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20 hours ago •
wulalago
wulalago
some resources on my path in deep learning and medical image analysis
LearningNote
some resources on my path in deep learning and medical image analysis
PROGRAMMING LIBRARIES
-
Image Processing:
Albumentations, ANTsPy, DIPY, Kornia, MedPy, SimpleITK, TorchIO -
Reinforcement Learning:
Gym -
Visualization:
ITKWidgets, Matplotlib, SciencePlots, Seaborn, Statannotations
JOURNALS & CONFERENCES
| Journals | IF |
|---|---|
| Nature Portfolio | - |
| Nature Medicine | 58.7 |
| Nature Methods | 36.1 |
| Nature Biomedical Engineering | 26.8 |
| Nature Machine Intelligence | 18.8 |
| Nature Communications | 14.7 |
| npj Digital Medicine | 12.4 |
| IEEE | - |
| IEEE Transactions on Pattern Analysis and Machine Intelligence | 20.8 |
| IEEE Transactions on Artificial Intelligence | - |
| IEEE Transactions on Industrial Informatics | 11.7 |
| IEEE Transactions on Image Processing | 10.8 |
| IEEE Transactions on Neural Networks and Learning Systems | 10.2 |
| IEEE Transactions on Cybernetics | 9.4 |
| IEEE Transactions on Medical Imaging | 8.9 |
| IEEE Journal of Biomedical And Health Informatics | 6.7 |
| IEEE Transactions on Instrumentation and Measurement | 5.6 |
| IEEE Transactions on Biomedical Engineering | 4.4 |
| IEEE Transactions on Computational Imaging | 4.2 |
| Elsevier | - |
| Medical Image Analysis | 10.7 |
| Pattern Recognition | 7.5 |
| Computers in Biology and Medicine | 7.0 |
| Artificial Intelligence in Medicine | 6.1 |
| Neural Networks | 6.0 |
| Neurocomputing | 5.5 |
| Artificial Intelligence | 5.1 |
| Computer Methods and Programs in Biomedicine | 4.9 |
| Lancet | - |
| Lancet Digital Health | 23.8 |
| eClinicalMedicine | 9.6 |
| RSNA | - |
| Radiology | 12.1 |
| Radiology: Artificial Intelligence | 8.1 |
| Springer Link | - |
| International Journal of Computer Vision | 11.6 |
| European Radiology | 4.7 |
| Others | - |
| European Heart Journal - Cardiovascular Imaging | 6.7 |
| Progress in Biomedical Engineering | 5.0 |
| Clinical Journal | - |
| Lancet | 98.4 |
| New England Journal of Medicine | 96.2 |
| British Medical Journal | 93.6 |
| Journal of the American Medical Association | 63.1 |
| European Heart Journal | 37.6 |
| Circulation | 35.5 |
| 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 |
PAPERS
- Foundational Technologies
- Generative Models
- Registration
- Graph Neural Network
- Nature Series Papers
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