REINFORCEMENT LEARNING BASED RATE CONTROL
Implementations of the subject matter described herein provide a solution for rate control based on reinforcement learning. In this solution, an encoding state of a video encoder is determined, the encoding state being associated with encoding of a first video unit by the video encoder. An encoding...
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creator | BIN LI W. TOM HOLCOMB JIAHAO LI YAN LU MEI-HSUAN LU MINGIEH LEE ANDREY MEZENTSEV |
description | Implementations of the subject matter described herein provide a solution for rate control based on reinforcement learning. In this solution, an encoding state of a video encoder is determined, the encoding state being associated with encoding of a first video unit by the video encoder. An encoding parameter associated with rate control in the video encoder is determining by a reinforcement learning model and based on the encoding state of the video encoder. A second video unit different from the first video unit is encoded based on the encoding parameter. In this way, it is possible to achieve a better quality of experience (QOE) for real time communication with computation overhead being reduced. |
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TOM HOLCOMB</au><au>JIAHAO LI</au><au>YAN LU</au><au>MEI-HSUAN LU</au><au>MINGIEH LEE</au><au>ANDREY MEZENTSEV</au><format>patent</format><genre>patent</genre><ristype>GEN</ristype><title>REINFORCEMENT LEARNING BASED RATE CONTROL</title><date>2024-04-24</date><risdate>2024</risdate><abstract>Implementations of the subject matter described herein provide a solution for rate control based on reinforcement learning. In this solution, an encoding state of a video encoder is determined, the encoding state being associated with encoding of a first video unit by the video encoder. An encoding parameter associated with rate control in the video encoder is determining by a reinforcement learning model and based on the encoding state of the video encoder. A second video unit different from the first video unit is encoded based on the encoding parameter. 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title | REINFORCEMENT LEARNING BASED RATE CONTROL |
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