HyperVision Dual-Head (2x SR + EmbeddingGemma-2)

by tomoyasendaco.huggingface.tomoyasenda/hypervision

  • Remote endpoint
  • 3 tools
  • APACHE-2.0

Tools

  • HyperVision_compare_image_embeddings Compare semantic embeddings (768D & MRL 256D) between two images or between a clean image and an attacked/degraded counterpart, contrasting Baseline vs. Hardened HyperVision-Mobile. If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool. Returns: Tuple of (Markdown comparison table, JSON similarity report).
  • HyperVision_super_resolve_and_embed Perform 2x Super-Resolution (1px -> 4px) and extract EmbeddingGemma-2 compatible 768D & MRL 256D semantic embeddings. If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool. Returns: Tuple of (Super-Resolved 2x RGB Image, 3-Panel Diagnostic Strip [Bicubic | HyperVision SR | Subpixel Residual], Markdown Metrics Summary, Embedding JSON Output).
  • HyperVision_super_resolve_and_embed_1 Perform 2x Super-Resolution (1px -> 4px) and extract EmbeddingGemma-2 compatible 768D & MRL 256D semantic embeddings. If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool. Returns: Tuple of (Super-Resolved 2x RGB Image, 3-Panel Diagnostic Strip [Bicubic | HyperVision SR | Subpixel Residual], Markdown Metrics Summary, Embedding JSON Output).

As the server's own listing gives them. We never call a tool.