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Research paper details bandwidth-saving sensor pipeline with event detection

By PulseAugur Editorial · [1 sources] ·

A new research paper explores a gated sensing pipeline designed to reduce bandwidth by transmitting only detected events rather than raw video. The pipeline combines object detection and image-text comparison with deterministic scheduling and evidence accumulation rules. In staged experiments, the system achieved significant bandwidth reduction, sending 38,736 bits over 211 seconds, a 41,977x reduction, and correctly identified one of four staged events. However, the study also details instances where the system missed events, providing a tick-level trace of one flight to pinpoint where missed detections failed to progress. AI

IMPACT This research could inform the development of more efficient data transmission methods for sensor networks, particularly in bandwidth-constrained environments.

RANK_REASON The cluster contains a single research paper submission to arXiv in the Computer Science > Computer Vision and Pattern Recognition field. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.CV →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

Research paper details bandwidth-saving sensor pipeline with event detection

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The cluster contains a single research paper submission to arXiv in the Computer Science > Computer Vision and Pattern Recognition field. [lever_c_demoted from research: ic=1 ai=1.0]
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COVERAGE [1]

  1. arXiv cs.CV TIER_1 English(EN) · Raghu Venkat, Tricha Anjali ·

    What a gated sensing pipeline never looks at: bandwidth reduction and the misses behind it

    arXiv:2609.15579v1 Announce Type: new Abstract: An airborne sensor on a contested link cannot send video, so the appealing move is to send findings instead and report the ratio between the two. We evaluate a gated sensing pipeline that does this, combining learned object detectio…

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