Table 4.
A summary of the data extracted from the reviewed papers.
| Paper | Dataset name | Disease or region | MRI or CT | Public or private | Data number | Cross-domain type | Solution method | Evaluation metrics |
|---|---|---|---|---|---|---|---|---|
| Ravnik et al. (2018) | White matter | MRI | Private | 60 | Multi-scanner | CNN | DSC, TPR | |
| Dolz et al. (2018) | ISBR, ABIDE | Brain | MRI | Public | 1,157 | Multi-site | 3D-CNN | DSC, MHD |
| Knight et al. (2018) | MICCAI 2017, MICCAI 2016, ISBI MS 2015 | White matter | MRI | Public | 96 | Multi-scanner | Logistic regression | Similarity Index, precision, recall |
| van Opbroek et al. (2018) | HarP, RSS | Hippocampus | MRI | Public | 135 | Multi-scanner | Transfer learning | DSC |
| Karani et al. (2018) | HCP, ABIDE, ADNI, IXI(D5) | Brain | MRI | Public | Multi-scanner | UNet | DSC | |
| Doyle et al. (2018) | MS | MRI | Private | 798 | Multi-site | Bayesian | Sensitivity, specificity | |
| Goubran et al. (2020) | Hippocampal | MRI | Private | 509 | Multi-center | 3D-CNN | DSC, Jaccard | |
| Zhao et al. (2019) | Infant brain | MRI | Private | 233 | Mulit-site | GAN | MAE, PSNR | |
| Bui and Wang (2019) | Infant brain | MRI | Private | Mulit-site | 3D-CNN | DSC, 95HD | ||
| Reiche et al. (2019) | White matter | MRI | Private | Multi-center | Normalization | DSC, HD, sensitivity | ||
| Jiang et al. (2021) | Brain | CT | Private | 10 | Multi-modal | Transfer learning | NMI, ARI | |
| Erus et al. (2018) | BLSA | Brain | MRI | Public | 721 | Mulit-site | Label fusion | ICC |
| McClure et al. (2019) | NNDSP | Brain | MRI | Public | Mulit-site | Bayesian | DSC | |
| Zhang et al. (2019) | MICCAI 2017 | White matter | MRI | Public | 170 | Multi-site | UNet | DSC |
| Fung et al. (2019) | Hippocampal | MRI | Private | 27 | Multi-scanner | Freesurfer | ICC | |
| Khademi et al. (2020) | CAIN, ADNI | Brain | MRI | Public | Multi-center | Normalization | DSC | |
| Dewey et al. (2019) | MS | MRI | Private | 55 | Multi-scanner | UNet | DSC, PVD | |
| Nair et al. (2020) | MS | MRI | Private | 1,064 | Multi-site | 3D-CNN | TPR, FDR | |
| Le et al. (2019) | MS | MRI | Private | 87 | Multi-center | FLAIR | LVD, DSC, sensitivity, SSD | |
| Liu Y. et al. (2020) | Brain | MRI | Private | 36 | Multi-center | 3D-CNN | DSC, ASSD | |
| Dinsdale et al. (2020) | OASIS, UK Biobank | Brain | MRI | Public | Multi-site | UNet | DSC | |
| Billast et al. (2019) | MS | MRI | Private | 410 | Multi-scanner | CNN | DSC, precision, recall | |
| Ou et al. (2018) | Brain | MRI | Private | 126 | Mulit-site | Normalization | DSC | |
| Dinsdale et al. (2021) | OASIS, UK Biobank | Brain | MRI | Public | Mulit-site | CNN | DSC | |
| Cerri et al. (2021) | MSSeg, Trio, Achieva, ISBI | MS | MRI | Public | 119 | Multi-site | Model ensembling | DSC, precision, recall |
| Bermudez and Blaber (2020) | Brain | MRI | Private | 111 | Multi-site | Data augmentation | DSC | |
| Borges et al. (2019) | SABRE | Brain | MRI | Private | 22 | Mulit-site | UNet | DSC |
| Monteiro et al. (2020) | Brain | CT | Private | 538 | Multi-center | CNN | DSC | |
| Huang et al. (2020) | ATLAS | Stroke | MRI | Public | 304 | Mulit-site | UNet | DSC, precision, recall |
| Brown et al. (2020) | Hippocampal | MRI | Private | Multi-scanner | Freesurfer | ICC | ||
| Kim et al. (2020) | Multicenter, RM, CND | Brain | MRI | Public and private | Multi-center | UNet | ICC | |
| Liu S. et al. (2020) | Brain | MRI | Private | 15 | Multi-scanner | Freesurfer | CV | |
| Srinivasan et al. (2020) | EADC-ADNI, ADNI | Infant brain | MRI | Public | Multi-site | Freesurfer | ROI volumes | |
| Basak et al. (2021) | ATLAS | Stroke | MRI | Public | 304 | Mulit-site | 3D-CNN | DSC, precision, recall |
| Sun et al. (2021) | BCP | Infant brain | MRI | Private | 160 | Multi-site | Self-supervised | DSC |
| Ntiri et al. (2021) | Cerebrovascular | MRI | Private | 238 | Multi-site | 3D-CNN | DSC, Jaccard, HD, processing time | |
| Niu et al. (2022) | Brain | MRI | Private | 48 | Multi-scanner | GAN | Test-retest variability (TRV) | |
| Zhao et al. (2021) | MICCAI 2017 | White matter | MRI | Public + private | 170+ | Mulit-site | UNet | Score (F1) |
| Meyer et al. (2021) | CNNOASIS, CNNOASIS-DA, MS | MS | MRI | Public | Multi-scanner | Data augmentation | DSC | |
| Kushibar et al. (2021) | IBSR, MICCAI 2012, MICCAI 2017 | Brain | MRI | Public and private | Multi-center | Transfer learning | DSC | |
| Sundaresan et al. (2021) | NDGEN, OXVASC | White matter | MRI | Public | 39 | Multi-scanner | Transfer learning | DSC |
| Kruger et al. (2021) | MS | MRI | Private | 1809 | Multi-scanner | CNN | Sensitivity | |
| Li et al. (2021) | NeoBrainS12, dHCP | Neonatal brain | MRI | Public | 47 | Multi-modal | GAN | DSC |
| Ribaldi et al. (2021) | White matter | MRI | Private | 53 | Multi-site | LST | DSC | |
| Goodkin et al. (2021) | White matter | MRI | Private | 66 | Multi-center | FLAIR | DSC | |
| Memmel et al. (2021) | MSD, Scientific Data | Hippocampal | MRI | Public | 195 | Multi-site | GAN | DSC |
| Kamraoui et al. (2022) | ISBI, MICCAI 2016 | MS | MRI | Public and private | Multi-site | 3D-CNN | DSC | |
| Zhou et al. (2022) | ATLAS | Stroke | MRI | Public | 304 | Mulit-site | Self-supervised | DSC, precision, recall |
| Tomar et al. (2022) | CANDI, OASIS | Brain | MRI | Public | 131 | Multi-site | Self-supervised | DSC |
| Opfer et al. (2023) | IBSR, FTHP | Thalamus | MRI | Public+ private | 127 | Multi-scanner | 3D-CNN | DSC |
| Liu et al. (2022a) | BraTS 2018 | Brain tumor | MRI | Public | 285 | Multi-modal | Unsupervised | DSC, HD |
| Wang Y. et al. (2022) | ECHO, M-CRIB | Infant brain | MRI | Public | 473 | Multi-scanner | Transfer learning | DSC, ICC, ASD |
| Kaffenberger et al. (2022) | Stroke | CT+ MRI | Private | 50 | Multi-modal | Normalization | DSC, HD | |
| Trinh et al. (2022) | iSeg-2017 | Infant brain | MRI | Public | 23 | Multi-site | UNet | DSC, MHD, ASD |
| Rao et al. (2022) | DLBS, SALD, IXI, COBRE | Brain | MRI | Public | Mulit-site | Transformer | DSC, Jaccard Index, HD | |
| Kalkhof et al. (2022) | MSD | Hippocampal | MRI | Public | 260 | Multi-site | GAN | DSC |
| Torbati et al. (2023) | Brain | MRI | Private | 18 | Multi-scanner | Supervised | GM-WM, segmentation similarity | |
| Zhang et al. (2023) | Heckto, BraTS 2018 | Brain | MRI | Public | 411 | Multi-modal | Self-supervised | DSC, sensitivity |
| Yu et al. (2023a) | ATLAS | Stroke | MRI | Public | 304 | Mulit-site | Normalization | DSC, Recall |
| Han et al. (2023) | ADNI, EMCI | Brain | MRI | Public | 391 | Multi-scanner | Transformer | Acc,IoU |
| Hindsholm et al. (2023) | MS | MRI | Private | 746 | Multi-scanner | UNet | DSC, precision, recall | |
| Liu X. et al. (2023) | Brain tumor | MRI | Private | 285 | Multi-site | Incremental learning | DSC, HD | |
| Kazerooni et al. (2023) | Brain tumor | MRI | Private | 244 | Multi-center | 3D-CNN | DSC | |
| Yu et al. (2023b) | ATLAS | Stroke | MRI | Public | 304 | Mulit-site | Fourier | DSC, precision, recall |
| Liu D. et al. (2023) | MICCAI 2016 | MS | MRI | Public + private | 188 | Multi-site | Federated learning | DSC, TPR, FPR |
| Zuo et al. (2023) | OASIS3, BLSA | White matter | MRI | Public and private | Multi-site | UNet | DSC | |
| Wang et al. (2023) | BCP, dHCP, MSMS6 | Infant brain | MRI | Private | Multi-site | iBEAT V2.0 | DSC, ASD | |
| Park et al. (2021) | MICCAI 2017 | White matter | MRI | Public | Multi-site | UNet | DSC, precision, recall | |
| Qin et al. (2023) | BraTS 2019 | Brain tumor | MRI | Public | Multi-site | Unsupervised | DSC | |
| Tomar et al. (2021) | BraTS 2015, WHSD | Brain tumor | CT + MRI | Public | Multi-modal | Normalization | DSC | |
| Liu et al. (2022b) | BraTS 2018 | Brain tumor | MRI | Public | Multi-site | Unsupervised | DSC |