ChronoSC projects video temporal dynamics into a compact chrono-image via color stacking, transmits it with lightweight DeepJSCC, reconstructs explicitly, and applies a pre-trained BLIP model for VideoQA answers, delivering 192x bandwidth savings on CLEVRER.
SC-GIR: Goal-oriented semantic com- munication via invariant representation learning for image transmission,
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ChronoSC: Task-Oriented Semantic Communication via Temporal-to-Color Encoding
ChronoSC projects video temporal dynamics into a compact chrono-image via color stacking, transmits it with lightweight DeepJSCC, reconstructs explicitly, and applies a pre-trained BLIP model for VideoQA answers, delivering 192x bandwidth savings on CLEVRER.