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Fixation prediction for 360 video streaming in head-mounted virtual reality,

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cs.NI 1

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2026 1

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UNVERDICTED 1

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Training-Free Adaptive 360-degree Video Streaming via Semantic Potential Fields

cs.NI · 2026-03-22 · unverdicted · novelty 6.0

OrbitStream models semantic objects as sources of gravitational potential fields to predict operator gaze in 360 video without training and pairs it with a saturation-based PD controller for buffer control, reaching 94.7% zero-shot accuracy and second-best QoE in simulations.

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  • Training-Free Adaptive 360-degree Video Streaming via Semantic Potential Fields cs.NI · 2026-03-22 · unverdicted · none · ref 12

    OrbitStream models semantic objects as sources of gravitational potential fields to predict operator gaze in 360 video without training and pairs it with a saturation-based PD controller for buffer control, reaching 94.7% zero-shot accuracy and second-best QoE in simulations.