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. 2024 Jun 27;14(7):5109–5130. doi: 10.21037/qims-24-67

Table 6. Clusters of the top 100 keywords.

Cluster Keyword Counts Rank
1 Super-resolution 697 1
1 Deep learning 205 2
1 MRI 197 3
1 Convolutional neural network 116 4
1 Generative adversarial networks 92 5
1 Super-resolution reconstruction 53 8
1 Medical imaging 49 11
1 CT 44 12
1 Compressed sensing 36 13
1 Sparse representation 33 19
1 Image segmentation 30 23
1 Image enhancement 25 27
1 Reconstruction 25 28
1 Machine learning 24 30
1 Image processing 20 34
1 Interpolation 19 36
1 COVID-19 18 37
1 Attention mechanism 17 40
1 Image registration 17 42
1 Optical coherence tomography 16 46
1 Resolution enhancement 16 47
1 Denoising 15 48
1 Image quality 15 51
1 Transfer learning 15 54
1 Artificial intelligence 13 59
1 Breast cancer 12 63
1 Single image super-resolution 12 67
1 Image fusion 11 70
1 Spatiotemporal encoding 10 83
1 Classification 9 85
1 Residual learning 9 88
1 Residual network 9 89
1 Transformer 9 91
2 Image reconstruction 89 6
2 Image resolution 31 21
2 PET 31 22
2 Training 25 29
2 Dictionary learning 20 32
2 Feature extraction 20 33
2 Motion correction 18 39
2 Image restoration 17 43
2 Inverse problems 17 44
2 Three-dimensional displays 17 45
2 Neural network 14 58
2 Image denoising 13 61
2 Medical image processing 12 66
2 Task analysis 11 75
2 Diseases 10 79
2 Medical diagnostic imaging 10 80
2 Generators 9 86
2 Convolution 8 94
2 Noise reduction 8 97
2 Unsupervised learning 8 100
3 Ultrasound imaging 51 9
3 Imaging 50 10
3 Ultrasound 36 15
3 Ultrasound localization microscopy 35 17
3 Microbubbles 32 20
3 Microscopy 30 24
3 Spatial resolution 27 26
3 Super-resolution ultrasound 20 35
3 Fluorescence 18 38
3 Biomedical imaging 17 41
3 Microvasculature 15 52
3 Resolution 15 53
3 Deconvolution 14 55
3 Cancer 11 69
3 Location awareness 11 71
3 Contrast-enhanced ultrasound 10 78
3 Optical imaging 10 81
3 Acoustics 9 84
3 Modulation transfer function 9 87
3 Transducers 8 99
4 Super-resolution microscopy 89 7
4 STED 36 14
4 Alzheimer's disease 35 16
4 Structured illumination microscopy 30 25
4 Fluorescence microscopy 15 50
4 Mitochondria 14 57
4 DSTORM 13 60
4 Electron microscopy 12 64
4 Synapse 12 68
4 Nanoparticles 11 72
4 Neurodegeneration 11 73
4 Protein aggregation 11 74
4 Alpha-synuclein 10 77
4 Parkinson's disease 10 82
4 Tau 9 90
4 Confocal microscopy 8 93
4 Expansion microscopy 8 95
4 Super-resolution fluorescence microscopy 8 98
5 Diffusion MRI 34 18
5 Brain 23 31
5 DTI 15 49
5 High resolution 14 56
5 Tractography 13 62
5 Fetal MRI 12 65
5 Track density imaging 11 76
5 3D reconstruction 8 92
5 Neuroimaging 8 96

MRI, magnetic resonance imaging; CT, computed tomography; COVID-19, coronavirus disease 2019; PET, positron emission tomography; STED, stimulated emission depletion microscopy; DSTORM, direct stochastic optical reconstruction microscopy; DTI, diffusion tensor imaging; 3D, three-dimensional.