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most citedOn-Air Deep Learning Integrated Semantic Inference Models for Enhanced Earth Observation Satellite Networks

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cs.CV2026

LIMODENet: Attention-Free Compact Encoders for Information-Preserving Onboard Satellite Image Restoration

Thanh-Dung Le, Vu Nguyen Ha, Ti Ti Nguyen +1

Onboard satellites must restore a channel-degraded image on a few watts, using neuromorphic accelerators (e.g., BrainChip Akida, Intel Loihi-2) that support no softmax or attention…