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- title: Neural Layer Inspector
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- emoji: 🧠
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  sdk: gradio
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  app_file: app.py
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- # Neural Layer Inspector
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- This is a technical utility designed for Deep Learning engineers to inspect the internal attention mechanisms of Vision Transformers (ViT).
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-
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- ### How it works
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- 1. **Model**: Uses `google/vit-base-patch16-224`.
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- 2. **Extraction**: Accesses the `attentions` attribute from the model output.
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- 3. **Visualization**: Maps the 1D attention sequence back to the 2D image coordinate space using interpolation and normalization.
 
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+ title: DeepVision Forensic Suite
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+ emoji: 🛡️
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+ # DeepVision Forensic Suite
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+ A technical utility for deep-learning powered image analysis. This tool uses DETR (DEtection TRansformers) for object detection and ViT (Vision Transformer) for image classification. Designed for forensic, industrial, and security applications.