some resources on my path in deep learning and medical image analysis
-
Image Processing:
Albumentations, ANTsPy, DIPY, Kornia, MedPy, SimpleITK, TorchIO -
Data Synthesis:
SDV -
Reinforcement Learning:
Gym -
Visualization:
ITKWidgets, Matplotlib, SciencePlots, Seaborn, Statannotations
| Journals | IF |
|---|---|
| Nature Portfolio | - |
| Nature Medicine | 50.0 |
| Nature Methods | 32.1 |
| Nature Biomedical Engineering | 26.6 |
| Nature Machine Intelligence | 23.9 |
| Nature Communications | 15.7 |
| npj Digital Medicine | 15.1 |
| IEEE | - |
| IEEE Transactions on Pattern Analysis and Machine Intelligence | 18.6 |
| IEEE Transactions on Artificial Intelligence | - |
| IEEE Transactions on Image Processing | 13.7 |
| IEEE Transactions on Cybernetics | 10.5 |
| IEEE Transactions on Industrial Informatics | 9.9 |
| IEEE Transactions on Medical Imaging | 9.8 |
| IEEE Transactions on Neural Networks and Learning Systems | 8.9 |
| IEEE Journal of Biomedical And Health Informatics | 6.8 |
| IEEE Transactions on Instrumentation and Measurement | 5.6 |
| IEEE Transactions on Biomedical Engineering | 4.5 |
| Elsevier | - |
| Medical Image Analysis | 11.8 |
| Pattern Recognition | 7.6 |
| Computers in Biology and Medicine | 6.3 |
| Neural Networks | 6.3 |
| Artificial Intelligence in Medicine | 6.2 |
| Computer Methods and Programs in Biomedicine | 4.8 |
| Lancet | - |
| Lancet Digital Health | 24.1 |
| eClinicalMedicine | 10.0 |
| RSNA | - |
| Radiology | 15.2 |
| Radiology: Artificial Intelligence | 13.2 |
| Springer Link | - |
| International Journal of Computer Vision | 9.3 |
| European Radiology | 4.7 |
| Others | - |
| JACC - Cardiovascular Imaging | 15.2 |
| European Heart Journal - Cardiovascular Imaging | 6.7 |
| European Heart Journal - Digital Health | 4.4 |
| Progress in Biomedical Engineering | 5.0 |
| Clinical Journal | - |
| Lancet | 88.5 |
| New England Journal of Medicine | 78.5 |
| Journal of the American Medical Association | 55.0 |
| British Medical Journal | 42.7 |
| Circulation | 38.6 |
| European Heart Journal | 35.6 |
| Conference | Abbr |
|---|---|
| AAAI Conference on Artificial Intelligence | AAAI |
| ACM International Conference on Multimedia | ACM MM |
| Conference on Computer Vision and Pattern Recognition | CVPR |
| Conference on Neural Information Processing Systems | NeurIPS |
| European Conference on Computer Vision | ECCV |
| International Conference on Computer Vision | ICCV |
| International Conference on Learning Representations | ICLR |
| International Conference on Machine Learning | ICML |
| International Conference on Medical Image Computing and Computer Assisted Intervention | MICCAI |
| International Joint Conference on Artificial Intelligence | IJCAI |
| International Symposium on Biomedical Imaging | ISBI |
| Medical Imaging with Deep Learning | MIDL |