Information Fusion

Article	Citations
Epilepsy detection in 121 patient populations using hypercube pattern from EEG signals	1363
Addressing data scarcity in protein fitness landscape analysis: A study on semi-supervised and deep transfer learning techniques	705
PALADIN: A process-based constraint language for data validation	541
Co-segmentation assisted cross-modality person re-identification	479
A comprehensive study on codebook-based feature fusion for gait recognition	452
A systematic review on multi-criteria group decision-making methods based on weights: Analysis and classification scheme	430
Fed-Inforce-Fusion: A federated reinforcement-based fusion model for security and privacy protection of IoMT networks against cyber-attacks	417
Learning emotional prompt features with multiple views for visual emotion analysis	391
Editorial Board	389
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Editorial Board	309
Individual entity induced label concept set for classification: An information fusion viewpoint	286
Conflict analysis based on a novel three-way decisions graph model for conflict resolution method under hesitant fuzzy environment	276
A preference-approval structure-based non-additive three-way group consensus decision-making approach for medical diagnosis	271
Classical dynamic consensus and opinion dynamics models: A survey of recent trends and methodologies	269
Distributed multi-robot source term estimation with coverage control and information theoretic based coordination	267
Evidence evaluation in craniofacial superimposition using likelihood ratios	262
Towards zero-shot object counting via deep spatial prior cross-modality fusion	246
Comprehensive Botnet Detection by Mitigating Adversarial Attacks, Navigating the Subtleties of Perturbation Distances and Fortifying Predictions with Conformal Layers	225
Artificial intelligence-based suicide prevention and prediction: A systematic review (2019–2023)	219
Fault stands out in contrast: Zero-shot diagnosis method based on dual-level contrastive fusion network for control moment gyroscopes predictive maintenance	195
Survey on data fusion approaches for fall-detection	194
SFGCN: Synergetic fusion-based graph convolutional networks approach for link prediction in social networks	188
Multi-sensor integrated navigation/positioning systems using data fusion: From analytics-based to learning-based approaches	179
A reputation-based trust evaluation model in group decision-making framework	178

Multi-view Incremental Discriminant Analysis	178
Multi-modal bioelectrical signal fusion analysis based on different acquisition devices and scene settings: Overview, challenges, and novel orientation	176
A theoretical and practical survey of image fusion methods for multispectral pansharpening	176
EnHAT — Synergy of a tree-based Ensemble with Hoeffding Adaptive Tree for dynamic data streams mining	171
A tensor-network-based big data fusion framework for Cyber–Physical–Social Systems (CPSS)	170
Multitask deep label distribution learning for blood pressure prediction	168
Editorial Board	165
A review of emerging research directions in Abstract Visual Reasoning	162
Supervised learning for more accurate state estimation fusion in IoT-based power systems	155
Color object classification using multi-channel Zernike moments-based rotation invariant bag-of-visual-words and deep convolutional neural networks	153
Editorial Board	150
Editorial Board	148
Hierarchical visual-semantic interaction for scene text recognition	144
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Editorial Board	139
F-PENN— Forest path encoding for neural networks	137
Editorial Board	133
Software defined radio frequency sensing framework for Internet of Medical Things	133
MultiBEATS: Blocks of eigenvalues algorithm for multivariate time series dimensionality reduction	133
A graph neural approach for group recommendation system based on pairwise preferences	132
Editorial Board	131
Sparse agent transformer for unified voxel and image feature extraction and fusion	129
Feature dynamic alignment and refinement for infrared–visible image fusion: Translation robust fusion	125
Robust minimum cost consensus models with various individual preference scenarios under unit adjustment cost uncertainty	122
A novel deep learning approach using blurring image techniques for Bluetooth-based indoor localisation	122
A hierarchical attention network integrating multi-scale relationship for drug response prediction	121
Heterogeneous relational reasoning in knowledge graphs with reinforcement learning	117
GA-GGD: Improving semantic discriminability in graph contrastive learning via Generative Adversarial Network	117
The fractal dimension of complex networks: A review	116
Sustainable transparency on recommender systems: Bayesian ranking of images for explainability	111
Federated learning enabled graph convolutional autoencoder and factorization machine for potential friendship prediction in social networks	109
A multi-view-based noise correction algorithm for crowdsourcing learning	106
Probabilistic observation model correction using non-Gaussian belief fusion	104
A non-parametric statistical inference framework for Deep Learning in current neuroimaging	103
Fusion of multivariate EEG signals for schizophrenia detection using CNN and machine learning techniques	102
Lightweight and smart data fusion approaches for wearable devices of the Internet of Medical Things	101
Deep learning for brain age estimation: A systematic review	99
Multimodal Co-learning: Challenges, applications with datasets, recent advances and future directions	98
Do the best of all together: Hierarchical spatial-frequency fusion transformers for animal re-identification	96
uLiDR: An inertial-assisted unmodulated visible light positioning system for smartphone-based pedestrian navigation	95
Breaking through clouds: A hierarchical fusion network empowered by dual-domain cross-modality interactive attention for cloud-free image reconstruction	93
HTTPS: Heterogeneous Transfer learning for spliT Prediction System evaluated on healthcare data	93
A sensor fusion approach to MARG module orientation estimation for a real-time hand tracking application	91
Integrated MPCAM: Multi-PSF learning for large depth-of-field computational imaging	90
Medical image segmentation using deep semantic-based methods: A review of techniques, applications and emerging trends	90
Improving aspect-based sentiment analysis with Knowledge-aware Dependency Graph Network	89
A pipeline architecture for feature-based unsupervised clustering using multivariate time series from HPC jobs	89
Angular contrastive distillation driven self-supervised scanner independent screening and grading of retinopathy	89
Sleep posture one-shot learning framework based on extremity joint kinematics: In-silico and in-vivo case studies	87
Large-group failure mode and effects analysis for risk management of angle grinders in the construction industry	87

Multi-level feature fusion for multimodal human activity recognition in Internet of Healthcare Things	87
Aspect-level sentiment analysis: A survey of graph convolutional network methods	86
Large-scale group consensus hybrid strategies with three-dimensional clustering optimisation based on normal cloud models	85
Characteristic evaluation via multi-sensor information fusion strategy for spherical underwater robots	84
Non-readily identifiable data collaboration analysis for multiple datasets including personal information	78
Rethinking multi-exposure image fusion with extreme and diverse exposure levels: A robust framework based on Fourier transform and contrastive learning	77
MFGAD: Multi-fuzzy granules anomaly detection	77
Lightweight image super-resolution based on deep learning: State-of-the-art and future directions	76
A framework for generalized monotonicity of fusion functions	75
Multimodal pedestrian detection using metaheuristics with deep convolutional neural network in crowded scenes	75
Connecting the dots in trustworthy Artificial Intelligence: From AI principles, ethics, and key requirements to responsible AI systems and regulation	74
QNMF: A quantum neural network based multimodal fusion system for intelligent diagnosis	73
Bi-level ensemble method for unsupervised feature selection	70
Bilingual word embedding fusion for robust unsupervised bilingual lexicon induction	69
Multiscale spatial–spectral transformer network for hyperspectral and multispectral image fusion	69
An overview of granular computing in decision-making: Extensions, applications, and challenges	68
Intelligent layout generation based on deep generative models: A comprehensive survey	68
Learning a 3D-CNN and Transformer prior for hyperspectral image super-resolution	67
Smooth representation learning from multi-view data	67
Evaluation of uncertainty quantification methods in multi-label classification: A case study with automatic diagnosis of electrocardiogram	66
Knowledge-enhanced event relation extraction via event ontology prompt	66
Resilient labeled multi-Bernoulli fusion with peer-to-peer sensor network	65
Long sequence time-series forecasting with deep learning: A survey	64
Multi-view class incremental learning	64
Multi-correntropy fusion based fuzzy system for predicting DNA N4-methylcytosine sites	63
Fixed-time synchronization of delayed dynamic networks: Average aperiodic intermittent control interval approach	63
Few-shot multi-view object classification via dual augmentation network	63
Semi-supervised clustering with two types of background knowledge: Fusing pairwise constraints and monotonicity constraints	62
Binlets: Data fusion-aware denoising enables accurate and unbiased quantification of multichannel signals	62
Spectrum-image dual-modality fusion empowered accurate and efficient classification system for traditional Chinese medicine	62
Hierarchical multimodal-fusion of physiological signals for emotion recognition with scenario adaption and contrastive alignment	61
EHR-KnowGen: Knowledge-enhanced multimodal learning for disease diagnosis generation	61
Incomplete multi-view clustering via structure exploration and missing-view inference	61
Reciprocal transformer for hyperspectral and multispectral image fusion	60
Multiple kernel clustering with local kernel reconstruction and global heat diffusion	59
Efficient lower layers parameter decoupling personalized federated learning method of facial expression recognition for home care robots	58
Analysis of the influence of trust in opposing opinions: An inclusiveness-degree based Signed Deffuant–Weisbush model	58
Detecting communities with multiple topics in attributed networks via self-supervised adaptive graph convolutional network	57
NCGLF2: Network	57
Data fabric and digital twins: An integrated approach for data fusion design and evaluation of pervasive systems	57
3D Human Pose Estimation from multi-view thermal vision sensors	57
ViTMatte: Boosting image matting with pre-trained plain vision transformers	57
Multi-task oriented diffusion model for mortality prediction in shock patients with incomplete data	56
An information fusion based approach to context-based fine-tuning of GPT models	56
Hierarchical relationship modeling in multi-agent reinforcement learning for mixed cooperative–competitive environments	56
Multi-level Graph Memory Network Cluster Convolutional Recurrent Network for traffic forecasting	56
Shared contents alignment across multiple granularities for robust SAR-optical image matching	55
ADRNet-S*: Asymmetric depth registration network via contrastive knowledge distillation for RGB-D mirror segmentation	55
Bi-stream graph learning based multimodal fusion for emotion recognition in conversation	55
Multi-modality MRI fusion with patch complementary pre-training for internet of medical things-based smart healthcare	55
Adapt and explore: Multimodal mixup for representation learning	54
Decoupling semantic and localization for semantic segmentation via magnitude-aware and phase-sensitive learning	53
A novel multi-criteria conflict evidence combination method and its application to pattern recognition	53
Large-scale aerial scene perception based on self-supervised multi-view stereo via cycled generative adversarial network	53
Artificial intelligence for production, operations and logistics management in modular construction industry: A systematic literature review	52
Transformer-based multimodal change detection with multitask consistency constraints	52
FAST-CA: Fusion-based Adaptive Spatial–Temporal Learning with Coupled Attention for airport network delay propagation prediction	52
Spatiotemporal gated traffic trajectory simulation with semantic-aware graph learning	52
Discovering common information in multi-view data	52
Leveraging a self-adaptive mean teacher model for semi-supervised multi-exposure image fusion	52
Triple-modality interaction for deepfake detection on zero-shot identity	52
Zero-shot stance detection based on multi-perspective transferable feature fusion	52
Local feature matching using deep learning: A survey	51
A coupled-GAN architecture to fuse MRI and PET image features for multi-stage classification of Alzheimer’s disease	51
Transformer-based vision-language alignment for robot navigation and question answering	51
SENSE: Hyperspectral video object tracker via fusing material and motion cues	51
Towards investigating influencers in complex social networks using electric potential concept from a centrality perspective	50
Prediction consistency regularization for Generalized Category Discovery	49
Listen as you wish: Fusion of audio and text for cross-modal event detection in smart cities	49
Multi-fuzzy β-covering fusion based accuracy and self-information	49
Visual attention methods in deep learning: An in-depth survey	49
Multimodal Aspect-Based Sentiment Analysis: A survey of tasks, methods, challenges and future directions	49
Non-informative noise-enhanced stochastic neural networks for improving adversarial robustness	49
Multi-valued verification of commitment systems with uncertainty and inconsistency in multi-source data settings	48
Evidential dissonance measure in robust multi-view classification to resist adversarial attack	48
FedCPD: Addressing label distribution skew in federated learning with class proxy decoupling and proxy regularization	48
Distributed credible evidence fusion with privacy-preserving	48
Multi-view human pose and shape estimation via mesh-aligned voxel interpolation	47
Exploiting game equilibrium mechanisms towards social trust-based group consensus reaching	47
Multi-modal visual tracking based on textual generation	47

Interest-driven community detection on attributed heterogeneous information networks	47
IoT-FAR: A multi-sensor fusion approach for IoT-based firefighting activity recognition	47
CSWin-UNet: Transformer UNet with cross-shaped windows for medical image segmentation	47
Scalable data fusion via a scale-based hierarchical framework: Adapting to multi-source and multi-scale scenarios	46
A Contemporary Survey on Multisource Information Fusion for Smart Sustainable Cities: Emerging Trends and Persistent Challenges	46
Dual hypergraphs with feature weighted and latent space learning for the diagnosis of Alzheimer’s disease	45
Prompt-guided image color aesthetics assessment: Models, datasets and benchmarks	45
Unsupervised multi-view graph representation learning with dual weight-net	45
Hierarchical spatio-temporal graph ODE networks for traffic forecasting	45
Deep-TCP: Multi-source data fusion for deep learning-powered tropical cyclone intensity prediction to enhance urban sustainability	45
FedCCL: Federated dual-clustered feature contrast under domain heterogeneity	45
Self-improved multi-view interactive knowledge transfer	45
Review of multimodal machine learning approaches in healthcare	44
Adversarial robust image processing in medical digital twin	44
The bi-level consensus model with dual social networks for group decision making	44
SDMP: A secure detector for epidemic disease file based on DNN	44
Efficient analysis of deep neural networks for vision via biologically-inspired receptive field angles: An in-depth survey	44
Graph refinement and consistency self-supervision for tensorized incomplete multi-view clustering	44
Credibility-based multi-sensor fusion for non-Gaussian conversion error mitigation	44
An infrared and visible image fusion method based on multi-scale transformation and norm optimization	43
A novel approach to stance detection in social media tweets by fusing ranked lists and sentiments	43
A fusion method for multi-valued data	43
Fairness concern: An equilibrium mechanism for consensus-reaching game in group decision-making	42
Towards multi-modal causability with Graph Neural Networks enabling information fusion for explainable AI	42
A review of Hidden Markov models and Recurrent Neural Networks for event detection and localization in biomedical signals	41
Performance assessment of a system for reasoning under uncertainty	41
DMRFNet: Deep Multimodal Reasoning and Fusion for Visual Question Answering and explanation generation	41
Multi-body sensor data fusion to evaluate the hippotherapy for motor ability improvement in children with cerebral palsy	41
Multi-task learning with Multi-view Weighted Fusion Attention for artery-specific calcification analysis	41
Hyperparameter self-tuning for data streams	41
Fusing functional connectivity with network nodal information for sparse network pattern learning of functional brain networks	41
Identifying user geolocation with Hierarchical Graph Neural Networks and explainable fusion	41
2D–3D Geometric Fusion network using Multi-Neighbourhood Graph Convolution for RGB-D indoor scene classification	40
Multi-sensor information fusion based on machine learning for real applications in human activity recognition: State-of-the-art and research challenges	39
Pay attention to doctor–patient dialogues: Multi-modal knowledge graph attention image-text embedding for COVID-19 diagnosis	39
PIAFusion: A progressive infrared and visible image fusion network based on illumination aware	39
A Synchronous Holo-Balancing Method for Flexible Rotors Based on the Modified Initial Phase Vector	38
Multimodal and multicontrast image fusion via deep generative models	38
Supervised-unsupervised combined deep convolutional neural networks for high-fidelity pansharpening	38
CLEVR-XAI: A benchmark dataset for the ground truth evaluation of neural network explanations	38
EMFusion: An unsupervised enhanced medical image fusion network	38
Representation learning for knowledge fusion and reasoning in Cyber–Physical–Social Systems: Survey and perspectives	38
An adaptive group decision making framework: Individual and local world opinion based opinion dynamics	38
Exploration in deep reinforcement learning: A survey	38
Position estimation in indoor using networked GNSS sensors and a range-azimuth sensor	38
Opinion Evolution Model for Online Reviews from the Perspective of Value Co-creation	38
QAPP: A quality-aware and privacy-preserving medical image release scheme	37
Adversarial attacks on GAN-based image fusion	37
Image dehazing via enhancement, restoration, and fusion: A survey	37
AOBERT: All-modalities-in-One BERT for multimodal sentiment analysis	37
Exploring the balance between interpretability and performance with carefully designed constrainable Neural Additive Models	36
Self-supervised spatial–temporal transformer fusion based federated framework for 4D cardiovascular image segmentation	36
Uncertainty-aware incomplete multimodal fusion for few-shot Central Retinal Artery Occlusion classification	36
KERMIT: Knowledge-EmpoweRed Model In harmful meme deTection	36
Multi-modal multi-task feature fusion for RGBT tracking	35
Stain normalization methods for histopathology image analysis: A comprehensive review and experimental comparison	35
Hybrid deep learning models for traffic prediction in large-scale road networks	35
Causal knowledge fusion for 3D cross-modality cardiac image segmentation	35
CS2Fusion: Cont	35
A multi-source domain information fusion network for rotating machinery fault diagnosis under variable operating conditions	35
Radar sensor network resource allocation for fused target tracking: A brief review	35
Fusion social network and regret theory for a consensus model with minority opinions in large-scale group decision making	35
Soft labelling based on triangular distributions for ordinal classification	34
A novel multimodal fusion network based on a joint-coding model for lane line segmentation	34
Pan-sharpening via conditional invertible neural network	34
Review of pixel-level remote sensing image fusion based on deep learning	34
Personalized fuzzy semantic model of PHFLTS: Application to linguistic group decision making	34
Cross-view Graph Matching Guided Anchor Alignment for Incomplete Multi-view Clustering	34
Global-local fusion based on adversarial sample generation for image-text matching	34
Joint Semantic Segmentation using representations of LiDAR point clouds and camera images	34
Notions of explainability and evaluation approaches for explainable artificial intelligence	33
Polyp-Mamba: A Hybrid Multi-Frequency Perception Gated Selection Network for polyp segmentation	33
Exploiting feature multi-correlations for multilabel feature selection in robust multi-neighborhood fuzzy	33
Multi-level information fusion with motion constraints: Key to achieve high-precision gait analysis using low-cost inertial sensors	33
A privacy-aware framework for detecting cyber attacks on internet of medical things systems using data fusion and quantum deep learning	33
Towards facial micro-expression detection and classification using modified multimodal ensemble learning approach	33
A public and large-scale expert information fusion method and its application: Mining public opinion via sentiment analysis and measuring public dynamic reliability	33
Anchor-based multi-view subspace clustering with hierarchical feature descent	33
DSEM-NeRF: Multimodal feature fusion and global–local attention for enhanced 3D scene reconstruction	33
Mid-Net: Rethinking efficient network architectures for small-sample vascular segmentation	32
PCNet: A structure similarity enhancement method for multispectral and multimodal image registration	32
Data-driven stock forecasting models based on neural networks: A review	32
WaterHE-NeRF: Water-ray matching neural radiance fields for underwater scene reconstruction	32
Pixel and region level information fusion in membership regularized fuzzy clustering for image segmentation	32
A Transformer-based multi-modal fusion network for 6D pose estimation	32
Gesture recognition with adaptive-weight-based residual MultiheadCrossAttention fusion based on multi-level feature information	32
Beyond explaining: Opportunities and challenges of XAI-based model improvement	32
SK-MMFMNet: A multi-dimensional fusion network of remote sensing images and EEG signals for multi-scale marine target recognition	32
A survey of multimodal information fusion for smart healthcare: Mapping the journey from data to wisdom	31
Weighted adaptively ensemble clustering method based on fuzzy Co-association matrix	31
TFSFB: Two-stage feature selection via fusing fuzzy multi-neighborhood rough set with binary whale optimization for imbalanced data	31
Bringing vision to climate: A hierarchical model for water depth monitoring in headwater streams	31
FDiff-Fusion: Denoising diffusion fusion network based on fuzzy learning for 3D medical image segmentation	31
A novel federated multi-view clustering method for unaligned and incomplete data fusion	31
Editorial Board	31