RAPT360: Reinforcement Learning-Based Rate Adaptation for 360-Degree Video Streaming With Adaptive Prediction and Tiling - Kan, Nuowen; Zou, Junni; Li, Chenglin; Dai, Wenrui; Xiong, Hongkai (IEEE transactions on circuits and systems for video technology, 2022)
Keywords: 360-degree videos; Adaptation; Adaptation models; Adaptive systems; adaptive viewport prediction; Algorithms; Bandwidth; Bit rate; Confidence intervals; Deep learning; deep reinforcement learning; Forecasting; Identification methods; Machine learning; Markov processes; Occupancy; Optimization; Prediction algorithms; Probability density functions; Quality of experience; rate adaptation; Statistical analysis; Streaming media; tile-based adaptive streaming; Tiles; Tiling; Two dimensional models; Video transmission; viewport-aware tiling