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20242026
most citedOn-Air Deep Learning Integrated Semantic Inference Models for Enhanced Earth Observation Satellite Networks

2 citations · 3 across the 6 of their papers we have counts for

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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…

eess.IV2026

Toward a Unified Semantic Loss Model for Deep JSCC-based Transmission of EO Imagery

Ti Ti Nguyen, Thanh-Dung Le, Vu Nguyen Ha +6

Modern Earth Observation (EO) systems increasingly rely on high-resolution imagery to support critical applications such as environmental monitoring, disaster response, and land-us…