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README.md
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---
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license: apache-2.0
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---
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license: apache-2.0
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datasets:
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- Arunisto/brain_tumor_dataset
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language:
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- en
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base_model:
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- microsoft/swin-tiny-patch4-window7-224
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pipeline_tag: image-classification
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library_name: transformers
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tags:
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- computer_vision
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- image_classification
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---
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# Pre-trained swin transformer model for brain tumor classification
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## Model Description
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This is pre-trained swintransformer model for classify brain tumor.
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## Training Dataset
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This model trained with MRI Scan images of brain tumor `healthy` and `tumor`
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### Dataset Format
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- **Images:** JPEG/PNG formats
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- **Dataset:** Arunisto/brain_tumor_dataset
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## Training Details
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- **Model:** microsoft/swin-tiny-patch4-window7-224
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- **Framework:** Transformers
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- **Epochs:** 10
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## Usage
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This model can be used to detect two type of brain condition is `healthy` or `tumor`
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## Limitations
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- The model is perform well only with brain top-side only, and for healthy it's only predicted with the score of 65% only
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## Future Work
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- needs to run more epochs
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- trying to classify different tumor conditions
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## License
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Apache 2.0
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## Citation
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If you use this model in your research or projects, please cite it as follows:
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```
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@misc{arun-arunisto2024yolov8_bike_odometer,
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title={Pre-trained swin transformer model for brain tumor classification},
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author={Arun Arunisto},
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year={2024},
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howpublished={\url{https://huggingface.co/Arunisto/brain_tumor_classification}},
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}
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```
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