodic intermittent control interval approach	51
A reputation-based trust evaluation model in group decision-making framework	51
Radar sensor network resource allocation for fused target tracking: A brief review	51
Characteristic evaluation via multi-sensor information fusion strategy for spherical underwater robots	51
Representation learning for knowledge fusion and reasoning in Cyber–Physical–Social Systems: Survey and perspectives	50
Multi-sensor integrated navigation/positioning systems using data fusion: From analytics-based to learning-based approaches	50
Multilevel feature encoder for transfer learning-based fault detection on acoustic signal	50
Lightweight image super-resolution based on deep learning: State-of-the-art and future directions	50
A multi-source domain information fusion network for rotating machinery fault diagnosis under variable operating conditions	50
FedCCL: Federated dual-clustered feature contrast under domain heterogeneity	49
Evaluation of uncertainty quantification methods in multi-label classification: A case study with automatic diagnosis of electrocardiogram	49
Scalable data fusion via a scale-based hierarchical framework: Adapting to multi-source and multi-scale scenarios	48
NCGLF2: Network	48
Knowledge-enhanced event relation extraction via event ontology prompt	48
Has multimodal learning delivered universal intelligence in healthcare? A comprehensive survey	48
A public and large-scale expert information fusion method and its application: Mining public opinion via sentiment analysis and measuring public dynamic reliability	48
Fed-Inforce-Fusion: A federated reinforcement-based fusion model for security and privacy protection of IoMT networks against cyber-attacks	48
A novel deep learning approach using blurring image techniques for Bluetooth-based indoor localisation	48
Multimodal Co-learning: Challenges, applications with datasets, recent advances and future directions	48
An infrared and visible image fusion method based on multi-scale transformation and norm optimization	47
A theoretical and practical survey of image fusion methods for multispectral pansharpening	47
Deep learning for brain age estimation: A systematic review	47
3D Human Pose Estimation from multi-view thermal vision sensors	47
Medical image segmentation using deep semantic-based methods: A review of techniques, applications and emerging trends	47
Multi-level information fusion with motion constraints: Key to achieve high-precision gait analysis using low-cost inertial sensors	47
Transformer-based vision-language alignment for robot navigation and question answering	47
Multi-view human pose and shape estimation via mesh-aligned voxel interpolation	47
The fractal dimension of complex networks: A review	47
Artificial intelligence for production, operations and logistics management in modular construction industry: A systematic literature review	46
Visual attention methods in deep learning: An in-depth survey	46
Conflict analysis based on a novel three-way decisions graph model for conflict resolution method under hesitant fuzzy environment	46
EMFusion: An unsupervised enhanced medical image fusion network	45
Classical dynamic consensus and opinion dynamics models: A survey of recent trends and methodologies	45
XEdgeAI: A human-centered industrial inspection framework with data-centric Explainable Edge AI approach	45
Epilepsy detection in 121 patient populations using hypercube pattern from EEG signals	45
Semi-supervised clustering with two types of background knowledge: Fusing pairwise constraints and monotonicity constraints	45
Anchor-based multi-view subspace clustering with hierarchical feature descent	44
Multimodal Aspect-Based Sentiment Analysis: A survey of tasks, methods, challenges and future directions	44
MFGAD: Multi-fuzzy granules anomaly detection	44
Local feature matching using deep learning: A survey	44
Incomplete multi-view clustering via structure exploration and missing-view inference	44
2D–3D Geometric Fusion network using Multi-Neighbourhood Graph Convolution for RGB-D indoor scene classification	44
AOBERT: All-modalities-in-One BERT for multimodal sentiment analysis	44
Multimodal and multicontrast image fusion via deep generative models	44
PIAFusion: A progressive infrared and visible image fusion network based on illumination aware	44
Multitask deep label distribution learning for blood pressure prediction	43
Exploration in deep reinforcement learning: A survey	43
CLEVR-XAI: A benchmark dataset for the ground truth evaluation of neural network explanations	43
Fusion social network and regret theory for a consensus model with minority opinions in large-scale group decision making	43
Intelligent layout generation based on deep generative models: A comprehensive survey	43
A review of Hidden Markov models and Recurrent Neural Networks for event detection and localization in biomedical signals	43
Improving aspect-based sentiment analysis with Knowledge-aware Dependency Graph Network	43
Aspect-level sentiment analysis: A survey of graph convolutional network methods	43
Image dehazing via enhancement, restoration, and fusion: A survey	43
Rethinking multi-exposure image fusion with extreme and diverse exposure levels: A robust framework based on Fourier transform and contrastive learning	43
SFGCN: Synergetic fusion-based graph convolutional networks approach for link prediction in social networks	43
Performance assessment of a system for reasoning under uncertainty	41
An overview of granular computing in decision-making: Extensions, applications, and challenges	41
Review of multimodal machine learning approaches in healthcare	41
SENSE: Hyperspectral video object tracker via fusing material and motion cues	41
Hybrid deep learning models for traffic prediction in large-scale road networks	40
Data-driven stock forecasting models based on neural networks: A review	40
DMRFNet: Deep Multimodal Reasoning and Fusion for Visual Question Answering and explanation generation	40
Long sequence time-series forecasting with deep learning: A survey	40
Hierarchical multimodal-fusion of physiological signals for emotion recognition with scenario adaption and contrastive alignment	39
Transformer-based multimodal change detection with multitask consistency constraints	39
Multi-level feature fusion for multimodal human activity recognition in Internet of Healthcare Things	39
Survey on data fusion approaches for fall-detection	39
Hierarchical spatio-temporal graph ODE networks for traffic forecasting	39
Multi-level Graph Memory Network Cluster Convolutional Recurrent Network for traffic forecasting	39
Notions of explainability and evaluation approaches for explainable artificial intelligence	39
Multi-sensor information fusion based on machine learning for real applications in human activity recognition: State-of-the-art and research challenges	39
ViTMatte: Boosting image matting with pre-trained plain vision transformers	38
A privacy-aware framework for detecting cyber attacks on internet of medical things systems using data fusion and quantum deep learning	38
Multi-task learning with Multi-view Weighted Fusion Attention for artery-specific calcification analysis	38
Large-scale aerial scene perception based on self-supervised multi-view stereo via cycled generative adversarial network	37
Large-group failure mode and effects analysis for risk management of angle grinders in the construction industry	37
Multi-view graph imputation network	37
Stain normalization methods for histopathology image analysis: A comprehensive review and experimental comparison	37
Connecting the dots in trustworthy Artificial Intelligence: From AI principles, ethics, and key requirements to responsible AI systems and regulation	37
A systematic review on multi-criteria group decision-making methods based on weights: Analysis and classification scheme	37
Beyond explaining: Opportunities and challenges of XAI-based model improvement	37
DPSG: Dynamic Propagation Social Graphs for multi-modal fake news detection	37
Bringing vision to climate: A hierarchical model for water depth monitoring in headwater streams	36
Editorial Board	36