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CogVis: Must Open-Vocabulary Change Detection Perceive the Scene Anew for Every Query?

Earth-surface monitoring requires change detection models capable of recognizing arbitrary semantic categories. Open-Vocabulary Change Detection (OVCD) addresses this need. However, existing methods often entangle temporal perception, semantic discrimination, and region verification, causing unstable results and redundant computation. Inspired by human visual change perception, we propose CogVis,…

We haven't written up this one. arXiv cs.AI has the full story — the link below goes straight to it.

Read the original at arxiv.org →

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What AI Regulation and Ownership Could Be

As an ordinary internet user, I am skeptical about AI. My colleagues and I have reported on several harmful aspects of the technology in the US: threats to democracy, its impact on the environment…

  • Public AI emphasizes free access, accountability, and sustainable public goods.
  • Accountability aims to prevent potential harms and develop beneficial AI capabilities.
  • Public AI stakeholders include movements in Africa, Europe, and US discussions on AI bubble.

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