Information Fusion

Papers
(The H4-Index of Information Fusion is 84. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2021-04-01 to 2025-04-01.)
ArticleCitations
PALADIN: A process-based constraint language for data validation1470
A comprehensive study on codebook-based feature fusion for gait recognition861
Individual entity induced label concept set for classification: An information fusion viewpoint638
Editorial Board561
Editorial Board531
Editorial Board484
Distributed multi-robot source term estimation with coverage control and information theoretic based coordination466
Evidence evaluation in craniofacial superimposition using likelihood ratios454
Comprehensive Botnet Detection by Mitigating Adversarial Attacks, Navigating the Subtleties of Perturbation Distances and Fortifying Predictions with Conformal Layers428
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 maintenance340
A pipeline architecture for feature-based unsupervised clustering using multivariate time series from HPC jobs330
KERMIT: Knowledge-EmpoweRed Model In harmful meme deTection329
A non-parametric statistical inference framework for Deep Learning in current neuroimaging316
HTTPS: Heterogeneous Transfer learning for spliT Prediction System evaluated on healthcare data313
Pay attention to doctor–patient dialogues: Multi-modal knowledge graph attention image-text embedding for COVID-19 diagnosis283
QNMF: A quantum neural network based multimodal fusion system for intelligent diagnosis253
Hyperparameter self-tuning for data streams244
Pixel and region level information fusion in membership regularized fuzzy clustering for image segmentation230
CSWin-UNet: Transformer UNet with cross-shaped windows for medical image segmentation229
Editorial Board220
A review of emerging research directions in Abstract Visual Reasoning215
Supervised learning for more accurate state estimation fusion in IoT-based power systems210
Color object classification using multi-channel Zernike moments-based rotation invariant bag-of-visual-words and deep convolutional neural networks199
Editorial Board196
Editorial Board193
Hierarchical visual-semantic interaction for scene text recognition187
Editorial Board186
F-PENN— Forest path encoding for neural networks181
Editorial Board181
Editorial Board175
Software defined radio frequency sensing framework for Internet of Medical Things174
Sparse agent transformer for unified voxel and image feature extraction and fusion164
Editorial Board164
Feature dynamic alignment and refinement for infrared–visible image fusion: Translation robust fusion158
Multi-modal multi-task feature fusion for RGBT tracking158
Robust minimum cost consensus models with various individual preference scenarios under unit adjustment cost uncertainty154
Zero-shot stance detection based on multi-perspective transferable feature fusion153
Towards facial micro-expression detection and classification using modified multimodal ensemble learning approach152
Global-local fusion based on adversarial sample generation for image-text matching151
Resilient labeled multi-Bernoulli fusion with peer-to-peer sensor network151
A hierarchical attention network integrating multi-scale relationship for drug response prediction148
GA-GGD: Improving semantic discriminability in graph contrastive learning via Generative Adversarial Network146
Heterogeneous relational reasoning in knowledge graphs with reinforcement learning143
Probabilistic observation model correction using non-Gaussian belief fusion142
A multi-view-based noise correction algorithm for crowdsourcing learning142
Lightweight and smart data fusion approaches for wearable devices of the Internet of Medical Things139
Do the best of all together: Hierarchical spatial-frequency fusion transformers for animal re-identification137
Breaking through clouds: A hierarchical fusion network empowered by dual-domain cross-modality interactive attention for cloud-free image reconstruction136
Shared contents alignment across multiple granularities for robust SAR-optical image matching134
Multi-modality MRI fusion with patch complementary pre-training for internet of medical things-based smart healthcare134
Decoupling semantic and localization for semantic segmentation via magnitude-aware and phase-sensitive learning131
Discovering common information in multi-view data131
A novel multi-criteria conflict evidence combination method and its application to pattern recognition131
Spatiotemporal gated traffic trajectory simulation with semantic-aware graph learning130
A coupled-GAN architecture to fuse MRI and PET image features for multi-stage classification of Alzheimer’s disease129
Listen as you wish: Fusion of audio and text for cross-modal event detection in smart cities126
Non-informative noise-enhanced stochastic neural networks for improving adversarial robustness125
Prediction consistency regularization for Generalized Category Discovery125
Multi-fuzzy β-covering fusion based accuracy and self-information 122
Distributed credible evidence fusion with privacy-preserving120
Multi-valued verification of commitment systems with uncertainty and inconsistency in multi-source data settings116
Evidential dissonance measure in robust multi-view classification to resist adversarial attack110
Interest-driven community detection on attributed heterogeneous information networks110
Multi-modal visual tracking based on textual generation110
IoT-FAR: A multi-sensor fusion approach for IoT-based firefighting activity recognition110
A Contemporary Survey on Multisource Information Fusion for Smart Sustainable Cities: Emerging Trends and Persistent Challenges109
Prompt-guided image color aesthetics assessment: Models, datasets and benchmarks106
Dual hypergraphs with feature weighted and latent space learning for the diagnosis of Alzheimer’s disease103
Unsupervised multi-view graph representation learning with dual weight-net103
Deep-TCP: Multi-source data fusion for deep learning-powered tropical cyclone intensity prediction to enhance urban sustainability100
Graph refinement and consistency self-supervision for tensorized incomplete multi-view clustering98
The bi-level consensus model with dual social networks for group decision making98
Self-improved multi-view interactive knowledge transfer98
Efficient analysis of deep neural networks for vision via biologically-inspired receptive field angles: An in-depth survey98
Credibility-based multi-sensor fusion for non-Gaussian conversion error mitigation98
Adversarial robust image processing in medical digital twin97
Multi-body sensor data fusion to evaluate the hippotherapy for motor ability improvement in children with cerebral palsy96
Fusing functional connectivity with network nodal information for sparse network pattern learning of functional brain networks94
A Synchronous Holo-Balancing Method for Flexible Rotors Based on the Modified Initial Phase Vector93
Position estimation in indoor using networked GNSS sensors and a range-azimuth sensor88
QAPP: A quality-aware and privacy-preserving medical image release scheme86
A sensor fusion approach to MARG module orientation estimation for a real-time hand tracking application86
Integrated MPCAM: Multi-PSF learning for large depth-of-field computational imaging85
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