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Browse files- README.md +13 -13
- app.py +28 -0
- requirements.txt +4 -0
README.md
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# 🔭 AstroClassifier
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**Wat is dit?**
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Een AI-toepassing waarmee je afbeeldingen van ruimteobjecten kunt uploaden (planeten, sterren, nevels, zwarte gaten). De AI (Vision Transformer) probeert te voorspellen wat je ziet.
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**Gebruikt model:**
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`google/vit-base-patch16-224`
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**Gemaakt met:**
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Gradio + Hugging Face Spaces
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**Let op:**
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Het model is niet specifiek getraind op ruimteobjecten, dus de voorspellingen kunnen verrassend of humoristisch zijn. Educatief prototype!
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app.py
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from transformers import ViTFeatureExtractor, ViTForImageClassification
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from PIL import Image
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import torch
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import gradio as gr
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# Model en extractor laden
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model = ViTForImageClassification.from_pretrained("google/vit-base-patch16-224")
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extractor = ViTFeatureExtractor.from_pretrained("google/vit-base-patch16-224")
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# Classificatiefunctie
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def classify_space_image(image):
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inputs = extractor(images=image, return_tensors="pt")
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with torch.no_grad():
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logits = model(**inputs).logits
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predicted = logits.argmax(-1).item()
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label = model.config.id2label[predicted]
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return f"Voorspelling: {label}"
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# Gradio Interface
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demo = gr.Interface(
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fn=classify_space_image,
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inputs=gr.Image(type="pil"),
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outputs="text",
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title="🔭 AstroClassifier",
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description="Upload een ruimte-afbeelding (bijv. van NASA of een telescoop) en ontdek of het een ster, planeet, nevel of zwart gat is (volgens de AI!)."
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)
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demo.launch()
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requirements.txt
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transformers
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torch
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gradio
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Pillow
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