Policy-based Foveated Imaging and Perception

Published
Source
arXiv
Paper number
294
Field
Computer Vision
arXiv ID
2606.02565

Key points

  • Existing acquisition strategies, such as spatial or temporal downsampling, solve this problem by irreversibly discarding information before task relevance can even be assessed.
  • The paper introduces a real-time, predictive, task-aware foveated imaging system that operates directly at image acquisition time.
  • Extensive simulation across multiple perception tasks shows that this approach achieves high task performance under strict pixel budgets and substantially outperforms related baselines operating at the same bandwidth.

Paper links

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