AI RESEARCH

LiVeAction: a Lightweight, Versatile, and Asymmetric Neural Codec Design for Real-time Operation

arXiv CS.LG

ArXi:2605.06628v1 Announce Type: cross Modern sensors generate rich, high-fidelity data, yet applications operating on wearable or remote sensing devices remain constrained by bandwidth and power budgets. Standardized codecs such as JPEG and MPEG achieve efficient trade-offs between bitrate and perceptual quality but are designed for human perception, limiting their applicability to machine-perception tasks and non-traditional modalities such as spatial audio arrays, hyperspectral images, and 3D medical images.