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- ---
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- license: apache-2.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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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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+
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+ # Pre-trained swin transformer model for brain tumor classification
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+
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+ ## Model Description
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+ This is pre-trained swintransformer model for classify brain tumor.
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+
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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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+
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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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+
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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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+
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+
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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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+
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+
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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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+
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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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+
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+ ## License
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+ Apache 2.0
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+
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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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+ ```
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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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+ ```