Efficient reinforcement learning training method for video coding optimization
A technology of reinforcement learning and video coding, which is applied in the field of video coding and reinforcement learning, can solve problems such as the inability to obtain the global optimal solution, difficulty in generating labels with machine learning methods, and slow convergence, so as to achieve high policy utilization and increase the scope of exploration and probability, the effect of speeding up the convergence
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[0023] The following examples will be used in conjunction with the accompanying drawings. The following examples are only used to illustrate the technical solution of the present invention more clearly, but not to limit the protection scope of the present invention.
[0024] The high-efficiency reinforcement learning training method for video coding optimization of the present invention specifically optimizes each link in the reinforcement learning training process applied to video coding optimization, so as to speed up the convergence speed and enhance the system learning results, including the following steps,
[0025]Step (1), create a prediction network and a discriminative network. The prediction network is responsible for generating the optimal value of the coding strategy parameters; the discriminant network is responsible for discriminating whether the prediction value generated by the prediction network is good or bad. The prediction network and the discriminant netwo...
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