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+ ---
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+ license: mit
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+ tags:
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+ - medical
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+ ---
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+ # ViT Brain Tumor Classifier 🧠
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+
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+ A ViT model trained on 75k brain MRI images using PyTorch + TIMM.
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+
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+ ## Labels
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+ - Glioma
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+ - Meningioma
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+ - Tumor (general)
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+
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+ ## Dataset
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+ [Brain Cancer MRI Dataset (2024)](https://www.kaggle.com/datasets/shuvokumarbasakbd/brain-cancer-mri-colorized-dataset)
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+
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+ ## How to Use
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+
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+ ```python
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+ from PIL import Image
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+ from torchvision import transforms
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+ import torch
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+ import timm
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+
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+ model = timm.create_model('vit_base_patch16_224', pretrained=False, num_classes=3)
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+ model.load_state_dict(torch.load("pytorch_model.bin"))
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+ model.eval()
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+
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+ img = Image.open("your_image.jpg")
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+ transform = transforms.Compose([
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+ transforms.Resize((224, 224)),
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+ transforms.ToTensor(),
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+ transforms.Normalize(mean=[0.5]*3, std=[0.5]*3),
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+ ])
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+ input_tensor = transform(img).unsqueeze(0)
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+ pred = model(input_tensor).argmax(dim=1)