Iruos8805 commited on
Commit
1e271fc
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1 Parent(s): 869fedf

App version 1

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Files changed (2) hide show
  1. app.py +34 -0
  2. requirements.txt +4 -0
app.py ADDED
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+ from transformers import 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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+ from transformers import pipeline
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+
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+
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+ device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
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+
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+ # Loading in Model
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+ model_name = "dima806/ai_vs_real_image_detection"
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+ model = ViTForImageClassification.from_pretrained(model_name).to(device)
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+ model.to(device)
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+
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+
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+ #Classification function
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+ def classify_image(img: Image.Image):
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+ inputs = model(images=img, return_tensors="pt").to(device)
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+ results = model(inputs)
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+ top = results[0]
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+ label = top["label"]
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+ score = top["score"]
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+ return f"Prediction: {label} (Confidence: {score:.2f})"
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+
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+
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+
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+ # Interface
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+ interface = gr.Interface(
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+ fn=classify_image,
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+ inputs=gr.Image(type="pil"),
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+ outputs="text",
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+ title="Real vs AI Image detection",
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+ description="Check if your image is Real or AI"
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+ )
requirements.txt ADDED
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+ gradio
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+ torch
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+ transformers
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+ pillow