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Fine-Grained Anomaly Perception in Wild UGC-Enhanced Images: A Comprehensive Dataset and Difference-Fusion Framework

Image enhancement and restoration have become standard back-end operations on short-video and social media platforms to boost UGC visual experience. Yet these processes inevitably introduce visual anomalies--especially in faces, texts, and textures--that directly undermine perceptual fidelity and viewer trust. While existing IQA methods perform well on classic distortions, they target holistic…

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Accountable Generation: Intent as the Artifact of Record

Every serious engineering organization has spent decades building governance around one artifact: source code. Code gets version control. Code gets review. Code gets sign-off before it ships.

  • Intent becomes the scarce artifact in AI-assisted code generation.
  • Code volume grows faster than review capacity, errors result from wrong decisions.
  • Governance should shift to intent layer before AI advances make it crucial.

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