The invention relates to the technical field of video coding and decoding, and discloses a high-definition television service data intelligent decoding
system based on AI optimization, which comprises a data receiving module, a
data processing module, an AI decision engine module, a dynamic decoder module, an
image quality enhancement module, a terminal display module and a feedback
database, by arranging the AI decision engine module, the dynamic decoder module and the
image quality enhancement module, real-time optimization of decoding parameters can be realized by constructing a double-closed-loop
feedback control architecture and combining a deep
reinforcement learning model, the contradiction between
image quality and fluency in a dynamic environment is solved, and the decoding efficiency is improved. Meanwhile, the AI decision engine module adopts an improved Dueling DQN model to generate an optimal decoding parameter combination, an award function is innovated, the optimization priority of image quality priority, fluency subordinate and
power consumption consideration is defined through
a weighting coefficient, and the subjective experience feeling of a user on a high-definition television is effectively improved.