| | --- |
| | license: gpl-3.0 |
| | --- |
| | |
| | [UNOFFICIAL] |
| |
|
| | This is a unofficial, rehosted repository for CTransPath. |
| | The original and official repository is https://github.com/Xiyue-Wang/TransPath |
| | and the paper is https://www.sciencedirect.com/science/article/abs/pii/S1361841522002043 |
| |
|
| | CTransPath is released under the GPLv3 License and is available for non-commercial academic purposes. |
| |
|
| | This work is not affiliated with the authors of CTransPath and is intended to help |
| | others reuse the model. |
| |
|
| | Please use the following transform with this model. |
| |
|
| | ```python |
| | from torchvision import transforms |
| | |
| | mean = (0.485, 0.456, 0.406) |
| | std = (0.229, 0.224, 0.225) |
| | trnsfrms_val = transforms.Compose( |
| | [ |
| | transforms.Resize(224), |
| | transforms.ToTensor(), |
| | transforms.Normalize(mean = mean, std = std) |
| | ] |
| | ) |
| | ``` |
| |
|
| | If you find this useful, cite the papers of the CTransPath authors. Please also check the authors' |
| | GitHub repository for any other papers to cite. |
| |
|
| | ```bibtex |
| | @{wang2022, |
| | title={Transformer-based Unsupervised Contrastive Learning for Histopathological Image Classification}, |
| | author={Wang, Xiyue and Yang, Sen and Zhang, Jun and Wang, Minghui and Zhang, Jing and Yang, Wei and Huang, Junzhou and Han, Xiao}, |
| | journal={Medical Image Analysis}, |
| | year={2022}, |
| | publisher={Elsevier} |
| | } |
| | @inproceedings{wang2021transpath, |
| | title={TransPath: Transformer-Based Self-supervised Learning for Histopathological Image Classification}, |
| | author={Wang, Xiyue and Yang, Sen and Zhang, Jun and Wang, Minghui and Zhang, Jing and Huang, Junzhou and Yang, Wei and Han, Xiao}, |
| | booktitle={International Conference on Medical Image Computing and Computer-Assisted Intervention}, |
| | pages={186--195}, |
| | year={2021}, |
| | organization={Springer} |
| | } |
| | ``` |
| |
|
