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Lossy Event Compression: From Event Stream Distortion to Task Performance

arXiv · AI, language, vision and robotics · article · Aug 28, 2026 · UTC

Event cameras generate asynchronous, sparse data streams with microsecond temporal resolution, but in moderate-to-high motion scenes they can produce as many as hundreds of millions of events per second, creating significant bandwidth and storage challenges. Lossy compression is therefore essential for practical deployment, yet existing event stream distortion metrics fail to reliably predict compression-induced degradation at the task level, forcing codec optimization to rely on expensive task-specific evaluations. To address this gap, this paper introduces two fundamentally different event c

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Evidence & attribution

First collected: 2026-09-21T08:02:06.831Z. This is not the publication date.