Splitting PIDNet after stage 5 lets a resource-limited transmitter send 16x16 features instead of a 128x128 segmentation map, cutting bit rate by up to 72.6% and GPU processing by 19.8% in simulation.
Goldsmith, Wireless Communications
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On Splitting Lightweight Semantic Image Segmentation for Wireless Communications
Splitting PIDNet after stage 5 lets a resource-limited transmitter send 16x16 features instead of a 128x128 segmentation map, cutting bit rate by up to 72.6% and GPU processing by 19.8% in simulation.