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Oct 2026

E-MASC: Motion-Aware Dual-Coordinate Confidence Scoring for Event Camera Denoising

Event cameras asynchronously report brightness changes with high temporal resolution and wide dynamic range, but background activity (BA) noise corrupts the sparse structures used by downstream perception. Conventional training-free filters primarily measure local support in observed coordinates, where fast motion can...

Jun-Cheng Li, Xu-Liang Zhu, Zhan Sun et al. · 0 citations
Open access Aug 2026

SPIF: A Spatio-Temporal Polarity Interaction Filter for Reliable Event Selection

Event cameras provide high temporal resolution and sparse asynchronous output for small-target monitoring. However, distant weak targets often generate sparse and fragmented events that are easily obscured by responses from background structures and sensor background activity (BA) noise. This paper proposes a Spatio-Te...

Jiaxu He, Zhan Sun, Juncheng Li et al. · 0 citations

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