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Davis Zhang

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نسخة أولية وصول مفتوح

Exploiting answer-invariant redundancies in satellite imagery for efficient VLM inference on edge

Ishani Janveja, Davis Zhang, Seoyul Oh وآخرون · 2026

Onboard vision-language models could enable satellites to answer queries directly, but exhaustive tiled inference over high-resolution imagery is slow and energy-intensive. We identify answer-invariant token redundancy (AITR): image tiles and vision tokens that can be removed without changing the final answer. We prese …

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