| 1 | Explainable Artificial Intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AI | Information Fusion | 2020 | 6,803 |
| 2 | A review of uncertainty quantification in deep learning: Techniques, applications and challenges | Information Fusion | 2021 | 1,918 |
| 3 | FusionGAN: A generative adversarial network for infrared and visible image fusion | Information Fusion | 2019 | 1,830 |
| 4 | Multisensor data fusion: A review of the state-of-the-art | Information Fusion | 2013 | 1,683 |
| 5 | Infrared and visible image fusion methods and applications: A survey | Information Fusion | 2019 | 1,405 |
| 6 | Tabular data: Deep learning is not all you need | Information Fusion | 2022 | 1,359 |
| 7 | A general framework for image fusion based on multi-scale transform and sparse representation | Information Fusion | 2015 | 1,337 |
| 8 | A review of affective computing: From unimodal analysis to multimodal fusion | Information Fusion | 2017 | 1,254 |
| 9 | IFCNN: A general image fusion framework based on convolutional neural network | Information Fusion | 2020 | 1,219 |
| 10 | Multi-focus image fusion with a deep convolutional neural network | Information Fusion | 2017 | 1,165 |
| 11 | Pixel-level image fusion: A survey of the state of the art | Information Fusion | 2017 | 1,117 |
| 12 | Explainable Artificial Intelligence (XAI): What we know and what is left to attain Trustworthy Artificial Intelligence | Information Fusion | 2023 | 1,063 |
| 13 | Infrared and visible image fusion via gradient transfer and total variation minimization | Information Fusion | 2016 | 1,032 |
| 14 | A survey on deep learning for big data | Information Fusion | 2018 | 1,008 |
| 15 | RFN-Nest: An end-to-end residual fusion network for infrared and visible images | Information Fusion | 2021 | 904 |
| 16 | Ensemble learning for data stream analysis: A survey | Information Fusion | 2017 | 899 |
| 17 | A new image fusion performance metric based on visual information fidelity | Information Fusion | 2013 | 896 |
| 18 | Diversity creation methods: a survey and categorisation | Information Fusion | 2005 | 853 |
| 19 | Multi-view learning overview: Recent progress and new challenges | Information Fusion | 2017 | 840 |
| 20 | A new look at IHS-like image fusion methods | Information Fusion | 2001 | 833 |
| 21 | Medical image fusion: A survey of the state of the art | Information Fusion | 2014 | 831 |
| 22 | A survey of multiple classifier systems as hybrid systems | Information Fusion | 2014 | 826 |
| 23 | Image fusion in the loop of high-level vision tasks: A semantic-aware real-time infrared and visible image fusion network | Information Fusion | 2022 | 822 |
| 24 | Pixel- and region-based image fusion with complex wavelets | Information Fusion | 2007 | 818 |
| 25 | Deepfakes and beyond: A Survey of face manipulation and fake detection | Information Fusion | 2020 | 817 |
| 26 | Multi-sensor fusion in body sensor networks: State-of-the-art and research challenges | Information Fusion | 2017 | 816 |
| 27 | A new distance between two bodies of evidence | Information Fusion | 2001 | 810 |
| 28 | PIAFusion: A progressive infrared and visible image fusion network based on illumination aware | Information Fusion | 2022 | 782 |
| 29 | A review of remote sensing image fusion methods | Information Fusion | 2016 | 742 |
| 30 | Remote sensing image fusion using the curvelet transform | Information Fusion | 2007 | 733 |
| 31 | Social big data: Recent achievements and new challenges | Information Fusion | 2016 | 724 |
| 32 | A general framework for multiresolution image fusion: from pixels to regions | Information Fusion | 2003 | 722 |
| 33 | A smart healthcare monitoring system for heart disease prediction based on ensemble deep learning and feature fusion | Information Fusion | 2020 | 673 |
| 34 | Image fusion meets deep learning: A survey and perspective | Information Fusion | 2021 | 669 |
| 35 | A review of soft consensus models in a fuzzy environment | Information Fusion | 2014 | 664 |
| 36 | Emotion recognition using multi-modal data and machine learning techniques: A tutorial and review | Information Fusion | 2020 | 661 |
| 37 | Deep learning for pixel-level image fusion: Recent advances and future prospects | Information Fusion | 2018 | 641 |
| 38 | Machine learning algorithms for wireless sensor networks: A survey | Information Fusion | 2019 | 610 |
| 39 | Unbox the black-box for the medical explainable AI via multi-modal and multi-centre data fusion: A mini-review, two showcases and beyond | Information Fusion | 2022 | 589 |
| 40 | Multi-sensor information fusion based on machine learning for real applications in human activity recognition: State-of-the-art and research challenges | Information Fusion | 2022 | 583 |
| 41 | Multimodal sentiment analysis: A systematic review of history, datasets, multimodal fusion methods, applications, challenges and future directions | Information Fusion | 2023 | 563 |
| 42 | Performance comparison of different multi-resolution transforms for image fusion | Information Fusion | 2011 | 554 |
| 43 | Classifier selection for majority voting | Information Fusion | 2005 | 549 |
| 44 | Consistency and consensus measures for linguistic preference relations based on distribution assessments | Information Fusion | 2014 | 546 |
| 45 | Multi-sensor data fusion based on the belief divergence measure of evidences and the belief entropy | Information Fusion | 2019 | 540 |
| 46 | A survey on machine learning for data fusion | Information Fusion | 2020 | 528 |
| 47 | Machine learning for integrating data in biology and medicine: Principles, practice, and opportunities | Information Fusion | 2019 | 525 |
| 48 | Data fusion and machine learning for industrial prognosis: Trends and perspectives towards Industry 4.0 | Information Fusion | 2019 | 519 |
| 49 | Image fusion: Advances in the state of the art | Information Fusion | 2007 | 515 |
| 50 | A systematic review of trustworthy and explainable artificial intelligence in healthcare: Assessment of quality, bias risk, and data fusion | Information Fusion | 2023 | 515 |
