In this paper, we propose a method based on reinforcement learning(RL) algorithm to select the bitrates of the region-of-interest adaptively for panoramic ...
Transmission based on the Dynamic Adaptive Streaming over HTTP(MPEG-DASH) standard [3] provides an idea for transmission of panoramic videos. MPEG-DASH is one ...
In this paper, we propose a method based on reinforcement learning(RL) algorithm to select the bitrates of the region-of-interest adaptively for panoramic ...
We present new algorithms for reinforcement learning, and prove that they have polynomial bounds on the resources required to achieve near-optimal return in ...
In [19], the authors proposed a method based on a reinforcement learning algorithm to select the bitrates of the region of interest adaptively for panoramic ...
Reinforcement Learning Based Adaptive Bitrate Algorithm for Transmitting Panoramic Videos · Panoramic videos have become more and more popular now. 360-degree ...
This optimization is to be addressed using an appropriate adaptive bit rate (ABR) algorithm. ... Deep reinforcement learning-driven intelligent panoramic video.
People also ask
What is the bitrate adaptation algorithm?
What is the best algorithm for reinforcement learning?
What is adaptive video streaming techniques?
What are the three approaches to implement a reinforcement learning algorithm?
Oct 26, 2023 · Traditional adaptive bitrate (ABR) algorithms adjust video segment quality based on network conditions and buffer occupancy. However, these ...
This paper investigates mobile video delivery in a heterogeneous wireless network from a video server to a multi-homed client. Joint source-channel coding (JSCC) ...
Deep Reinforcement Learning Based Bitrate and Redundance Ratio Adaption for Panoramic Video Transmission · Qiang LongYaohua Sun. Computer Science. 2022 IEEE ...